Retrieval-Augmented Generation on BSARD-G
85.6Win RateFastInsight
Evaluation results
| Method | Links | |
|---|---|---|
| FastInsightBaseline Model=Contriever, Method Variant=FastInsight2026.01 | 85.6 | |
| FastInsightBaseline Model=SPLADE, Method Variant=FastInsight2026.01 | 72.5 | |
| FastInsightBaseline Model=Re2, Method Variant=FastInsight2026.01 | 57.7 | |
| FastInsightBaseline Model=Vector Search, Method Variant=FastInsight2026.01 | 57.2 | |
| FastInsightBaseline Model=PathRAG, Method Variant=FastInsight2026.01 | 56.8 | |
| FastInsightBaseline Model=HippoRAG 2, Method Variant=FastInsight2026.01 | 56.8 | |
| FastInsightBaseline Model=LightRAG, Method Variant=FastInsight2026.01 | 53.6 | |
| FastInsightBaseline Model=GAR-RAG, Method Variant=FastInsight2026.01 | 51.8 | |
| FastInsightBaseline Model=HyDE, Method Variant=FastInsight2026.01 | 51.4 | |
| HyDEBaseline Model=HyDE, Method Variant=Baseline2026.01 | 48.6 | |
| GAR-RAGBaseline Model=GAR-RAG, Method Variant=Baseline2026.01 | 48.2 | |
| LightRAGBaseline Model=LightRAG, Method Variant=Baseline2026.01 | 45.9 | |
| HippoRAG 2Baseline Model=HippoRAG 2, Method Variant=Baseline2026.01 | 43.2 | |
| PathRAGBaseline Model=PathRAG, Method Variant=Baseline2026.01 | 42.8 | |
| Vector SearchBaseline Model=Vector Search, Method Variant=Baseline2026.01 | 42.3 | |
| Re2Baseline Model=Re2, Method Variant=Baseline2026.01 | 41.9 | |
| SPLADEBaseline Model=SPLADE, Method Variant=Baseline2026.01 | 27 | |
| ContrieverBaseline Model=Contriever, Method Variant=Baseline2026.01 | 14 |