HC3
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| AIGT detection | HC3 PWWS attack, AI to Human (in-domain) | Overall Accuracy100 | 28 | |
| AI Text Detection | HC3 AI-Prob | Finance Accuracy84.1 | 24 | |
| AI-generated text detection | HC3 (test) | F1 (Overall)99.93 | 18 | |
| AIGT detection | HC3 Pruthi attack Overall (in-domain) | Overall Accuracy100 | 14 | |
| AIGT detection | HC3 Pruthi attack Human to AI (in-domain) | OA1 | 14 | |
| AIGT detection | HC3 Pruthi attack AI to Human (in-domain) | Overall Accuracy100 | 14 | |
| AIGT detection | HC3 Deep-Word-Bug attack Overall (in-domain) | OA100 | 14 | |
| AIGT detection | HC3 Deep-Word-Bug attack Human to AI (in-domain) | Overall Accuracy100 | 14 | |
| AIGT detection | HC3 Deep-Word-Bug attack AI to Human (in-domain) | Overall Accuracy100 | 14 | |
| AIGT detection | HC3 PWWS attack, Human to AI (in-domain) | OA100 | 14 | |
| Machine-Generated Text Detection | HC3 COLING2025 (val) | AUC99.99 | 13 | |
| AI-text detection | HC3 | AUROC100 | 10 | |
| Machine-Generated Text Detection | HC3 (full) | Accuracy99.92 | 9 | |
| LLM-generated text detection | HC3 Chi-Psy | TPR @ FPR=1%90 | 3 | |
| Machine-generated text detection | HC3 Cross-domain | Score (Medicine)80.48 | 3 | |
| AI-Text Detection | HC3 PLUS (test_si) | Balanced Accuracy (BA)87.21 | 2 | |
| AI-Text Detection | HC3 PLUS QA (test) | Balanced Accuracy99.47 | 2 | |
| AI-Text Detection | HC3 SI (Single-Iteration) | Balanced Accuracy86.85 | 1 | |
| AI-Text Detection | HC3 QA | Balanced Accuracy99.63 | 1 |
Showing 19 of 19 rows