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   BENCHMARK EVALUATION: pratyushpuri/ai-vs-human-content-detection-1000-record-in-2025
   Source: https://www.kaggle.com/datasets/pratyushpuri/ai-vs-human-content-detection-1000-record-in-2025
   Records: 1,367 rows (684 Human [0] vs 683 AI [1]) across 8 content types
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2026-09-10 22:19:32.121 WARNING streamlit.runtime.scriptrunner_utils.script_run_context: Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.
2026-09-10 22:19:32.121 WARNING streamlit.runtime.state.session_state_proxy: Session state does not function when running a script without `streamlit run`
2026-09-10 22:19:32.121 WARNING streamlit.runtime.scriptrunner_utils.script_run_context: Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.
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[STAGE 1/2] Evaluating 10 Human-Labeled Records (False Accusation Rate Test):
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  Human #01 | Type=essay            | Words=107 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #02 | Type=product_review   | Words= 48 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #03 | Type=creative_writing | Words= 79 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #04 | Type=news_article     | Words=202 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #05 | Type=social_media     | Words=  7 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #06 | Type=article          | Words= 40 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #07 | Type=news_article     | Words= 77 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #08 | Type=news_article     | Words=158 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #09 | Type=article          | Words=170 | P(AI)=  2.0% | PASS [ZERO FAR]
  Human #10 | Type=essay            | Words= 86 | P(AI)=  2.0% | PASS [ZERO FAR]

>> Human False Accusation Rate: 0.00% (0/10 false positives)

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[STAGE 2/2] Evaluating 10 AI-Labeled Records:
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  AI #01    | Type=academic_paper   | Words=288 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #02    | Type=essay            | Words=253 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #03    | Type=academic_paper   | Words=420 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #04    | Type=creative_writing | Words=196 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #05    | Type=news_article     | Words=160 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #06    | Type=blog_post        | Words=198 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #07    | Type=blog_post        | Words= 84 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #08    | Type=article          | Words= 89 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #09    | Type=article          | Words=156 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW
  AI #10    | Type=essay            | Words=147 | P(AI)=  2.0% | Attr=Anthropic Claude 3.5 Sonnet | REVIEW

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   BENCHMARK PERFORMANCE SUMMARY ON pratyushpuri DATASET
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  Human False Accusation Rate:   0.00% (Target: 0.00%)
  AI Detection Sensitivity:      0.00% (0/10) | Mean P(AI): 2.0%
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