Question Answering on TriviaQA (F1, SBERT, Acc)
75.3F1 ScoreCRITIC-R1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CRITIC-R1Method Category=Reflective / Critique Methods2026.05 | 75.3 | 85 | 76.3 | |
| Search-R1Method Category=Reasoning and Retrieval Baselines, Status=criticized base RAG model2026.05 | 74.9 | 84.8 | 75 | |
| Self-RefineMethod Category=Reflective / Critique Methods2026.05 | 74.3 | 44.1 | 54.2 | |
| Align-RAGMethod Category=Reflective / Critique Methods2026.05 | 71.1 | 42.7 | 41.2 | |
| CoTMethod Category=Reasoning and Retrieval Baselines2026.05 | 16 | 46.1 | 70.9 | |
| Naive-RAGMethod Category=Reasoning and Retrieval Baselines2026.05 | 12.9 | 44.7 | 74.1 | |
| Self-RAGMethod Category=Reflective / Critique Methods2026.05 | 10.1 | 41.2 | 68 | |
| VanillaMethod Category=Base LLM Generation2026.05 | 9.6 | 35.4 | 45.2 |