Retrieval-Augmented Generation on ACL-OCL
58.2Win RateFastInsight
Evaluation Results
| Method | Links | |
|---|---|---|
| FastInsightBaseline Model=Contriever, Method Variant=FastInsight2026.01 | 58.2 | |
| FastInsightBaseline Model=LightRAG, Method Variant=FastInsight2026.01 | 57.1 | |
| FastInsightBaseline Model=HyDE, Method Variant=FastInsight2026.01 | 55.4 | |
| FastInsightBaseline Model=Re2, Method Variant=FastInsight2026.01 | 55.1 | |
| FastInsightBaseline Model=HippoRAG 2, Method Variant=FastInsight2026.01 | 53.5 | |
| FastInsightBaseline Model=Vector Search, Method Variant=FastInsight2026.01 | 53.3 | |
| GAR-RAGBaseline Model=GAR-RAG, Method Variant=Baseline2026.01 | 52.1 | |
| FastInsightBaseline Model=SPLADE, Method Variant=FastInsight2026.01 | 51.7 | |
| SPLADEBaseline Model=SPLADE, Method Variant=Baseline2026.01 | 48.2 | |
| FastInsightBaseline Model=GAR-RAG, Method Variant=FastInsight2026.01 | 47.1 | |
| HippoRAG 2Baseline Model=HippoRAG 2, Method Variant=Baseline2026.01 | 45.8 | |
| Vector SearchBaseline Model=Vector Search, Method Variant=Baseline2026.01 | 45.6 | |
| HyDEBaseline Model=HyDE, Method Variant=Baseline2026.01 | 44.1 | |
| Re2Baseline Model=Re2, Method Variant=Baseline2026.01 | 43.7 | |
| LightRAGBaseline Model=LightRAG, Method Variant=Baseline2026.01 | 42.5 | |
| ContrieverBaseline Model=Contriever, Method Variant=Baseline2026.01 | 40.8 |