Retrieval-Augmented Generation on UltraDomain mix
76.2Win RateFastInsight
Evaluation results
| Method | Links | |
|---|---|---|
| FastInsightBaseline Model=PathRAG, Method Variant=FastInsight2026.01 | 76.2 | |
| FastInsightBaseline Model=HippoRAG 2, Method Variant=FastInsight2026.01 | 63.1 | |
| FastInsightBaseline Model=GAR-RAG, Method Variant=FastInsight2026.01 | 60 | |
| FastInsightBaseline Model=HyDE, Method Variant=FastInsight2026.01 | 58.5 | |
| FastInsightBaseline Model=Vector Search, Method Variant=FastInsight2026.01 | 57.7 | |
| FastInsightBaseline Model=SPLADE, Method Variant=FastInsight2026.01 | 54.6 | |
| FastInsightBaseline Model=Contriever, Method Variant=FastInsight2026.01 | 53.1 | |
| FastInsightBaseline Model=LightRAG, Method Variant=FastInsight2026.01 | 53.1 | |
| FastInsightBaseline Model=Re2, Method Variant=FastInsight2026.01 | 50.8 | |
| Re2Baseline Model=Re2, Method Variant=Baseline2026.01 | 49.2 | |
| ContrieverBaseline Model=Contriever, Method Variant=Baseline2026.01 | 46.2 | |
| SPLADEBaseline Model=SPLADE, Method Variant=Baseline2026.01 | 45.4 | |
| LightRAGBaseline Model=LightRAG, Method Variant=Baseline2026.01 | 45.4 | |
| HyDEBaseline Model=HyDE, Method Variant=Baseline2026.01 | 41.5 | |
| Vector SearchBaseline Model=Vector Search, Method Variant=Baseline2026.01 | 40.8 | |
| GAR-RAGBaseline Model=GAR-RAG, Method Variant=Baseline2026.01 | 39.2 | |
| HippoRAG 2Baseline Model=HippoRAG 2, Method Variant=Baseline2026.01 | 35.4 | |
| PathRAGBaseline Model=PathRAG, Method Variant=Baseline2026.01 | 23.1 |