Physics Reasoning on MemoryArena Physics
11.63Success MetricOPD-Evolver-9B
Evaluation Results
| Method | Links | |
|---|---|---|
| OPD-Evolver-9BBackbone LLM=QWEN3.5-9B2026.06 | 11.63 | |
| AWMBackbone LLM=QWEN3.5-9B2026.06 | 11.05 | |
| MemEvolveBackbone LLM=QWEN3.5-9B2026.06 | 9.88 | |
| ExpeLBackbone LLM=QWEN3.5-9B2026.06 | 8.72 | |
| EvolveRBackbone LLM=QWEN3.5-9B2026.06 | 7.56 | |
| ReasoningBankBackbone LLM=QWEN3.5-9B2026.06 | 6.98 | |
| MempBackbone LLM=QWEN3.5-9B2026.06 | 6.4 | |
| No MemoryBackbone LLM=QWEN3.5-9B2026.06 | 5.23 | |
| CheatsheetBackbone LLM=QWEN3.5-9B2026.06 | 5.23 | |
| QWEN3.5-397B-A17BBackbone LLM=QWEN3.5-397B-A17B2026.06 | 4.65 | |
| OPD-Evolver-4BBackbone LLM=QWEN3-4B2026.06 | 4.07 | |
| AWMBackbone LLM=QWEN3-4B2026.06 | 3.49 | |
| EvolveRBackbone LLM=QWEN3-4B2026.06 | 2.91 | |
| STEP-3.5-FLASH (196B)Backbone LLM=STEP-3.5-FLASH (196B)2026.06 | 2.33 | |
| No MemoryBackbone LLM=QWEN3-4B2026.06 | 2.33 | |
| MemEvolveBackbone LLM=QWEN3-4B2026.06 | 2.33 | |
| ExpeLBackbone LLM=QWEN3-4B2026.06 | 1.74 | |
| CheatsheetBackbone LLM=QWEN3-4B2026.06 | 1.74 | |
| ReasoningBankBackbone LLM=QWEN3-4B2026.06 | 1.16 | |
| MempBackbone LLM=QWEN3-4B2026.06 | 0 |