Question Answering on PopQA (F1, SBERT, Acc)
50.8F1 ScoreCRITIC-R1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CRITIC-R1Method Category=Reflective / Critique Methods2026.05 | 50.8 | 67.3 | 69.2 | |
| Search-R1Method Category=Reasoning and Retrieval Baselines, Status=criticized base RAG model2026.05 | 50.1 | 66.8 | 66.1 | |
| Self-RefineMethod Category=Reflective / Critique Methods2026.05 | 46.3 | 34.5 | 48.3 | |
| Align-RAGMethod Category=Reflective / Critique Methods2026.05 | 41.9 | 36 | 47.3 | |
| Self-RAGMethod Category=Reflective / Critique Methods2026.05 | 21 | 41.9 | 67.3 | |
| CoTMethod Category=Reasoning and Retrieval Baselines2026.05 | 16.8 | 47.9 | 33.8 | |
| VanillaMethod Category=Base LLM Generation2026.05 | 11.7 | 32.3 | 27.9 | |
| Naive-RAGMethod Category=Reasoning and Retrieval Baselines2026.05 | 11.5 | 33.2 | 44.6 |