Reasoning on WebInstruct
53.96AccuracyCOACT
Evaluation results
| Method | Links | |
|---|---|---|
| COACTBackbone=Qwen3-4B, Iteration=Iteration 42026.04 | 53.96 | |
| COACTBackbone=Qwen3-4B, Iteration=Iteration 32026.04 | 52.77 | |
| Pref + EntBackbone=Qwen3-4B, Iteration=Iteration 42026.04 | 52.48 | |
| Pref CertaintyBackbone=Qwen3-4B, Iteration=Iteration 42026.04 | 51.25 | |
| COACTBackbone=Qwen3-4B, Iteration=Iteration 22026.04 | 50.38 | |
| Pref + EntBackbone=Qwen3-4B, Iteration=Iteration 32026.04 | 50.21 | |
| Pref CertaintyBackbone=Qwen3-4B, Iteration=Iteration 32026.04 | 49.64 | |
| Pref CertaintyBackbone=Qwen3-4B, Iteration=Iteration 22026.04 | 47.92 | |
| EntropyBackbone=Qwen3-4B, Iteration=Iteration 42026.04 | 47.83 | |
| Pref + EntBackbone=Qwen3-4B, Iteration=Iteration 22026.04 | 46.73 | |
| EntropyBackbone=Qwen3-4B, Iteration=Iteration 32026.04 | 45.89 | |
| COACTBackbone=Qwen3-4B, Iteration=Iteration 12026.04 | 44.23 | |
| RandomBackbone=Qwen3-4B, Iteration=Iteration 42026.04 | 44.12 | |
| EntropyBackbone=Qwen3-4B, Iteration=Iteration 22026.04 | 43.26 | |
| Pref + EntBackbone=Qwen3-4B, Iteration=Iteration 12026.04 | 42.87 | |
| RandomBackbone=Qwen3-4B, Iteration=Iteration 32026.04 | 42.37 | |
| Pref CertaintyBackbone=Qwen3-4B, Iteration=Iteration 12026.04 | 41.25 | |
| RandomBackbone=Qwen3-4B, Iteration=Iteration 22026.04 | 40.15 | |
| EntropyBackbone=Qwen3-4B, Iteration=Iteration 12026.04 | 39.14 | |
| RandomBackbone=Qwen3-4B, Iteration=Iteration 12026.04 | 37.68 | |
| Base ModelBackbone=Qwen3-4B2026.04 | 35.92 | |
| COACTBackbone=Llama3-8B, Iteration=Iteration 42026.04 | 15.97 | |
| COACTBackbone=Llama3-8B, Iteration=Iteration 22026.04 | 15.38 | |
| Pref + EntBackbone=Llama3-8B, Iteration=Iteration 42026.04 | 14.87 | |
| Pref CertaintyBackbone=Llama3-8B, Iteration=Iteration 42026.04 | 14.53 | |
| COACTBackbone=Llama3-8B, Iteration=Iteration 32026.04 | 13.82 | |
| Pref CertaintyBackbone=Llama3-8B, Iteration=Iteration 22026.04 | 13.46 | |
| Pref + EntBackbone=Llama3-8B, Iteration=Iteration 32026.04 | 13.08 | |
| Pref + EntBackbone=Llama3-8B, Iteration=Iteration 22026.04 | 12.18 | |
| Pref CertaintyBackbone=Llama3-8B, Iteration=Iteration 32026.04 | 11.97 | |
| COACTBackbone=Llama3-8B, Iteration=Iteration 12026.04 | 11.54 | |
| Pref + EntBackbone=Llama3-8B, Iteration=Iteration 12026.04 | 10.26 | |
| EntropyBackbone=Llama3-8B, Iteration=Iteration 42026.04 | 10.11 | |
| RandomBackbone=Llama3-8B, Iteration=Iteration 42026.04 | 9.62 | |
| Pref CertaintyBackbone=Llama3-8B, Iteration=Iteration 12026.04 | 9.23 | |
| EntropyBackbone=Llama3-8B, Iteration=Iteration 32026.04 | 8.82 | |
| EntropyBackbone=Llama3-8B, Iteration=Iteration 22026.04 | 7.93 | |
| Base ModelBackbone=Llama3-8B2026.04 | 7.69 | |
| EntropyBackbone=Llama3-8B, Iteration=Iteration 12026.04 | 7.51 | |
| RandomBackbone=Llama3-8B, Iteration=Iteration 12026.04 | 7.05 | |
| RandomBackbone=Llama3-8B, Iteration=Iteration 32026.04 | 5.13 | |
| RandomBackbone=Llama3-8B, Iteration=Iteration 22026.04 | 4.69 |