Question Answering on Natural Questions (NQ) (Precision/Recall/F1)
71.7PrecisionRAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RAGLLM Backbone=Llama-3.1-8B-Instruct2025.02 | 71.7 | 63.93 | 64.78 | |
| Community-GraphRAG (Local)LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 69.48 | 62.54 | 63.01 | |
| HippoRAG2LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 67.25 | 60.42 | 61.03 | |
| RaptorRAGLLM Backbone=Llama-3.1-8B-Instruct2025.02 | 66.06 | 59.56 | 60.04 | |
| Community-GraphRAG (Global)LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 60.76 | 54.99 | 54.48 | |
| KG-GraphRAG (Triplets+Text)LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 58.36 | 48.93 | 50.27 | |
| KG-GraphRAG (Triplets only)LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 40.09 | 33.56 | 34.28 |