Question Answering on NQ (F1, SBERT, Acc)
52.2F1 ScoreCRITIC-R1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CRITIC-R1Method Category=Reflective / Critique Methods2026.05 | 52.2 | 71 | 57.5 | |
| Search-R1Method Category=Reasoning and Retrieval Baselines, Status=criticized base RAG model2026.05 | 51.4 | 70.4 | 51.6 | |
| Self-RAGMethod Category=Reflective / Critique Methods2026.05 | 50.9 | 69.2 | 54.7 | |
| Align-RAGMethod Category=Reflective / Critique Methods2026.05 | 49.7 | 33.3 | 35.4 | |
| Self-RefineMethod Category=Reflective / Critique Methods2026.05 | 47 | 32 | 25.6 | |
| CoTMethod Category=Reasoning and Retrieval Baselines2026.05 | 11.8 | 36.7 | 42.1 | |
| VanillaMethod Category=Base LLM Generation2026.05 | 9.9 | 33.5 | 37.6 | |
| Naive-RAGMethod Category=Reasoning and Retrieval Baselines2026.05 | 9.6 | 35.4 | 45.1 |