| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| LGT Detection | Fast-DetectGPT XSum (test) | AUROC100 | 96 | |
| LGT Detection | Fast-DetectGPT PubMed (test) | AUROC0.97 | 96 | |
| LGT Detection | Fast-DetectGPT WP-s (test) | AUROC100 | 42 | |
| LLM-generated text detection | Fast-DetectGPT WP-s (Claude3 Opus) 1.0 (test) | AUPR99.5 | 9 | |
| LLM-generated text detection | Fast-DetectGPT XSum Claude3 Opus 1.0 (test) | AUPR99.9 | 9 | |
| LLM-generated text detection | Fast-DetectGPT PubMed (Claude3 Opus) 1.0 (test) | AUPR96.7 | 9 | |
| LLM-generated text detection | Fast-DetectGPT WP-s GPT4 Turbo 1.0 (test) | AUPR99.8 | 9 | |
| LLM-generated text detection | Fast-DetectGPT XSum GPT4 Turbo 1.0 (test) | AUPR100 | 9 | |
| LLM-generated text detection | Fast-DetectGPT PubMed GPT4 Turbo 1.0 (test) | AUPR97.4 | 9 | |
| LLM-generated text detection | Fast-DetectGPT WP-s (GPT4) 1.0 (test) | AUPR98.7 | 9 | |
| LLM-generated text detection | Fast-DetectGPT XSum (GPT4) 1.0 (test) | AUPR98.7 | 9 | |
| LLM-generated text detection | Fast-DetectGPT PubMed (GPT4) 1.0 (test) | AUPR96.7 | 9 | |
| LLM-generated text detection | Fast-DetectGPT WP-s GPT3.5 Turbo 1.0 (test) | AUPR99.8 | 9 | |
| LLM-generated text detection | Fast-DetectGPT XSum (GPT3.5 Turbo) 1.0 (test) | AUPR99.9 | 9 | |
| LLM-generated text detection | Fast-DetectGPT PubMed (GPT3.5 Turbo) 1.0 (test) | AUPR96.9 | 9 | |
| LLM-generated text detection | Fast-DetectGPT Claude3 Sonnet, WP-s | AUROC99.7 | 9 | |
| LLM-generated text detection | Fast-DetectGPT Claude3 Sonnet, XSum | AUROC98.7 | 9 | |
| LLM-generated text detection | Fast-DetectGPT Claude3 Sonnet PubMed | AUROC0.964 | 9 | |
| LLM-generated text detection | Fast-DetectGPT Claude3 Haiku WP-s | AUROC99.8 | 9 | |
| LLM-generated text detection | Fast-DetectGPT Claude3 Haiku XSum | AUROC99.8 | 9 | |
| LLM-generated text detection | Fast-DetectGPT Claude3 Haiku PubMed | AUROC0.963 | 9 | |
| Adversarial Attack | Fast-DetectGPT | ASR10.97 | 6 | |
| LLM-Generated Text Detection | Fast-DetectGPT PubMed, XSum, WritingPrompts (test) | AUROC (GPT-3.5T)98.7 | 2 |