Scientific Reasoning on MMLU (Domain Specific Scores)
28.36Chemistry (Pro)RAISE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RAISEStrategy Category=Ours2025.06 | 28.36 | 59.27 | 51 | — | |
| CoTStrategy Category=Direct2025.06 | 25.44 | 51.88 | 49.5 | — | |
| CoT+RAGStrategy Category=Direct+RAG2025.06 | 25.18 | 54.39 | 43 | — | |
| Least-to-MostStrategy Category=Decomposed2025.06 | 24.56 | 53.97 | 45.4 | — | |
| Step-Back+RAGStrategy Category=Decomposed+RAG2025.06 | 23.06 | 56.34 | 43 | — | |
| Least-to-Most+RAGStrategy Category=Decomposed+RAG2025.06 | 22.97 | 58.02 | 46 | — | |
| HyDEStrategy Category=Decomposed+RAG2025.06 | 22.97 | 57.88 | 49 | — | |
| Step-BackStrategy Category=Decomposed2025.06 | 22.7 | 56.49 | 43 | — | |
| Base Model2025.09 | — | — | — | 48.16 | |
| EAPO2025.09 | — | — | — | 58.61 | |
| Self-Exploratory RL2025.09 | — | — | — | 55.47 |