Knowledge Evaluation on C-Eval (test)
93.02Natural Sciences ScoreTopoPrior+ARG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TopoPrior+ARGBase model=DeepSeek-V3-671B-Instruct2026.05 | 93.02 | 92.46 | 93.08 | 86.68 | 84.83 | 86.3 | |
| TopoPrior+GDBase model=DeepSeek-V3-671B-Instruct2026.05 | 91.8 | 89.67 | 92.52 | 85.33 | 82.95 | 84.54 | |
| TopoPrior+ADBase model=DeepSeek-V3-671B-Instruct2026.05 | 91.75 | 90.32 | 91.79 | 85.96 | 83.03 | 84.79 | |
| ARG-DesignerBase model=DeepSeek-V3-671B-Instruct2026.05 | 91.49 | 89.87 | 91.9 | 85.83 | 82.76 | 84.42 | |
| TopoPrior+APBase model=DeepSeek-V3-671B-Instruct2026.05 | 91.19 | 90.51 | 92.27 | 85.3 | 82.78 | 84.81 | |
| AgentDropoutBase model=DeepSeek-V3-671B-Instruct2026.05 | 90.83 | 88.15 | 91.22 | 83.64 | 81.66 | 83.55 | |
| AgentPruneBase model=DeepSeek-V3-671B-Instruct2026.05 | 90.62 | 88.84 | 90.98 | 84.11 | 81.08 | 83.32 | |
| G-DesignerBase model=DeepSeek-V3-671B-Instruct2026.05 | 90.35 | 88.52 | 91.4 | 83.43 | 80.82 | 82.86 | |
| TopoPrior+ARGBase model=Qwen2.5-72B-Instruct2026.05 | 90.16 | 89.25 | 91.21 | 88.07 | 83.32 | 85.56 | |
| RAGBase model=DeepSeek-V3-671B-Instruct2026.05 | 88.82 | 86.88 | 89.7 | 81.92 | 79.54 | 81.14 | |
| TopoPrior+APBase model=Qwen2.5-72B-Instruct2026.05 | 88.67 | 86.84 | 89.73 | 86.92 | 81.9 | 82.36 | |
| TopoPrior+ADBase model=Qwen2.5-72B-Instruct2026.05 | 88.59 | 87.68 | 88.64 | 86.53 | 82.81 | 83.79 | |
| TopoPrior+GDBase model=Qwen2.5-72B-Instruct2026.05 | 87.65 | 87.1 | 88.74 | 86.65 | 82.11 | 82.18 | |
| ARG-DesignerBase model=Qwen2.5-72B-Instruct2026.05 | 87.63 | 87.72 | 89.16 | 86.57 | 81.85 | 82.19 | |
| PEBase model=DeepSeek-V3-671B-Instruct2026.05 | 86.88 | 84.75 | 87.94 | 79.76 | 77.39 | 79.01 | |
| CoTBase model=DeepSeek-V3-671B-Instruct2026.05 | 86.63 | 85.62 | 88.64 | 81.75 | 78.35 | 80.03 | |
| G-DesignerBase model=Qwen2.5-72B-Instruct2026.05 | 86.58 | 85.21 | 88.07 | 84.29 | 80.28 | 81.53 | |
| AgentDropoutBase model=Qwen2.5-72B-Instruct2026.05 | 86.57 | 85.7 | 87.96 | 85.52 | 80.44 | 81.95 | |
| AgentPruneBase model=Qwen2.5-72B-Instruct2026.05 | 86.03 | 86.15 | 88.22 | 85.93 | 80.79 | 82.1 | |
| RAGBase model=Qwen2.5-72B-Instruct2026.05 | 85.4 | 84.06 | 86.55 | 82.12 | 79.69 | 79.91 | |
| CoTBase model=Qwen2.5-72B-Instruct2026.05 | 84.53 | 82.1 | 85.27 | 80.19 | 78.24 | 78.41 | |
| PEBase model=Qwen2.5-72B-Instruct2026.05 | 84.42 | 82.55 | 85.29 | 78.3 | 76.57 | 77.49 | |
| TopoPrior+ARGBase model=Llama3-8B-Instruct2026.05 | 63.54 | 62.6 | 60.21 | 58.15 | 55.82 | 57.04 | |
| TopoPrior+ADBase model=Llama3-8B-Instruct2026.05 | 62.8 | 61.42 | 58.96 | 57.4 | 55.36 | 56.01 | |
| TopoPrior+GDBase model=Llama3-8B-Instruct2026.05 | 61.83 | 58.72 | 59.05 | 56.51 | 54.3 | 54.8 | |
| TopoPrior+APBase model=Llama3-8B-Instruct2026.05 | 61.16 | 60.35 | 58.84 | 56.07 | 53.98 | 54.91 | |
| ARG-DesignerBase model=Llama3-8B-Instruct2026.05 | 60.82 | 59.52 | 57.11 | 56.27 | 53.85 | 54.25 | |
| AgentDropoutBase model=Llama3-8B-Instruct2026.05 | 60.4 | 58.86 | 57.1 | 55.79 | 53.54 | 53.84 | |
| G-DesignerBase model=Llama3-8B-Instruct2026.05 | 59.6 | 57.86 | 57.15 | 54.08 | 52.63 | 52.96 | |
| AgentPruneBase model=Llama3-8B-Instruct2026.05 | 59.48 | 58.16 | 56.93 | 54.5 | 52.09 | 52.89 | |
| RAGBase model=Llama3-8B-Instruct2026.05 | 57.45 | 56.59 | 56.98 | 51.75 | 50.58 | 51.17 | |
| CoTBase model=Llama3-8B-Instruct2026.05 | 55.85 | 54.47 | 55.48 | 50.36 | 48.07 | 49.36 | |
| DES-MoEBase model=Llama3-8B-Instruct2026.05 | 55.15 | 53.42 | 56.5 | 51.31 | 48.84 | 49.34 | |
| PEBase model=Llama3-8B-Instruct2026.05 | 54.73 | 53.64 | 55.02 | 48.69 | 46.25 | 48.04 | |
| MoDEBase model=Llama3-8B-Instruct2026.05 | 54.61 | 53.97 | 56.14 | 50.8 | 49.25 | 49.26 | |
| MoDULABase model=Llama3-8B-Instruct2026.05 | 54.37 | 52.95 | 55.84 | 49.72 | 47.55 | 48.64 |