Reading Comprehension on QuALITY (Accuracy)
61.78AccuracyEraRAG
Evaluation results
| Method | Links | |
|---|---|---|
| EraRAGBase LLM=Qwen3-8B2026.06 | 61.78 | |
| RAPTORBase LLM=Qwen3-8B2026.06 | 60.87 | |
| EraRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 60.79 | |
| HyGRAGBase LLM=Qwen3-8B2026.06 | 60.67 | |
| HyGRAG +InferenceBackbone=Llama-3.1-8B-Instruct2026.06 | 59.79 | |
| HyGRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 59.49 | |
| VanillaRAGBase LLM=Qwen3-8B2026.06 | 59.28 | |
| L-GraphRAGBase LLM=Qwen3-8B2026.06 | 58.75 | |
| L-LightRAGBase LLM=Qwen3-8B2026.06 | 58.41 | |
| RAPTOR-KBackbone=Llama-3.1-8B-Instruct2026.06 | 58.34 | |
| RAPTORBackbone=Llama-3.1-8B-Instruct2026.06 | 58.08 | |
| HippoRAGBase LLM=Qwen3-8B2026.06 | 56.65 | |
| VanillaRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 56.38 | |
| HiRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 55.83 | |
| L-GraphRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 50.01 | |
| L-LightRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 48.05 | |
| HippoRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 46.1 | |
| HippoRAG2Backbone=Llama-3.1-8B-Instruct2026.06 | 45.98 | |
| HippoRAG2Base LLM=Qwen3-8B2026.06 | 42.53 | |
| H-LightRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 38.6 | |
| ArchRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 37.77 | |
| CoTBase LLM=Qwen3-8B2026.06 | 36.06 | |
| Zero-shotBase LLM=Qwen3-8B2026.06 | 34.78 | |
| CoTBackbone=Llama-3.1-8B-Instruct2026.06 | 33.83 | |
| Zero-shotBackbone=Llama-3.1-8B-Instruct2026.06 | 33.54 | |
| G-LightRAGBackbone=Llama-3.1-8B-Instruct2026.06 | 30.53 |