diff --git a/contentatscale-report.xml b/contentatscale-report.xml
new file mode 100644
index 0000000..2fe53d6
--- /dev/null
+++ b/contentatscale-report.xml
@@ -0,0 +1,235 @@
+<?xml version="1.0" encoding="utf-8"?><testsuites><testsuite name="pytest" errors="0" failures="78" skipped="0" tests="798" time="5728.686" timestamp="2023-09-21T14:12:02.574761" hostname="FALCON-PUNCH"><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i0]" time="6.568"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i1]" time="10.563"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i2]" time="4.550"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i3]" time="7.549"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i4]" time="7.505"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i5]" time="13.663"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i6]" time="8.509"><properties><property name="score" value="0.86" /></properties><failure message="AssertionError: samples/webtext.test.jsonl:255006 (len: 365) is a human-generated sample, misclassified as AI-generated with confidence 0.86&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/webtext.test.jsonl:255006 (len: 365) is a human-generated sample, misclassified as AI-generated with confidence 0.86
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i7]" time="5.504"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i8]" time="7.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i9]" time="2.495"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i10]" time="4.476"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i11]" time="12.603"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i12]" time="11.667"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i13]" time="10.558"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i14]" time="6.560"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i15]" time="8.544"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i16]" time="6.619"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/webtext.test.jsonl:255016 (len: 92) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/webtext.test.jsonl:255016 (len: 92) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i17]" time="5.512"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i18]" time="8.524"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i19]" time="8.573"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i20]" time="10.534"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i21]" time="11.577"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i22]" time="14.595"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i23]" time="8.535"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i24]" time="2.478"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i25]" time="10.533"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i26]" time="13.573"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i27]" time="9.564"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i28]" time="13.605"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i29]" time="10.572"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i30]" time="9.521"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i31]" time="3.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i32]" time="3.461"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i33]" time="11.549"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i34]" time="6.531"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i35]" time="7.545"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i36]" time="10.033"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i37]" time="20.611"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i38]" time="3.481"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i39]" time="6.491"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i40]" time="8.537"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i41]" time="6.530"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i42]" time="8.655"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i43]" time="4.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i44]" time="8.537"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i45]" time="9.532"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i46]" time="14.569"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i47]" time="9.517"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i48]" time="10.806"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i49]" time="11.537"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i50]" time="16.083"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i51]" time="8.150"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i52]" time="4.855"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i53]" time="5.978"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i54]" time="8.192"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i55]" time="21.368"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i56]" time="20.662"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i57]" time="8.539"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i58]" time="12.572"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i59]" time="6.494"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i60]" time="9.572"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i61]" time="11.569"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i62]" time="3.494"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i63]" time="3.483"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i64]" time="4.529"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i65]" time="12.649"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i66]" time="3.477"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i67]" time="18.591"><properties><property name="score" value="0.6" /></properties><failure message="AssertionError: samples/webtext.test.jsonl:255067 (len: 847) is a human-generated sample, misclassified as AI-generated with confidence 0.6&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/webtext.test.jsonl:255067 (len: 847) is a human-generated sample, misclassified as AI-generated with confidence 0.6
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i68]" time="6.481"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i69]" time="10.555"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i70]" time="5.520"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i71]" time="9.523"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i72]" time="10.559"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i73]" time="11.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i74]" time="8.553"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i75]" time="7.514"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i76]" time="5.493"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i77]" time="8.653"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i78]" time="10.596"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i79]" time="10.623"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i80]" time="14.599"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i81]" time="12.586"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i82]" time="2.484"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i83]" time="8.526"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i84]" time="7.516"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i85]" time="6.538"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i86]" time="16.370"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i87]" time="7.540"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i88]" time="5.520"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i89]" time="8.589"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i90]" time="13.587"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i91]" time="5.520"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i92]" time="9.593"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i93]" time="10.545"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i94]" time="9.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i95]" time="8.537"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i96]" time="27.709"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i97]" time="2.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i98]" time="14.640"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_human_jsonl[i99]" time="3.498"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i0]" time="9.565"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i1]" time="12.579"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i2]" time="8.554"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i3]" time="8.565"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i4]" time="9.541"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i5]" time="6.515"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i6]" time="10.553"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i7]" time="7.514"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i8]" time="8.554"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i9]" time="8.536"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i10]" time="5.507"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i11]" time="14.236"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i12]" time="6.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i13]" time="6.527"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i14]" time="6.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i15]" time="9.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i16]" time="10.564"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i17]" time="14.700"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i18]" time="7.554"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i19]" time="11.559"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i20]" time="6.510"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i21]" time="12.603"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i22]" time="5.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i23]" time="12.659"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i24]" time="7.521"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i25]" time="7.519"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i26]" time="21.619"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i27]" time="12.552"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i28]" time="9.530"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i29]" time="9.540"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i30]" time="8.540"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i31]" time="6.515"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i32]" time="7.539"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i33]" time="8.531"><properties><property name="score" value="0.56" /></properties><failure message="AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.56&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.56
