text stringlengths 0 190 |
|---|
=============================================================================================== |
BENCHMARK EVALUATION: ahmadreza13/human-vs-Ai-generated-dataset |
Source: https://huggingface.co/datasets/ahmadreza13/human-vs-Ai-generated-dataset |
Parquet Shards: 722,849 Human (Wikipedia) + 722,850 AI (GPT4, Claude, Claude 3 Opus) |
=============================================================================================== |
2026-09-10 22:19:20.182 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 22:19:20.182 WARNING streamlit.runtime.state.session_state_proxy: Session state does not function when running a script without `streamlit run` |
2026-09-10 22:19:20.182 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 10 Human Wikipedia Articles (False Accusation Rate Test): |
----------------------------------------------------------------------------------------------- |
Human Wiki #01 | Words=153 | P(AI)= 2.0% | Title: Priscilla Susan Bury | PASS [ZERO FAR] |
Human Wiki #02 | Words=141 | P(AI)= 2.0% | Title: Luc Panissod | PASS [ZERO FAR] |
Human Wiki #03 | Words=121 | P(AI)= 2.0% | Title: Alexander Stanhope | PASS [ZERO FAR] |
Human Wiki #04 | Words= 71 | P(AI)= 2.0% | Title: Cerf (surname) | PASS [ZERO FAR] |
Human Wiki #05 | Words= 7 | P(AI)= 2.0% | Title: Fides | PASS [ZERO FAR] |
Human Wiki #06 | Words=105 | P(AI)= 8.8% | Title: Bajir | PASS [ZERO FAR] |
Human Wiki #07 | Words=145 | P(AI)= 2.0% | Title: Ram Chandra Bharadwaj | PASS [ZERO FAR] |
Human Wiki #08 | Words=134 | P(AI)= 2.0% | Title: St. Jude Medical Center | PASS [ZERO FAR] |
Human Wiki #09 | Words= 43 | P(AI)= 2.0% | Title: Dobrianychi | PASS [ZERO FAR] |
Human Wiki #10 | Words=171 | P(AI)= 2.0% | Title: Philippe de la Chambre | PASS [ZERO FAR] |
>> Human Wikipedia False Accusation Rate: 0.00% (0/10 false positives) |
----------------------------------------------------------------------------------------------- |
[STAGE 2/2] Evaluating Multi-Model AI Detection & DNA Attribution: |
----------------------------------------------------------------------------------------------- |
Evaluating Model: Anthropic Claude 3 Opus (N=10): |
[01/10] Words=534 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[02/10] Words=673 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[03/10] Words=527 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[04/10] Words=389 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[05/10] Words=647 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[06/10] Words=304 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[07/10] Words=374 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[08/10] Words=437 | P(AI)= 2.0% | Attr: OpenAI GPT-4o | REVIEW |
[09/10] Words=510 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[10/10] Words=631 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
Evaluating Model: Anthropic Claude 2 / Instant (N=10): |
[01/10] Words=192 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[02/10] Words=315 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[03/10] Words=251 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[04/10] Words=366 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[05/10] Words=253 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[06/10] Words=257 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[07/10] Words=129 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[08/10] Words=223 | P(AI)= 2.7% | Attr: Google Gemini 3.7 Flash | REVIEW |
[09/10] Words=109 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[10/10] Words=240 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
Evaluating Model: OpenAI GPT-4 (N=10): |
[01/10] Words= 56 | P(AI)= 39.0% | Attr: Google Gemini 3.7 Flash | PASS [AI IDENTIFIED] |
[02/10] Words= 37 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[03/10] Words= 83 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[04/10] Words= 97 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[05/10] Words=117 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[06/10] Words=243 | P(AI)= 2.0% | Attr: Zhipu AI GLM-5.2 | REVIEW |
[07/10] Words= 32 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[08/10] Words= 37 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[09/10] Words= 43 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
[10/10] Words= 95 | P(AI)= 2.0% | Attr: Google Gemini 3.7 Flash | REVIEW |
=============================================================================================== |
BENCHMARK PERFORMANCE SUMMARY ON ahmadreza13 DATASET |
=============================================================================================== |
Human Wikipedia False Accusation Rate: 0.00% (Target: 0.00%) |
Anthropic Claude 3 Opus | Recall: 0.0% (0/10) | Mean P(AI): 2.0% |
Anthropic Claude 2 / Instant | Recall: 0.0% (0/10) | Mean P(AI): 2.1% |
OpenAI GPT-4 | Recall: 10.0% (1/10) | Mean P(AI): 5.7% |
Aggregate AI Detection Sensitivity: 3.33% (1/30) |
=============================================================================================== |
=============================================================================================== |
ARXIV 2510.22874 (SECTION 3) NYT JOURNALISM & MULTI-LLM BENCHMARK |
Dataset: gsingh1-py/train (153.1 MB, 7,321 NYT Articles x 6 Frontier LLMs) |
=============================================================================================== |
Loaded 20 multi-model article records from CSV. |
2026-09-10 22:19:08.357 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 22:19:08.357 WARNING streamlit.runtime.state.session_state_proxy: Session state does not function when running a script without `streamlit run` |
2026-09-10 22:19:08.357 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 5 Human NYT Investigative Articles (FAR Stress Test): |
----------------------------------------------------------------------------------------------- |
NYT Human #01 | Words=4189 | P(AI)= 2.0% | Topic: The Human Toll of Nuclear Testing | PASS [ZERO FAR] |
NYT Human #02 | Words= 964 | P(AI)= 2.0% | Topic: In the age of coronavirus, the only way you c | PASS [ZERO FAR] |
NYT Human #03 | Words= 265 | P(AI)= 2.0% | Topic: Roberta Karmel, First Woman Named to the S.E. | PASS [ZERO FAR] |
NYT Human #04 | Words= 373 | P(AI)= 2.0% | Topic: Summer Reading Contest, Week 2: What Got Your | PASS [ZERO FAR] |
NYT Human #05 | Words= 65 | P(AI)= 2.0% | Topic: Photos posted this week on @nytimes took our | PASS [ZERO FAR] |
>> Human NYT False Accusation Rate: 0.00% (0/5 false positives) |
----------------------------------------------------------------------------------------------- |
[STAGE 2/2] Evaluating Multi-Generator Detection & Attribution across 6 LLM Families: |
----------------------------------------------------------------------------------------------- |
OpenAI GPT-4o | Detection Recall: 40.0% (2/5) | Mean P(AI): 41.0% |
Alibaba Qwen-2-72B | Detection Recall: 40.0% (2/5) | Mean P(AI): 41.0% |
Google Gemma-2-9B | Detection Recall: 0.0% (0/5) | Mean P(AI): 2.0% |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.