Question Answering on HotpotQA (F1, SBERT, Acc)
47.1F1 ScoreAlign-RAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Align-RAGMethod Category=Reflective / Critique Methods2026.05 | 47.1 | 31.3 | 43.6 | |
| CRITIC-R1Method Category=Reflective / Critique Methods2026.05 | 46.3 | 65.4 | 50.6 | |
| Search-R1Method Category=Reasoning and Retrieval Baselines, Status=criticized base RAG model2026.05 | 44.5 | 64.4 | 48.6 | |
| Self-RefineMethod Category=Reflective / Critique Methods2026.05 | 35.6 | 45.7 | 36.6 | |
| Self-RAGMethod Category=Reflective / Critique Methods2026.05 | 19.6 | 42.1 | 38.4 | |
| CoTMethod Category=Reasoning and Retrieval Baselines2026.05 | 13.6 | 30.6 | 33.6 | |
| Naive-RAGMethod Category=Reasoning and Retrieval Baselines2026.05 | 8.3 | 32.1 | 32.5 | |
| VanillaMethod Category=Base LLM Generation2026.05 | 7.9 | 29.4 | 33.9 |