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i34]" time="8.559"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i35]" time="7.598"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i36]" time="9.702"><properties><property name="score" value="0.96" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i37]" time="11.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i38]" time="10.527"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i39]" time="11.571"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i40]" time="8.523"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i41]" time="6.513"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.99&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.99
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i42]" time="11.631"><properties><property name="score" value="0.98" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i43]" time="12.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i44]" time="12.567"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i45]" time="8.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i46]" time="10.581"><properties><property name="score" value="0.88" /></properties><failure message="AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.88&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.88
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i47]" time="6.605"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i48]" time="15.770"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i49]" time="7.532"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i50]" time="7.522"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i51]" time="8.545"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i52]" time="7.549"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i53]" time="10.560"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i54]" time="7.564"><properties><property name="score" value="0.55" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i55]" time="11.547"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i56]" time="12.561"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i57]" time="9.548"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i58]" time="7.530"><properties><property name="score" value="0.54" /></properties><failure message="AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.54&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.54
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i59]" time="8.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i60]" time="10.544"><properties><property name="score" value="0.98" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i61]" time="8.549"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i62]" time="16.611"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i63]" time="10.527"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i64]" time="8.550"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i65]" time="10.579"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i66]" time="8.786"><properties><property name="score" value="0.98" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i67]" time="10.556"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i68]" time="9.542"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i69]" time="15.580"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i70]" time="8.522"><properties><property name="score" value="0.94" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i71]" time="8.569"><properties><property name="score" value="0.61" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i72]" time="15.746"><properties><property name="score" value="0.5" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i73]" time="7.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i74]" time="12.562"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i75]" time="18.594"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i76]" time="9.598"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i77]" time="9.570"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i78]" time="8.515"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i79]" time="8.532"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i80]" time="8.529"><properties><property name="score" value="0.51" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i81]" time="6.514"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i82]" time="7.514"><properties><property name="score" value="0.6" /></properties><failure message="AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.6&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.6
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i83]" time="5.507"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i84]" time="10.392"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i85]" time="11.558"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i86]" time="8.530"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i87]" time="7.508"><properties><property name="score" value="0.92" /></properties><failure message="AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.92&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/news.jsonl is a human-generated sample, misclassified as AI-generated with confidence 0.92
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i88]" time="16.588"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i89]" time="8.567"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i90]" time="14.564"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i91]" time="9.546"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i92]" time="11.532"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i93]" time="8.521"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i94]" time="11.559"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i95]" time="7.574"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i96]" time="5.489"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i97]" time="8.565"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i98]" time="8.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_humannews_jsonl[i99]" time="9.507"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i0]" time="7.539"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i1]" time="8.513"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i2]" time="5.549"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i3]" time="6.734"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i4]" time="6.528"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i5]" time="7.532"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i6]" time="14.575"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i7]" time="6.508"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i8]" time="7.508"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i9]" time="11.634"><properties><property name="score" value="0.5" /></properties><failure message="AssertionError: samples/news.jsonl is a AI-generated sample, misclassified as human-generated with confidence 0.5&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/news.jsonl is a AI-generated sample, misclassified as human-generated with confidence 0.5
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i10]" time="5.576"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i11]" time="10.591"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i12]" time="5.561"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i13]" time="7.523"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i14]" time="7.520"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i15]" time="10.567"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i16]" time="8.542"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i17]" time="8.534"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i18]" time="7.550"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i19]" time="6.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i20]" time="5.527"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i21]" time="7.531"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i22]" time="6.510"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i23]" time="11.580"><properties><property name="score" value="0.97" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i24]" time="4.524"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i25]" time="8.587"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i26]" time="9.543"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i27]" time="9.581"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i28]" time="5.530"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i29]" time="8.567"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i30]" time="5.529"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i31]" time="5.489"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i32]" time="8.549"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i33]" time="22.722"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i34]" time="7.546"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i35]" time="8.564"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i36]" time="8.555"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i37]" time="10.570"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i38]" time="9.585"><properties><property name="score" value="0.6" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i39]" time="9.547"><properties><property name="score" value="0.5" /></properties><failure message="AssertionError: samples/news.jsonl is a AI-generated sample, misclassified as human-generated with confidence 0.5&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/news.jsonl is a AI-generated sample, misclassified as human-generated with confidence 0.5
