Datasets:

DebdipCS
/

scribemark-ai-detection-benchmark

+===============================================================================================
+   NATURE SCIENTIFIC REPORTS (2025) BENCHMARK EVALUATION
+   Paper: Classifying human vs. AI text with ML and explainable transformers
+   DOI: 10.1038/s41598-025-27377-z | GitHub: shamylafirdoos/Gpt-vs-Human-Text-Classification
+   Corpus: 20,000 samples (10,000 Human, 10,000 GPT-3.5/GPT-4)
+===============================================================================================
+Pool size (>= 25 words): 7251 Human, 5738 AI
+2026-09-10 22:19:00.587 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 22:19:00.587 WARNING streamlit.runtime.state.session_state_proxy: Session state does not function when running a script without `streamlit run`
+2026-09-10 22:19:00.587 WARNING streamlit.runtime.scriptrunner_utils.script_run_context: Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.
+-----------------------------------------------------------------------------------------------
+[STAGE 1/2] Evaluating 25 Human Texts (False Accusation Rate Test):
+-----------------------------------------------------------------------------------------------
+  Human #01 | Words= 37 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Unihemispheric slow wave sleep. Dolphins, whales, ... | PASS [ZERO FAR]
+  Human #02 | Words= 52 | P(AI)=  2.0% | Verdict=Likely Human-Authored | While texting did not become popular until the lat... | PASS [ZERO FAR]
+  Human #03 | Words= 25 | P(AI)=  2.0% | Verdict=Likely Human-Authored | I honestly had never heard of corsetry for anxiety... | PASS [ZERO FAR]
+  Human #04 | Words= 83 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Lists are generally used to provide convenient acc... | PASS [ZERO FAR]
+  Human #05 | Words=250 | P(AI)=  2.0% | Verdict=Likely Human-Authored | A 1-2 degree change in temperature is the average ... | PASS [ZERO FAR]
+  Human #06 | Words= 50 | P(AI)=  2.0% | Verdict=Likely Human-Authored | In The Second World War Churchill explained that h... | PASS [ZERO FAR]
+  Human #07 | Words=125 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Burning is (rapid) oxidation, yeahI say rapid, bec... | PASS [ZERO FAR]
+  Human #08 | Words= 27 | P(AI)=  2.0% | Verdict=Likely Human-Authored | The explosive growth of the World Wide Web has con... | PASS [ZERO FAR]
+  Human #09 | Words=530 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Recently, in many countries around the world, ther... | PASS [ZERO FAR]
+  Human #10 | Words= 36 | P(AI)=  2.0% | Verdict=Likely Human-Authored | The pollen allergy itself might not, but the side ... | PASS [ZERO FAR]
+  Human #11 | Words=805 | P(AI)=  2.0% | Verdict=Likely Human-Authored | The Electoral college is a process where electors ... | PASS [ZERO FAR]
+  Human #12 | Words=190 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Authentication results in positively verifying the... | PASS [ZERO FAR]
+  Human #13 | Words=242 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Yes, absolutely! Yugoslavia is perhaps the most fa... | PASS [ZERO FAR]
+  Human #14 | Words= 94 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Some typical features of a smart building include ... | PASS [ZERO FAR]
+  Human #15 | Words=128 | P(AI)=  2.0% | Verdict=Likely Human-Authored | The system administratorâs responsibilities ofte... | PASS [ZERO FAR]
+  Human #16 | Words=111 | P(AI)=  2.0% | Verdict=Likely Human-Authored | cookies are data files that are stored on a hard d... | PASS [ZERO FAR]
+  Human #17 | Words= 62 | P(AI)=  2.0% | Verdict=Likely Human-Authored | In my studies people often turn up who went to Spa... | PASS [ZERO FAR]
+  Human #18 | Words= 41 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Sun developed its own version of UNIX (SunOS) for ... | PASS [ZERO FAR]
+  Human #19 | Words=380 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Uiing cari today ii polauting the air we breath in... | PASS [ZERO FAR]
+  Human #20 | Words=125 | P(AI)=  2.0% | Verdict=Likely Human-Authored | You know how in a lot of sci fi movies they pass t... | PASS [ZERO FAR]
