Factuality Checking on FacTax-Benchmark (test)
100Polytope ScoreTrueTeacher
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TrueTeacherSize=11B2026.05 | 100 | 64.9 | 56.1 | 66.6 | 76.6 | 78.7 | 73.6 | 73.3 | 67.4 | 73 | 6.5 | |
| Qwen3-30B-A3B-ThinkingSize=30B2026.05 | 95.5 | 74.5 | 63.5 | 75.3 | 67.8 | 72.2 | 66 | 67.1 | 78.6 | 73.4 | 6.6 | |
| FACTAX-GPT-4oSize=/2026.05 | 94.1 | 79.5 | 61.7 | 79.7 | 74.1 | 70.2 | 73.9 | 70.1 | 74.6 | 75.3 | 5.4 | |
| Qwen3-30B-A3B-InstructSize=30B2026.05 | 94.1 | 94.4 | 63.7 | 81.4 | 75.7 | 75.4 | 66.9 | 74.1 | 76 | 78 | 3.6 | |
| ChatGPT-ZSSize=/2026.05 | 90.2 | 79.8 | 54.8 | 65.1 | 71.8 | 74 | 63.4 | 68.8 | 66.9 | 70.5 | 9.7 | |
| Qwen3-4B-ThinkingSize=4B2026.05 | 87.9 | 70.6 | 53.7 | 67.3 | 72.4 | 70 | 57.6 | 65.3 | 76.4 | 69 | 10.9 | |
| FACTAX-ChatGPT-3.5-WDSize=/2026.05 | 85.3 | 73 | 67.1 | 70.7 | 71.5 | 70.8 | 68.9 | 69.5 | 64.2 | 71.2 | 8.3 | |
| FACTAX-ChatGPT-3.5Size=/2026.05 | 78.4 | 67.4 | 62.8 | 68.7 | 74.1 | 70.3 | 75.1 | 71.7 | 62.8 | 70.1 | 8.5 | |
| Qwen3-0.6B +SFT+DPOSize=0.6B2026.05 | 73.7 | 88.3 | 61.3 | 72.6 | 69.7 | 76 | 67 | 68.9 | 76.2 | 72.6 | 7.2 | |
| Qwen3-4B-InstructSize=4B2026.05 | 73.5 | 87.1 | 67.6 | 81.3 | 73.9 | 68.2 | 67.3 | 63 | 75 | 73 | 7.1 | |
| Qwen3-0.6B +SFTSize=0.6B2026.05 | 68.8 | 69.3 | 60.6 | 68.9 | 66.5 | 67.9 | 64.9 | 64.2 | 73.7 | 64.8 | 12.1 | |
| FactCGSize=0.4B2026.05 | 48.5 | 64.6 | 56.9 | 76.8 | 67.8 | 81.4 | 68 | 70.1 | 68.8 | 67 | 9 | |
| MiniCheck-RoBERTaSize=0.4B2026.05 | 48.5 | 56.6 | 54.5 | 58.9 | 67.4 | 77.2 | 60.8 | 67.7 | 64.1 | 61.7 | 13.5 | |
| MiniCheck-BeSpoke-7BSize=7B2026.05 | 47.8 | 77.6 | 63.4 | 73.2 | 75.8 | 80.4 | 73.1 | 74.4 | 77.1 | 71.4 | 4.9 | |
| MiniCheck-FT5Size=0.8B2026.05 | 46.3 | 73.7 | 60.6 | 71.1 | 65.9 | 77.3 | 70 | 71 | 65.8 | 66.9 | 9.6 | |
| MiniCheck-DeBERTaSize=0.4B2026.05 | 42.5 | 59.6 | 62.5 | 59.4 | 65.9 | 71.8 | 62.9 | 71.9 | 62.3 | 62.1 | 12.8 | |
| Qwen3-0.6BSize=0.6B2026.05 | 41.2 | 68.8 | 52.4 | 53.7 | 60.5 | 60.7 | 54.6 | 57.3 | 60.1 | 56.6 | 16.5 |