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i40]" time="7.518"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i41]" time="7.507"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i42]" time="7.527"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i43]" time="6.552"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i44]" time="6.520"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i45]" time="7.519"><properties><property name="score" value="0.6699999999999999" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i46]" time="7.565"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i47]" time="8.590"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i48]" time="7.576"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i49]" time="18.619"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i50]" time="13.616"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i51]" time="17.217"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i52]" time="11.547"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i53]" time="7.537"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i54]" time="7.547"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i55]" time="8.534"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i56]" time="11.582"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i57]" time="6.522"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i58]" time="7.528"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i59]" time="6.518"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i60]" time="7.531"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i61]" time="8.594"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i62]" time="8.542"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i63]" time="11.589"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i64]" time="12.605"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i65]" time="12.695"><properties><property name="score" value="0.5" /></properties><failure message="AssertionError: samples/news.jsonl is a AI-generated sample, misclassified as human-generated with confidence 0.5&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/news.jsonl is a AI-generated sample, misclassified as human-generated with confidence 0.5
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i66]" time="8.547"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i67]" time="7.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i68]" time="9.550"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i69]" time="11.557"><properties><property name="score" value="0.54" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i70]" time="9.562"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i71]" time="14.611"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i72]" time="7.552"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i73]" time="9.547"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i74]" time="8.576"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i75]" time="8.471"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i76]" time="6.631"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i77]" time="7.575"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i78]" time="6.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i79]" time="11.594"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i80]" time="10.565"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i81]" time="7.540"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i82]" time="4.544"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i83]" time="8.520"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i84]" time="8.550"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i85]" time="7.590"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i86]" time="9.525"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i87]" time="6.528"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i88]" time="9.539"><properties><property name="score" value="0.98" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i89]" time="7.515"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i90]" time="8.536"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i91]" time="12.596"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i92]" time="10.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i93]" time="10.555"><properties><property name="score" value="0.51" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i94]" time="11.570"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i95]" time="7.545"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i96]" time="6.503"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i97]" time="10.585"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i98]" time="9.581"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_chatgptnews_jsonl[i99]" time="11.560"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i0]" time="4.498"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i1]" time="9.530"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i2]" time="3.507"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600008 [885] (title: Vertical Handof) is a human-generated sample, misclassified as AI-generated with confidence 0.99&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600008 [885] (title: Vertical Handof) is a human-generated sample, misclassified as AI-generated with confidence 0.99
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i3]" time="4.489"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i4]" time="3.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i5]" time="3.786"><properties><property name="score" value="0.97" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600018 [642] (title: Efficient Detec) is a human-generated sample, misclassified as AI-generated with confidence 0.97&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600018 [642] (title: Efficient Detec) is a human-generated sample, misclassified as AI-generated with confidence 0.97
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i6]" time="6.511"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600029 [1139] (title: A Social Bots D) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600029 [1139] (title: A Social Bots D) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i7]" time="5.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i8]" time="4.877"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i9]" time="14.575"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i10]" time="6.519"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i11]" time="4.590"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i12]" time="4.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i13]" time="5.466"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i14]" time="3.463"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i15]" time="4.493"><properties><property name="score" value="0.98" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600048 [820] (title: Improved Data-A) is a human-generated sample, misclassified as AI-generated with confidence 0.98&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600048 [820] (title: Improved Data-A) is a human-generated sample, misclassified as AI-generated with confidence 0.98
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i16]" time="8.749"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i17]" time="6.691"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i18]" time="4.494"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i19]" time="4.566"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600060 [731] (title: Efficient Chann) is a human-generated sample, misclassified as AI-generated with confidence 0.99&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600060 [731] (title: Efficient Chann) is a human-generated sample, misclassified as AI-generated with confidence 0.99
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i20]" time="7.545"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i21]" time="2.487"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600062 [699] (title: A Novel Route R) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600062 [699] (title: A Novel Route R) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i22]" time="4.507"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i23]" time="4.508"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i24]" time="5.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i25]" time="5.515"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600074 [1015] (title: Human Activity ) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600074 [1015] (title: Human Activity ) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i26]" time="6.499"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i27]" time="8.252"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i28]" time="4.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i29]" time="13.555"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i30]" time="3.507"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i31]" time="8.511"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600085 [855] (title: The Residual An) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600085 [855] (title: The Residual An) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i32]" time="6.