Question Answering on ConflictBank
80.2AccuracySABER
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SABERBackbone=Llama-3.1-8B2026.05 | 80.2 | 97 | 88.1 | 92.5 | |
| SABERBackbone=Qwen-2.5-7B2026.05 | 73.5 | 96.4 | 75.5 | 86 | |
| SABERBackbone=Qwen-2.5-3B2026.05 | 71.6 | 97.6 | 73.3 | 85.4 | |
| SABERBackbone=Llama-3.2-3B2026.05 | 70.9 | 97.6 | 82.3 | 89.9 | |
| TPCBackbone=Llama-3.1-8B2026.05 | 69.6 | 92.3 | 36.4 | 64.3 | |
| Vanilla RAGBackbone=Llama-3.1-8B2026.05 | 69.4 | 100 | 1.7 | 50.9 | |
| Implicit-SCRBackbone=Qwen-2.5-7B2026.05 | 68.6 | 93.1 | 13.3 | 53.2 | |
| Vanilla RAGBackbone=Qwen-2.5-7B2026.05 | 66.5 | 100 | 0 | 50 | |
| TPCBackbone=Qwen-2.5-7B2026.05 | 66.4 | 94.7 | 25.2 | 59.9 | |
| Implicit-SCRBackbone=Qwen-2.5-3B2026.05 | 66.4 | 93.2 | 5.2 | 49.2 | |
| Vanilla RAGBackbone=Qwen-2.5-3B2026.05 | 65.9 | 100 | 0.9 | 50.4 | |
| TACS-LRBackbone=Qwen-2.5-7B2026.05 | 65.8 | 90.7 | 13.3 | 52 | |
| Implicit-SCRBackbone=Llama-3.2-3B2026.05 | 64.7 | 93.3 | 7.3 | 50.3 | |
| Vanilla RAGBackbone=Llama-3.2-3B2026.05 | 63.5 | 100 | 0.8 | 50.4 | |
| TPCBackbone=Qwen-2.5-3B2026.05 | 63 | 90.9 | 24.1 | 57.5 | |
| CR-DPOBackbone=Qwen-2.5-7B2026.05 | 62.8 | 85.7 | 41.3 | 63.5 | |
| TACS-LRBackbone=Qwen-2.5-3B2026.05 | 62.3 | 89 | 0 | 44.5 | |
| Internal-EvalBackbone=Llama-3.1-8B2026.05 | 61.2 | 78.1 | 38.1 | 58.1 | |
| TACS-LRBackbone=Llama-3.2-3B2026.05 | 60.7 | 90 | 4 | 47 | |
| Context-EvalBackbone=Qwen-2.5-7B2026.05 | 60.7 | 82.5 | 42.7 | 62.6 | |
| Internal-EvalBackbone=Llama-3.2-3B2026.05 | 59.6 | 81 | 62.1 | 71.5 | |
| Internal-EvalBackbone=Qwen-2.5-7B2026.05 | 59.4 | 78.9 | 43.4 | 61.1 | |
| Context-EvalBackbone=Llama-3.1-8B2026.05 | 58.9 | 61.6 | 90.3 | 76 | |
| Explicit-SCRBackbone=Qwen-2.5-7B2026.05 | 58.6 | 81.2 | 28.7 | 54.9 | |
| TPCBackbone=Llama-3.2-3B2026.05 | 57 | 85 | 24.2 | 54.6 | |
| CR-DPOBackbone=Llama-3.1-8B2026.05 | 52.3 | 50.3 | 85.8 | 68 | |
| Context-EvalBackbone=Llama-3.2-3B2026.05 | 49.9 | 61.5 | 82.3 | 71.9 | |
| CR-DPOBackbone=Qwen-2.5-3B2026.05 | 48.8 | 69.1 | 32.8 | 50.9 | |
| Explicit-SCRBackbone=Qwen-2.5-3B2026.05 | 47.1 | 72.1 | 7.8 | 39.9 | |
| Internal-EvalBackbone=Qwen-2.5-3B2026.05 | 41.8 | 53.5 | 51.7 | 52.6 | |
| Context-EvalBackbone=Qwen-2.5-3B2026.05 | 39.6 | 47.3 | 70.7 | 59 | |
| CR-DPOBackbone=Llama-3.2-3B2026.05 | 39.2 | 44.5 | 69.4 | 56.9 | |
| TACS-LRBackbone=Llama-3.1-8B2026.05 | 33.8 | 46.8 | 3.7 | 25.2 | |
| Implicit-SCRBackbone=Llama-3.1-8B2026.05 | 29.3 | 39.6 | 5.1 | 22.4 | |
| Explicit-SCRBackbone=Llama-3.2-3B2026.05 | 27.8 | 33.2 | 50 | 41.6 | |
| Closed-BookBackbone=Llama-3.1-8B2026.05 | 23.5 | 0.6 | 100 | 50.3 | |
| Explicit-SCRBackbone=Llama-3.1-8B2026.05 | 22.2 | 23.8 | 28.7 | 26.3 | |
| Closed-BookBackbone=Qwen-2.5-7B2026.05 | 18.8 | 1.1 | 100 | 50.6 | |
| R-TuningBackbone=Qwen-2.5-7B2026.05 | 18.5 | 5.1 | 55 | 30.1 | |
| Closed-BookBackbone=Llama-3.2-3B2026.05 | 16.8 | 0.3 | 100 | 50.1 | |
| Closed-BookBackbone=Qwen-2.5-3B2026.05 | 13.6 | 0.3 | 100 | 50.1 | |
| R-TuningBackbone=Qwen-2.5-3B2026.05 | 8.6 | 1.9 | 40.9 | 21.4 | |
| R-TuningBackbone=Llama-3.1-8B2026.05 | 2.3 | 0 | 8.4 | 4.2 | |
| R-TuningBackbone=Llama-3.2-3B2026.05 | 0.2 | 0 | 0.8 | 0.4 |