LLM Text Attribution on WritingPrompts
100TPR (FPR=0.01)log p(x)
Evaluation results
| Method | Links | |
|---|---|---|
| log p(x)Generator Model=LLAMA 3 8B2025.01 | 100 | |
| LogRankGenerator Model=LLAMA 3 8B2025.01 | 100 | |
| log p(x)Generator Model=QWEN 32B2025.01 | 100 | |
| LogRankGenerator Model=QWEN 32B2025.01 | 100 | |
| OursGenerator Model=QWEN 32B2025.01 | 100 | |
| BinocularsGenerator Model=GPT-NEOX Erebus2025.01 | 99 | |
| OursGenerator Model=GPT-NEOX Erebus2025.01 | 99 | |
| BinocularsGenerator Model=QWEN 32B2025.01 | 99 | |
| BinocularsGenerator Model=LLAMA 3 8B2025.01 | 97 | |
| OursGenerator Model=LLAMA 3 8B2025.01 | 90 | |
| LogRankGenerator Model=GPT-NEOX Erebus2025.01 | 54 | |
| RankGenerator Model=LLAMA 3 8B2025.01 | 49 | |
| log p(x)Generator Model=GPT-NEOX Erebus2025.01 | 46 | |
| RankGenerator Model=QWEN 32B2025.01 | 43 | |
| RankGenerator Model=GPT-NEOX Erebus2025.01 | 39 | |
| EntropyGenerator Model=LLAMA 3 8B2025.01 | 0 | |
| EntropyGenerator Model=GPT-NEOX Erebus2025.01 | 0 | |
| EntropyGenerator Model=QWEN 32B2025.01 | 0 |