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i33]" time="14.560"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i34]" time="4.536"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i35]" time="7.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i36]" time="4.503"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i37]" time="7.533"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i38]" time="5.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i39]" time="5.499"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i40]" time="12.566"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i41]" time="3.471"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600101 [470] (title: Closed-form App) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600101 [470] (title: Closed-form App) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i42]" time="4.478"><properties><property name="score" value="0.7" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i43]" time="3.474"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i44]" time="8.571"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i45]" time="2.651"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600111 [489] (title: A GMM-UBM Based) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600111 [489] (title: A GMM-UBM Based) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i46]" time="7.617"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i47]" time="6.620"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600114 [590] (title: An Analysis of ) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600114 [590] (title: An Analysis of ) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i48]" time="10.524"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i49]" time="4.515"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i50]" time="4.489"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i51]" time="5.510"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i52]" time="4.494"><properties><property name="score" value="0.97" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i53]" time="4.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i54]" time="5.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i55]" time="4.527"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i56]" time="6.503"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i57]" time="7.534"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i58]" time="5.542"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i59]" time="6.537"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i60]" time="5.554"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i61]" time="5.539"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i62]" time="4.604"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i63]" time="6.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i64]" time="4.525"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600150 [867] (title: User Associatio) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600150 [867] (title: User Associatio) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i65]" time="16.584"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i66]" time="3.480"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600154 [719] (title: Prediction of H) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600154 [719] (title: Prediction of H) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i67]" time="4.738"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i68]" time="2.563"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i69]" time="5.454"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i70]" time="4.498"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i71]" time="5.522"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i72]" time="4.516"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i73]" time="5.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i74]" time="3.490"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i75]" time="3.481"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i76]" time="5.557"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i77]" time="4.540"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i78]" time="4.524"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i79]" time="5.486"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i80]" time="4.503"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i81]" time="6.519"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i82]" time="8.540"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i83]" time="7.527"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i84]" time="5.512"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i85]" time="5.505"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i86]" time="5.525"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i87]" time="3.578"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i88]" time="6.511"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600210 [1049] (title: A Fingerprint L) is a human-generated sample, misclassified as AI-generated with confidence 0.99&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600210 [1049] (title: A Fingerprint L) is a human-generated sample, misclassified as AI-generated with confidence 0.99
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i89]" time="5.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i90]" time="7.555"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i91]" time="4.505"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i92]" time="5.495"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i93]" time="13.574"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i94]" time="3.480"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i95]" time="4.476"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600225 [969] (title: Quantum Key Int) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600225 [969] (title: Quantum Key Int) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i96]" time="2.547"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600228 [473] (title: TMVM: Truncated) is a human-generated sample, misclassified as AI-generated with confidence 0.99&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600228 [473] (title: TMVM: Truncated) is a human-generated sample, misclassified as AI-generated with confidence 0.99
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i97]" time="5.498"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i98]" time="5.517"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600233 [961] (title: Power System Fr) is a human-generated sample, misclassified as AI-generated with confidence 1.0&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600233 [961] (title: Power System Fr) is a human-generated sample, misclassified as AI-generated with confidence 1.0
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_human_jsonl[i99]" time="4.494"><properties><property name="score" value="0.86" /></properties><failure message="AssertionError: samples/ieee-init.jsonl:8600234 [880] (title: Association Ana) is a human-generated sample, misclassified as AI-generated with confidence 0.86&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/ieee-init.jsonl:8600234 [880] (title: Association Ana) is a human-generated sample, misclassified as AI-generated with confidence 0.86
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i0]" time="3.478"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i1]" time="4.483"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i2]" time="3.492"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i3]" time="5.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i4]" time="6.528"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i5]" time="5.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i6]" time="8.543"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i7]" time="4.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i8]" time="6.532"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i9]" time="6.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i10]" time="4.498"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i11]" time="3.487"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i12]" time="4.425"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i13]" time="4.501"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i14]" time="3.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i15]" time="3.477"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i16]" time="5.518"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i17]" time="5.531"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i18]" time="4.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i19]" time="5.524"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i20]" time="3.477"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i21]" time="6.793"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i22]" time="5.965"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i23]" time="3.618"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i24]" time="5.582"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i25]" time="5.508"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i26]" time="5.512"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i27]" time="5.490"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i28]" time="3.523"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i29]" time="4.472"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i30]" time="4.726"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i31]" time="5.769"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i32]" time="7.535"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i33]" time="4.486"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i34]" time="4.519"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i35]" time="9.570"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i36]" time="6.510"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i37]" time="4.507"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i38]" time="5.505"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i39]" time="4.486"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i40]" time="7.521"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i41]" time="3.468"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i42]" time="10.533"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i43]" time="10.561"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i44]" time="3.