Faithfulness Evaluation on LongBench
98.94NAR ScoreLightRAG
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LightRAG2025.11 | 98.94 | 96.7 | 96.34 | 94.19 | 97.85 | |
| GraphRAG2025.11 | 95.83 | 96.63 | 95.74 | 95.29 | 97.78 | |
| Full2025.11 | 90.24 | 52.31 | 81.71 | 60.94 | 75 | |
| GraphRAG2025.11 | 89.13 | 88.75 | 77.27 | 73.33 | 76.74 | |
| MemoRAG2025.11 | 86.75 | 82.19 | 72.37 | 67.09 | 70.42 | |
| Full2025.11 | 83.1 | 58 | 75 | 64.44 | 71.11 | |
| HippoRAG2025.11 | 79.22 | 45.45 | 48.57 | 17.33 | 48.15 | |
| MemoRAG2025.11 | 79.17 | 78.79 | 68.33 | 57.38 | 65.38 | |
| LightRAG2025.11 | 76.4 | 91.86 | 76.71 | 76.32 | 89.41 | |
| Stella-v52025.11 | 72.46 | 66.67 | 61.22 | 60 | 71.11 | |
| HippoRAG2025.11 | 69.01 | 65 | 46.03 | 40.91 | 60.87 | |
| Stella-v52025.11 | 68.52 | 84.62 | 64.29 | 40 | 61.76 | |
| Jina-emb-v32025.11 | 62.5 | 50 | 55.1 | 61.82 | 50 | |
| BGE-M32025.11 | 62.26 | 55.1 | 63.41 | 58.14 | 56.76 | |
| Jina-emb-v32025.11 | 60.78 | 62.5 | 55.88 | 53.85 | 45.45 | |
| Qwen3-embedding2025.11 | 59.57 | 54.17 | 63.16 | 61.11 | 77.42 | |
| BGE-M32025.11 | 55.88 | 46.97 | 48.94 | 56.9 | 51.92 | |
| Qwen3-embedding2025.11 | 55.17 | 50 | 65.31 | 57.69 | 62.79 |