Question Answering on TriviaQA (Metrics C, X, R+, R-)
79.9CBase
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BaseBackbone=Llama-3.1-8B, Model Scale=Mid-Size (7-12B)2026.02 | 79.9 | 14.8 | 530 | 84.4 | — | — | — | |
| BaseBackbone=Gemma-2-9B, Model Scale=Mid-Size (7-12B)2026.02 | 77 | 22 | 90 | 77.8 | — | — | — | |
| BaseBackbone=Gemma-3-12B, Model Scale=Mid-Size (7-12B)2026.02 | 76.8 | 23.1 | 10 | 76.9 | — | — | — | |
| VeriFY-SMBackbone=Llama-3.1-8B, Model Scale=Mid-Size (7-12B)2026.02 | 75.8 | 9.7 | 530 | 9.2 | 88.7 | 93.5 | 91 | |
| VeriFY-MMBackbone=Llama-3.1-8B, Model Scale=Mid-Size (7-12B)2026.02 | 75 | 10.1 | 610 | 8.9 | 88.2 | 92.5 | 90.3 | |
| VeriFY-SMBackbone=Gemma-2-9B, Model Scale=Mid-Size (7-12B)2026.02 | 74.7 | 10 | 450 | 10.8 | 88.2 | 94.3 | 91.2 | |
| VeriFY-MMBackbone=Gemma-2-9B, Model Scale=Mid-Size (7-12B)2026.02 | 74.3 | 9.7 | 480 | 11.2 | 88.4 | 93.9 | 91.1 | |
| SCBackbone=Gemma-2-9B, Model Scale=Mid-Size (7-12B)2026.02 | 74 | 11.3 | 440 | 10.2 | 86.7 | 94.3 | 90.4 | |
| VeriFY-NMBackbone=Llama-3.1-8B, Model Scale=Mid-Size (7-12B)2026.02 | 73.8 | 10.4 | 670 | 9.1 | 87.6 | 91.7 | 89.6 | |
| SCBackbone=Gemma-3-12B, Model Scale=Mid-Size (7-12B)2026.02 | 72.8 | 13.7 | 400 | 9.5 | 84.2 | 94.8 | 89.2 | |
| VeriFY-MMBackbone=Gemma-3-12B, Model Scale=Mid-Size (7-12B)2026.02 | 72 | 8.8 | 640 | 12.8 | 89.1 | 91.8 | 90.5 | |
| VeriFY-SMBackbone=Gemma-3-12B, Model Scale=Mid-Size (7-12B)2026.02 | 70.9 | 7.2 | 770 | 14.2 | 90.8 | 90.2 | 90.5 | |
| VeriFY-NMBackbone=Gemma-3-12B, Model Scale=Mid-Size (7-12B)2026.02 | 70.8 | 10.1 | 650 | 12.6 | 87.5 | 91.5 | 89.5 | |
| VeriFY-NMBackbone=Gemma-2-9B, Model Scale=Mid-Size (7-12B)2026.02 | 70.5 | 6.6 | 800 | 14.9 | 91.5 | 89.8 | 90.6 | |
| KPBackbone=Llama-3.1-8B, Model Scale=Mid-Size (7-12B)2026.02 | 70.2 | 9.5 | 880 | 11.5 | 88.1 | 88.9 | 88.5 | |
| BaseBackbone=Qwen2.5-7B, Model Scale=Mid-Size (7-12B)2026.02 | 67.1 | 32.2 | 80 | 67.6 | — | — | — | |
| KPBackbone=Gemma-2-9B, Model Scale=Mid-Size (7-12B)2026.02 | 64.3 | 6.9 | 1,340 | 15.4 | 90.3 | 82.8 | 86.4 | |
| BaseBackbone=Llama-3.2-3B, Model Scale=Small-Size (2-4B)2026.02 | 63.5 | 21.4 | 1,520 | 74.8 | — | — | — | |
| VeriFY-SMBackbone=Llama-3.2-3B, Model Scale=Small-Size (2-4B)2026.02 | 62.4 | 12.7 | 630 | 18.6 | 83.1 | 90.9 | 86.8 | |
| KPBackbone=Gemma-3-12B, Model Scale=Mid-Size (7-12B)2026.02 | 62.4 | 6.4 | 1,450 | 16.8 | 90.7 | 81.2 | 85.7 | |
| VeriFY-MMBackbone=Llama-3.2-3B, Model Scale=Small-Size (2-4B)2026.02 | 62.3 | 12.4 | 630 | 18.9 | 83.4 | 90.8 | 86.9 | |
| VeriFY-SMBackbone=Qwen2.5-7B, Model Scale=Mid-Size (7-12B)2026.02 | 61.1 | 10.5 | 730 | 21 | 85.3 | 89.3 | 87.3 | |
| VeriFY-MMBackbone=Qwen2.5-7B, Model Scale=Mid-Size (7-12B)2026.02 | 60.9 | 9.8 | 760 | 21.7 | 86.1 | 88.9 | 87.5 | |