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i45]" time="5.501"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i46]" time="6.558"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i47]" time="3.489"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i48]" time="5.484"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i49]" time="4.484"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i50]" time="4.504"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i51]" time="5.507"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i52]" time="8.516"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i53]" time="6.519"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i54]" time="5.511"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i55]" time="6.579"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i56]" time="6.499"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i57]" time="8.543"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i58]" time="5.521"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i59]" time="7.529"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i60]" time="5.045"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i61]" time="4.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i62]" time="3.522"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i63]" time="4.490"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i64]" time="3.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i65]" time="4.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i66]" time="7.564"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i67]" time="5.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i68]" time="4.487"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i69]" time="4.478"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i70]" time="3.475"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i71]" time="5.491"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i72]" time="5.591"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i73]" time="6.496"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i74]" time="5.064"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i75]" time="3.517"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i76]" time="5.477"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i77]" time="4.492"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i78]" time="4.493"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i79]" time="3.471"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i80]" time="5.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i81]" time="9.685"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i82]" time="7.522"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i83]" time="4.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i84]" time="6.487"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i85]" time="5.380"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i86]" time="4.589"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i87]" time="4.541"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i88]" time="7.754"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i89]" time="4.661"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i90]" time="5.602"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i91]" time="4.660"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i92]" time="3.555"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i93]" time="6.113"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i94]" time="9.149"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i95]" time="9.612"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i96]" time="17.621"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i97]" time="6.577"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i98]" time="4.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_generation_jsonl[i99]" time="4.474"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i0]" time="3.483"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i1]" time="4.524"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i2]" time="3.498"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i3]" time="5.495"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600013 (title: Robust offline trained neural network for TDOA bas) is an LLM-generated sample, misclassified as human-generated with confidence 0.99&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600013 (title: Robust offline trained neural network for TDOA bas) is an LLM-generated sample, misclassified as human-generated with confidence 0.99
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i4]" time="4.506"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600014 (title: Gaussian MAC with Feedback and Strictly Causal Sta) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600014 (title: Gaussian MAC with Feedback and Strictly Causal Sta) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i5]" time="6.377"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i6]" time="4.512"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i7]" time="2.494"><properties><property name="score" value="0.98" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i8]" time="4.551"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i9]" time="5.492"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i10]" time="6.491"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i11]" time="5.498"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i12]" time="5.508"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i13]" time="11.553"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i14]" time="15.585"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600045 (title: A Method Based on Frequent Pattern Mining to Predi) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600045 (title: A Method Based on Frequent Pattern Mining to Predi) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i15]" time="4.491"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i16]" time="5.517"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i17]" time="7.613"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i18]" time="7.626"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i19]" time="8.886"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i20]" time="4.496"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i21]" time="3.499"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i22]" time="3.461"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i23]" time="5.478"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i24]" time="7.583"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i25]" time="3.056"><failure message="httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;">E   httpcore.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;
+
+The above exception was the direct cause of the following exception:
+E   httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i26]" time="4.546"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i27]" time="6.555"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600080 (title: Identification of Coronary Artery Diseased Subject) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600080 (title: Identification of Coronary Artery Diseased Subject) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i28]" time="5.527"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i29]" time="4.493"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i30]" time="4.474"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i31]" time="5.508"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i32]" time="6.502"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600088 (title: Weighted Nuclear Norm and TV Regularization based ) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600088 (title: Weighted Nuclear Norm and TV Regularization based ) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i33]" time="4.812"><failure message="httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;">E   httpcore.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;
+
+The above exception was the direct cause of the following exception:
+E   httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i34]" time="4.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i35]" time="8.526"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600091 (title: Improved Epoch Extraction Using Variational Mode D) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600091 (title: Improved Epoch Extraction Using Variational Mode D) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i36]" time="4.570"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i37]" time="5.490"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600094 (title: NLOS Detection and Mitigation for UWB/IMU Fusion S) is an LLM-generated sample, misclassified as human-generated with confidence 0.99&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600094 (title: NLOS Detection and Mitigation for UWB/IMU Fusion S) is an LLM-generated sample, misclassified as human-generated with confidence 0.99
