Retrieval-Augmented Generation on Average
65Win RateFastInsight
Evaluation results
| Method | Links | |
|---|---|---|
| FastInsightBaseline Model=PathRAG, Method Variant=FastInsight2026.01 | 65 | |
| FastInsightBaseline Model=Re2, Method Variant=FastInsight2026.01 | 64.6 | |
| FastInsightBaseline Model=Contriever, Method Variant=FastInsight2026.01 | 63.2 | |
| FastInsightBaseline Model=SPLADE, Method Variant=FastInsight2026.01 | 59 | |
| FastInsightBaseline Model=HippoRAG 2, Method Variant=FastInsight2026.01 | 56.6 | |
| FastInsightBaseline Model=LightRAG, Method Variant=FastInsight2026.01 | 55.9 | |
| FastInsightBaseline Model=Vector Search, Method Variant=FastInsight2026.01 | 55.8 | |
| FastInsightBaseline Model=HyDE, Method Variant=FastInsight2026.01 | 55.3 | |
| FastInsightBaseline Model=GAR-RAG, Method Variant=FastInsight2026.01 | 55 | |
| HyDEBaseline Model=HyDE, Method Variant=Baseline2026.01 | 44.5 | |
| GAR-RAGBaseline Model=GAR-RAG, Method Variant=Baseline2026.01 | 44.4 | |
| LightRAGBaseline Model=LightRAG, Method Variant=Baseline2026.01 | 43.2 | |
| Vector SearchBaseline Model=Vector Search, Method Variant=Baseline2026.01 | 42.9 | |
| HippoRAG 2Baseline Model=HippoRAG 2, Method Variant=Baseline2026.01 | 42.6 | |
| SPLADEBaseline Model=SPLADE, Method Variant=Baseline2026.01 | 40.9 | |
| ContrieverBaseline Model=Contriever, Method Variant=Baseline2026.01 | 35.8 | |
| PathRAGBaseline Model=PathRAG, Method Variant=Baseline2026.01 | 34.6 | |
| Re2Baseline Model=Re2, Method Variant=Baseline2026.01 | 34.5 |