Retrieval-Augmented Generation on UltraDomain agriculture
95Win RateFastInsight
Evaluation results
| Method | Links | |
|---|---|---|
| FastInsightBaseline Model=Re2, Method Variant=FastInsight2026.01 | 95 | |
| FastInsightBaseline Model=PathRAG, Method Variant=FastInsight2026.01 | 62 | |
| FastInsightBaseline Model=GAR-RAG, Method Variant=FastInsight2026.01 | 61 | |
| FastInsightBaseline Model=LightRAG, Method Variant=FastInsight2026.01 | 60 | |
| FastInsightBaseline Model=SPLADE, Method Variant=FastInsight2026.01 | 57 | |
| FastInsightBaseline Model=Contriever, Method Variant=FastInsight2026.01 | 56 | |
| FastInsightBaseline Model=HyDE, Method Variant=FastInsight2026.01 | 56 | |
| FastInsightBaseline Model=Vector Search, Method Variant=FastInsight2026.01 | 55 | |
| FastInsightBaseline Model=HippoRAG 2, Method Variant=FastInsight2026.01 | 53 | |
| HippoRAG 2Baseline Model=HippoRAG 2, Method Variant=Baseline2026.01 | 46 | |
| HyDEBaseline Model=HyDE, Method Variant=Baseline2026.01 | 44 | |
| Vector SearchBaseline Model=Vector Search, Method Variant=Baseline2026.01 | 43 | |
| SPLADEBaseline Model=SPLADE, Method Variant=Baseline2026.01 | 43 | |
| ContrieverBaseline Model=Contriever, Method Variant=Baseline2026.01 | 42 | |
| LightRAGBaseline Model=LightRAG, Method Variant=Baseline2026.01 | 39 | |
| PathRAGBaseline Model=PathRAG, Method Variant=Baseline2026.01 | 38 | |
| GAR-RAGBaseline Model=GAR-RAG, Method Variant=Baseline2026.01 | 38 | |
| Re2Baseline Model=Re2, Method Variant=Baseline2026.01 | 3 |