| VeriFY-NMBackbone=Llama-3.2-3B, Model Scale=Small-Size (2-4B)2026.02 | 60.5 | 14.9 | 610 | 18.5 | 80.2 | 90.8 | 85.2 | |
| VeriFY-NMBackbone=Qwen2.5-7B, Model Scale=Mid-Size (7-12B)2026.02 | 59.3 | 8.9 | 880 | 23 | 86.9 | 87.1 | 87 | |
| BaseBackbone=Gemma-2-2B, Model Scale=Small-Size (2-4B)2026.02 | 58.5 | 40.8 | 70 | 58.9 | — | — | — | |
| SCBackbone=Llama-3.1-8B, Model Scale=Mid-Size (7-12B)2026.02 | 58.4 | 2.1 | 2,150 | 18 | 96.6 | 73.1 | 83.2 | |
| BaseBackbone=Gemma-3-4B, Model Scale=Small-Size (2-4B)2026.02 | 57.1 | 42.8 | 10 | 57.1 | — | — | — | |
| VeriFY-SMBackbone=Gemma-2-2B, Model Scale=Small-Size (2-4B)2026.02 | 55.5 | 19.6 | 530 | 19.6 | 73.9 | 91.2 | 81.7 | |
| BaseBackbone=Qwen2.5-3B, Model Scale=Small-Size (2-4B)2026.02 | 55.5 | 40.5 | 400 | 57.8 | — | — | — | |
| SCBackbone=Qwen2.5-7B, Model Scale=Mid-Size (7-12B)2026.02 | 54.9 | 6.9 | 1,210 | 26 | 88.8 | 81.9 | 85.2 | |
| VeriFY-MMBackbone=Gemma-2-2B, Model Scale=Small-Size (2-4B)2026.02 | 54.4 | 17.5 | 620 | 21.9 | 75.6 | 89.7 | 82 | |
| KPBackbone=Llama-3.2-3B, Model Scale=Small-Size (2-4B)2026.02 | 54.3 | 11.4 | 1,010 | 24.2 | 82.7 | 84.3 | 83.5 | |
| KPBackbone=Qwen2.5-7B, Model Scale=Mid-Size (7-12B)2026.02 | 52.9 | 7.9 | 1,410 | 25 | 87 | 78.9 | 82.8 | |
| SCBackbone=Gemma-3-4B, Model Scale=Small-Size (2-4B)2026.02 | 52.7 | 22.5 | 440 | 20.5 | 70.1 | 92.3 | 79.7 | |
| VeriFY-MMBackbone=Gemma-3-4B, Model Scale=Small-Size (2-4B)2026.02 | 52.5 | 14.1 | 830 | 25 | 78.8 | 86.3 | 82.4 | |
| VeriFY-SMBackbone=Qwen2.5-3B, Model Scale=Small-Size (2-4B)2026.02 | 52.2 | 19.1 | 580 | 22.9 | 73.2 | 90 | 80.7 | |
| VeriFY-SMBackbone=Gemma-3-4B, Model Scale=Small-Size (2-4B)2026.02 | 51.7 | 10.4 | 920 | 28.7 | 83.2 | 85 | 84.1 | |
| SCBackbone=Gemma-2-2B, Model Scale=Small-Size (2-4B)2026.02 | 50 | 16.4 | 860 | 24.9 | 75.2 | 85.3 | 80 | |
| VeriFY-MMBackbone=Qwen2.5-3B, Model Scale=Small-Size (2-4B)2026.02 | 50 | 13.7 | 830 | 28 | 78.5 | 85.7 | 82 | |
| VeriFY-NMBackbone=Gemma-2-2B, Model Scale=Small-Size (2-4B)2026.02 | 49.3 | 13.2 | 1,010 | 27.4 | 78.9 | 82.9 | 80.9 | |
| KPBackbone=Gemma-2-2B, Model Scale=Small-Size (2-4B)2026.02 | 46.6 | 13.2 | 1,250 | 27.8 | 78 | 78.9 | 78.5 | |
| VeriFY-NMBackbone=Qwen2.5-3B, Model Scale=Small-Size (2-4B)2026.02 | 46.6 | 11 | 1,040 | 32 | 80.9 | 81.7 | 81.3 | |
| VeriFY-NMBackbone=Gemma-3-4B, Model Scale=Small-Size (2-4B)2026.02 | 44.1 | 6.7 | 1,450 | 34.7 | 86.8 | 75.2 | 80.6 | |
| KPBackbone=Gemma-3-4B, Model Scale=Small-Size (2-4B)2026.02 | 41.1 | 8.1 | 1,640 | 34.4 | 83.5 | 71.6 | 77.1 | |
| KPBackbone=Qwen2.5-3B, Model Scale=Small-Size (2-4B)2026.02 | 33.5 | 5.7 | 2,230 | 38.5 | 85.5 | 60 | 70.5 | |
| SCBackbone=Llama-3.2-3B, Model Scale=Small-Size (2-4B)2026.02 | 32.1 | 1.7 | 3,140 | 34.9 | 95 | 50.5 | 66 | |
| SCBackbone=Qwen2.5-3B, Model Scale=Small-Size (2-4B)2026.02 | 14.8 | 1.7 | 4,060 | 42.8 | 89.6 | 26.8 | 41.2 |