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i38]" time="5.516"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i39]" time="6.556"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i40]" time="7.540"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600099 (title: Ranking-based Collaborative Clustering for Heterog) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600099 (title: Ranking-based Collaborative Clustering for Heterog) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i41]" time="4.498"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i42]" time="5.467"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i43]" time="4.532"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i44]" time="5.498"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i45]" time="3.538"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i46]" time="6.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i47]" time="3.486"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i48]" time="12.519"><properties><property name="score" value="0.5700000000000001" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i49]" time="3.570"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i50]" time="3.492"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i51]" time="5.534"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i52]" time="5.529"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i53]" time="5.493"><properties><property name="score" value="0.95" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600131 (title: Cell-Phone Identification from Recompressed Audio ) is an LLM-generated sample, misclassified as human-generated with confidence 0.95&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600131 (title: Cell-Phone Identification from Recompressed Audio ) is an LLM-generated sample, misclassified as human-generated with confidence 0.95
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i54]" time="6.497"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600132 (title: Spatial Image Steganalysis Based on ResNeXt) is an LLM-generated sample, misclassified as human-generated with confidence 0.99&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600132 (title: Spatial Image Steganalysis Based on ResNeXt) is an LLM-generated sample, misclassified as human-generated with confidence 0.99
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i55]" time="4.529"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i56]" time="4.495"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i57]" time="4.490"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i58]" time="9.530"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i59]" time="4.510"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600143 (title: Balanced Use of Battery Power in Ad-hoc Wireless S) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600143 (title: Balanced Use of Battery Power in Ad-hoc Wireless S) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i60]" time="5.524"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i61]" time="3.484"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i62]" time="5.558"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i63]" time="4.511"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i64]" time="4.508"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i65]" time="6.571"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600153 (title: A New Combinatorial Design Based Data En-Route Fil) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600153 (title: A New Combinatorial Design Based Data En-Route Fil) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i66]" time="4.480"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i67]" time="4.490"><properties><property name="score" value="0.91" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i68]" time="4.487"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i69]" time="4.543"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i70]" time="6.465"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i71]" time="6.040"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600169 (title: LayerOS: Scheduling Apps between the Local System ) is an LLM-generated sample, misclassified as human-generated with confidence 0.99&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600169 (title: LayerOS: Scheduling Apps between the Local System ) is an LLM-generated sample, misclassified as human-generated with confidence 0.99
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i72]" time="5.534"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i73]" time="5.536"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600178 (title: Cost Effective Hash Chain Based Key Pre-Distributi) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600178 (title: Cost Effective Hash Chain Based Key Pre-Distributi) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i74]" time="3.556"><properties><property name="score" value="0.63" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600186 (title: Atmospheric Absorption Loss Estimation of Terahert) is an LLM-generated sample, misclassified as human-generated with confidence 0.63&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600186 (title: Atmospheric Absorption Loss Estimation of Terahert) is an LLM-generated sample, misclassified as human-generated with confidence 0.63
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i75]" time="4.589"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i76]" time="8.549"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600190 (title: Manner of Articulation based Split Lattices for Ph) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600190 (title: Manner of Articulation based Split Lattices for Ph) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i77]" time="4.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i78]" time="9.681"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i79]" time="4.822"><properties><property name="score" value="0.9299999999999999" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i80]" time="7.571"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i81]" time="7.505"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i82]" time="13.558"><properties><property name="score" value="0.98" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600201 (title: Control and Management of Optical Networks Using O) is an LLM-generated sample, misclassified as human-generated with confidence 0.98&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600201 (title: Control and Management of Optical Networks Using O) is an LLM-generated sample, misclassified as human-generated with confidence 0.98
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i83]" time="4.500"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600202 (title: Mridangam Artist Identification from Taniavartanam) is an LLM-generated sample, misclassified as human-generated with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600202 (title: Mridangam Artist Identification from Taniavartanam) is an LLM-generated sample, misclassified as human-generated with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i84]" time="5.484"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i85]" time="3.482"><properties><property name="score" value="0.97" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600206 (title: A 3D Placement of Unmanned Aerial Vehicle Base Sta) is an LLM-generated sample, misclassified as human-generated with confidence 0.97&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600206 (title: A 3D Placement of Unmanned Aerial Vehicle Base Sta) is an LLM-generated sample, misclassified as human-generated with confidence 0.97
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i86]" time="7.511"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i87]" time="4.520"><properties><property name="score" value="0.96" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i88]" time="7.149"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i89]" time="4.477"><properties><property name="score" value="0.69" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i90]" time="4.450"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i91]" time="4.490"><properties><property name="score" value="0.6599999999999999" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i92]" time="6.487"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i93]" time="4.480"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600219 (title: Deep Learning Intrusion Detection Model Based on O) is an LLM-generated sample, misclassified as human-generated with confidence 0.99&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600219 (title: Deep Learning Intrusion Detection Model Based on O) is an LLM-generated sample, misclassified as human-generated with confidence 0.99
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i94]" time="3.459"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i95]" time="4.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i96]" time="2.548"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i97]" time="3.484"><properties><property name="score" value="0.84" /></properties><failure message="AssertionError: samples/ieee-chatgpt-polish.jsonl:8600231 (title: Uplink Asynchronous Fractional Pilots Scheduling i) is an LLM-generated sample, misclassified as human-generated with confidence 0.84&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-chatgpt-polish.jsonl:8600231 (title: Uplink Asynchronous Fractional Pilots Scheduling i) is an LLM-generated sample, misclassified as human-generated with confidence 0.84
