Question Answering on HotpotQA (Precision, Recall, F1)
65.31PrecisionHippoRAG2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HippoRAG2LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 65.31 | 63.26 | 63.01 | |
| Community-GraphRAG (Local)LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 64.14 | 62.08 | 61.66 | |
| RaptorRAGLLM Backbone=Llama-3.1-8B-Instruct2025.02 | 63.81 | 61.46 | 61.31 | |
| RAGLLM Backbone=Llama-3.1-8B-Instruct2025.02 | 62.32 | 60.47 | 60.04 | |
| Community-GraphRAG (Global)LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 45.72 | 47.6 | 45.16 | |
| KG-GraphRAG (Triplets+Text)LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 45.22 | 42.85 | 42.6 | |
| KG-GraphRAG (Triplets only)LLM Backbone=Llama-3.1-8B-Instruct2025.02 | 26.88 | 24.81 | 25.02 |