Question Answering on TriviaQA (Exact Match)
79.8EMAtlas
Evaluation results
| Method | Links | |
|---|---|---|
| AtlasMethod Category=RAG, Training=Fine-tuned2025.06 | 79.8 | |
| RePLUGMethod Category=RAG, Training=Fine-tuned2025.06 | 77.3 | |
| EMDR2Method Category=RAG, Training=Fine-tuned2025.06 | 71.4 | |
| ColBERT–QAMethod Category=RAG, Training=Fine-tuned2025.06 | 70.1 | |
| FiDMethod Category=RAG, Training=Fine-tuned2025.06 | 67.6 | |
| RETROMethod Category=RAG, Training=Fine-tuned2025.06 | 62.1 | |
| PersonalAILLM=DeepSeek V3, Search Algorithm=BeamSearch + WaterCircles, Graph Traversal Restrictions=None2025.06 | 62 | |
| DPRMethod Category=RAG, Training=Fine-tuned2025.06 | 56.8 | |
| RAGMethod Category=RAG, Training=Fine-tuned2025.06 | 55.8 | |
| REALMMethod Category=RAG, Training=Fine-tuned2025.06 | 53.9 |