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i98]" time="5.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_cheat_polish_jsonl[i99]" time="5.479"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i0]" time="7.521"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i1]" time="3.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i2]" time="4.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i3]" time="2.489"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i4]" time="5.451"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i5]" time="4.493"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i6]" time="5.495"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i7]" time="4.554"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i8]" time="8.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i9]" time="5.491"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i10]" time="6.542"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i11]" time="6.504"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i12]" time="4.478"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i13]" time="3.501"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i14]" time="4.490"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i15]" time="4.490"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i16]" time="3.479"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i17]" time="3.481"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i18]" time="4.487"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i19]" time="4.516"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i20]" time="3.519"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i21]" time="4.493"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i22]" time="5.537"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i23]" time="4.541"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i24]" time="5.460"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i25]" time="5.526"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i26]" time="7.529"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i27]" time="10.503"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i28]" time="5.510"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i29]" time="5.483"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i30]" time="3.491"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i31]" time="5.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i32]" time="5.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i33]" time="5.499"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i34]" time="3.472"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i35]" time="3.465"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i36]" time="6.902"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i37]" time="5.514"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i38]" time="3.481"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i39]" time="4.524"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i40]" time="9.569"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i41]" time="4.540"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i42]" time="3.480"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i43]" time="8.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i44]" time="3.511"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i45]" time="9.517"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i46]" time="8.372"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i47]" time="5.477"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i48]" time="4.508"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i49]" time="4.514"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i50]" time="4.484"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i51]" time="6.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i52]" time="11.570"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i53]" time="6.503"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i54]" time="7.525"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i55]" time="5.567"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i56]" time="5.523"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i57]" time="4.549"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i58]" time="6.555"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i59]" time="9.558"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i60]" time="7.636"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i61]" time="3.501"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i62]" time="3.466"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i63]" time="4.480"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i64]" time="3.515"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i65]" time="4.474"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i66]" time="4.490"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i67]" time="5.487"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i68]" time="6.505"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i69]" time="4.491"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i70]" time="6.988"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i71]" time="4.496"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i72]" time="11.545"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i73]" time="8.498"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/ieee-vicuna-generation.jsonl:8600178 (title: Cost Effective Hash Chain Based Key Pre-Distributi) is an LLM-generated sample, misclassified as human-generated with confidence 0.99&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/ieee-vicuna-generation.jsonl:8600178 (title: Cost Effective Hash Chain Based Key Pre-Distributi) is an LLM-generated sample, misclassified as human-generated with confidence 0.99
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i74]" time="3.495"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i75]" time="6.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i76]" time="4.505"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i77]" time="4.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i78]" time="5.479"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i79]" time="3.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i80]" time="7.553"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i81]" time="5.480"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i82]" time="5.481"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i83]" time="12.544"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i84]" time="4.411"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i85]" time="8.539"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i86]" time="4.646"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i87]" time="4.526"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i88]" time="5.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i89]" time="4.473"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i90]" time="8.562"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i91]" time="8.534"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i92]" time="4.490"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i93]" time="3.472"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i94]" time="4.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i95]" time="2.866"><failure message="httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;">E   httpcore.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;
+
+The above exception was the direct cause of the following exception:
+E   httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;</failure></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i96]" time="4.517"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i97]" time="6.520"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i98]" time="5.521"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_vicuna_generation_jsonl[i99]" time="4.541"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i0]" time="4.484"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i1]" time="3.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i2]" time="8.531"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i3]" time="3.501"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:4 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:4 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i4]" time="2.395"><failure message="httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;">E   httpcore.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;
+
+The above exception was the direct cause of the following exception:
+E   httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i5]" time="4.522"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i6]" time="3.480"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:7 was misclassified with confidence 0.99&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:7 was misclassified with confidence 0.99
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i7]" time="3.495"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i8]" time="5.493"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i9]" time="2.473"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:10 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:10 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i10]" time="8.579"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i11]" time="5.427"><failure message="httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;">E   httpcore.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;
+
+The above exception was the direct cause of the following exception:
+E   httpx.RemoteProtocolError: &lt;ConnectionTerminated error_code:ErrorCodes.NO_ERROR, last_stream_id:1, additional_data:None&gt;</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i12]" time="4.482"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i13]" time="8.507"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:14 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:14 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i14]" time="4.517"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i15]" time="2.630"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i16]" time="12.530"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i17]" time="7.561"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i18]" time="7.527"><properties><property name="score" value="0.59" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:19 was misclassified with confidence 0.59&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:19 was misclassified with confidence 0.59