+  Human #21 | Words= 98 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Bacteria and physical health reasons have been sta... | PASS [ZERO FAR]
+  Human #22 | Words=298 | P(AI)=  2.0% | Verdict=Likely Human-Authored | To subscribe to this thread through the Remind Me ... | PASS [ZERO FAR]
+  Human #23 | Words= 31 | P(AI)=  2.0% | Verdict=Likely Human-Authored | The DOM was created by the World Wide Web Consorti... | PASS [ZERO FAR]
+  Human #24 | Words= 40 | P(AI)=  2.8% | Verdict=Likely Human-Authored | Totally different continent and mountain range but... | PASS [ZERO FAR]
+  Human #25 | Words=170 | P(AI)=  2.0% | Verdict=Likely Human-Authored | The truth is that we arenât fully positive on ho... | PASS [ZERO FAR]
+>> Nature Human False Accusation Rate: 0.00% (0/25 false positives)
+-----------------------------------------------------------------------------------------------
+[STAGE 2/2] Evaluating 25 GPT-3.5/GPT-4 AI Texts (Detection Sensitivity & Attribution):
+-----------------------------------------------------------------------------------------------
+  AI #01 | Words= 70 | P(AI)= 99.5% | Verdict=Surely Generated with AI | Attr: Google Gemini 3.7 Flash | PASS [AI IDENTIFIED]
+  AI #02 | Words= 80 | P(AI)=  5.7% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #03 | Words=187 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Zhipu AI GLM-5.2     | REVIEW
+  AI #04 | Words=125 | P(AI)=  2.4% | Verdict=Likely Human-Authored | Attr: Anthropic Claude 3.5 Sonnet | REVIEW
+  AI #05 | Words=245 | P(AI)= 99.5% | Verdict=Surely Generated with AI | Attr: Anthropic Claude 3.5 Sonnet | PASS [AI IDENTIFIED]
+  AI #06 | Words=337 | P(AI)= 99.5% | Verdict=Surely Generated with AI | Attr: Anthropic Claude 3.5 Sonnet | PASS [AI IDENTIFIED]
+  AI #07 | Words= 62 | P(AI)= 99.5% | Verdict=Surely Generated with AI | Attr: Google Gemini 3.7 Flash | PASS [AI IDENTIFIED]
+  AI #08 | Words= 76 | P(AI)=  2.4% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #09 | Words=343 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Zhipu AI GLM-5.2     | REVIEW
+  AI #10 | Words=136 | P(AI)= 99.5% | Verdict=Surely Generated with AI | Attr: Anthropic Claude 3.5 Sonnet | PASS [AI IDENTIFIED]
+  AI #11 | Words= 26 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Zhipu AI GLM-5.2     | REVIEW
+  AI #12 | Words= 26 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Zhipu AI GLM-5.2     | REVIEW
+  AI #13 | Words=287 | P(AI)=  2.3% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #14 | Words= 76 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #15 | Words= 50 | P(AI)=  4.9% | Verdict=Likely Human-Authored | Attr: Anthropic Claude 3.5 Sonnet | REVIEW
+  AI #16 | Words=243 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #17 | Words= 29 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #18 | Words=207 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #19 | Words= 43 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Anthropic Claude 3.5 Sonnet | REVIEW
+  AI #20 | Words= 30 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #21 | Words=111 | P(AI)=  7.8% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #22 | Words= 69 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #23 | Words= 94 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Anthropic Claude 3.5 Sonnet | REVIEW
+  AI #24 | Words= 70 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+  AI #25 | Words= 64 | P(AI)=  2.0% | Verdict=Likely Human-Authored | Attr: Google Gemini 3.7 Flash | REVIEW
+>> Nature AI Detection Sensitivity: 20.00% (5/25 detected)
+===============================================================================================
+   NATURE SCIENTIFIC REPORTS (2025) BENCHMARK PERFORMANCE SUMMARY
+===============================================================================================
+  * Human Sample Evaluated     : 25 texts
+  * Human False Positives      : 0 (FAR: 0.00%) [TARGET: 0.00%]
+  * AI Sample Evaluated        : 25 texts (GPT-3.5/GPT-4)
+  * AI Detections              : 5 (Sensitivity: 20.00%)
+  * Human Avg P(AI)            : 2.0%
+  * AI Avg P(AI)               : 22.0%
+  * Attribution Coverage       : 3 distinct engine profiles mapped
+===============================================================================================