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i19]" time="6.652"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i20]" time="6.494"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:21 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:21 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i21]" time="9.527"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:22 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:22 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i22]" time="7.504"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i23]" time="7.569"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:24 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:24 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i24]" time="8.547"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:25 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:25 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i25]" time="5.491"><properties><property name="score" value="0.97" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:26 was misclassified with confidence 0.97&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:26 was misclassified with confidence 0.97
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i26]" time="3.543"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:27 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:27 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i27]" time="13.544"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i28]" time="9.531"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i29]" time="6.519"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:30 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:30 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i30]" time="5.526"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:31 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:31 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i31]" time="8.637"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:32 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:32 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i32]" time="7.592"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i33]" time="7.535"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:34 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:34 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i34]" time="1.449"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:35 was misclassified with confidence 0.99&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:35 was misclassified with confidence 0.99
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i35]" time="2.595"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:36 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:36 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i36]" time="8.577"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i37]" time="8.571"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i38]" time="9.539"><properties><property name="score" value="1.0" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:40 was misclassified with confidence 1.0&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:40 was misclassified with confidence 1.0
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i39]" time="3.517"><properties><property name="score" value="0.93" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:41 was misclassified with confidence 0.93&#10;assert 'Human' == 'AI'&#10;  - AI&#10;  + Human">E   AssertionError: samples/gptzero_eval.csv:41 was misclassified with confidence 0.93
+    assert 'Human' == 'AI'
+      - AI
+      + Human</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i40]" time="7.487"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i41]" time="9.650"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i42]" time="2.504"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i43]" time="3.482"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i44]" time="12.603"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i45]" time="5.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i46]" time="5.488"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_ai[i47]" time="3.503"><properties><property name="score" value="0.99" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i0]" time="8.542"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:51 was misclassified with confidence 0.99&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/gptzero_eval.csv:51 was misclassified with confidence 0.99
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i1]" time="9.536"><properties><property name="score" value="0.98" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i2]" time="10.530"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i3]" time="7.578"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i4]" time="7.544"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i5]" time="8.972"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i6]" time="5.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i7]" time="6.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i8]" time="7.517"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i9]" time="14.580"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i10]" time="7.555"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i11]" time="11.586"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i12]" time="9.561"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i13]" time="11.712"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i14]" time="9.542"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i15]" time="7.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i16]" time="10.520"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i17]" time="11.560"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i18]" time="10.532"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i19]" time="7.506"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i20]" time="9.549"><properties><property name="score" value="0.92" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i21]" time="7.515"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i22]" time="6.496"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i23]" time="4.281"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i24]" time="8.515"><properties><property name="score" value="0.99" /></properties><failure message="AssertionError: samples/gptzero_eval.csv:75 was misclassified with confidence 0.99&#10;assert 'AI' == 'Human'&#10;  - Human&#10;  + AI">E   AssertionError: samples/gptzero_eval.csv:75 was misclassified with confidence 0.99
+    assert 'AI' == 'Human'
+      - Human
+      + AI</failure></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i25]" time="10.596"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i26]" time="4.491"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i27]" time="3.458"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i28]" time="8.565"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i29]" time="8.500"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i30]" time="5.475"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i31]" time="4.552"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i32]" time="11.568"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i33]" time="4.502"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i34]" time="6.124"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i35]" time="8.517"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i36]" time="6.509"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i37]" time="3.484"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i38]" time="8.505"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i39]" time="5.564"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i40]" time="4.476"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i41]" time="6.576"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i42]" time="8.523"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i43]" time="4.499"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i44]" time="3.497"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i45]" time="5.494"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i46]" time="7.516"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i47]" time="3.486"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i48]" time="3.494"><properties><property name="score" value="1.0" /></properties></testcase><testcase classname="test_contentatscale_detect" name="test_gptzero_eval_dataset_human[i49]" time="4.580"><properties><property name="score" value="1.0" /></properties></testcase></testsuite></testsuites>
\ No newline at end of file
diff --git a/contentatscale_detect.py b/contentatscale_detect.py
index d095682..b566458 100644
--- a/contentatscale_detect.py
+++ b/contentatscale_detect.py
@@ -17,7 +17,7 @@ def make_req(text : str) -> Optional[str]:
 		'Referer': 'https://contentatscale.ai/ai-content-detector/' 
     }
     data = 'content=' + urllib.parse.quote_plus(text) + '&action=checkaiscore'
-    c = httpx.Client(http2=True, timeout=30.0)
+    c = httpx.Client(http2=True, timeout=60.0)
     res = c.post(API_URL, headers=headers, data=data)
     if res.status_code != 200:
         print(res.text)
@@ -28,7 +28,7 @@ def make_req(text : str) -> Optional[str]:
     return res.json().get('score')
 
 def classify_text(s : str) -> Optional[Tuple[str, float]]:
-    res = int(make_req(s)) / 100
+    res = int(make_req(s)) / 100.0
     if res is None:
         print("Unable to classify!")
         return None
@@ -39,9 +39,9 @@ def classify_text(s : str) -> Optional[Tuple[str, float]]:
         except TypeError as e:
             print("Unable to convert " + str(res) + " to float!")
         if res < 0.5:
-            return ('AI', res)
+            return ('AI', 1 - res)
         else:
-            return ('Human', 1 - res)
+            return ('Human', res)
 
 def run_on_file_chunked(filename : str, chunk_size : int = 3000) -> Optional[Tuple[str, float]]:
 	'''
diff --git a/plot_rocs.py b/plot_rocs.py
index 908014a..e5ca647 100644
--- a/plot_rocs.py
+++ b/plot_rocs.py
@@ -6,7 +6,7 @@ from sklearn.metrics import roc_curve, auc
 import re
 from junitparser import JUnitXml
 
-MODELS = ['zippy', 'roberta', 'gptzero', 'openai', 'crossplag', 'contentatscale']
+MODELS = ['zippy', 'roberta', 'gptzero', 'crossplag', 'contentatscale']
 SKIPCASES = ['gpt2', 'gpt3']
 
 MAX_PER_CASE = 500