Question Answering on HolisQA Biology
34.8F1 ScoreHugRAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HugRAGBackbone LLM=gpt-5-nano2026.02 | 34.8 | 61.97 | 59.99 | |
| LeanRAGBackbone LLM=gpt-5-nano2026.02 | 33.82 | 58.43 | 56.1 | |
| CausalRAGBackbone LLM=gpt-5-nano2026.02 | 33.5 | 51.2 | 58.9 | |
| StandardRAGBackbone LLM=gpt-5-nano2026.02 | 28.31 | 42.69 | 57.58 | |
| GraphRAG LocalBackbone LLM=gpt-5-nano2026.02 | 22.21 | 41.88 | 52.73 | |
| GraphRAG GlobalBackbone LLM=gpt-5-nano2026.02 | 20.67 | 40.9 | 52.41 | |
| BM25Backbone LLM=gpt-5-nano2026.02 | 19.61 | 43.02 | 52.32 | |
| LightRAGBackbone LLM=gpt-5-nano2026.02 | 17.7 | 41.24 | 50.32 | |
| HippoRAG2Backbone LLM=gpt-5-nano2026.02 | 12.6 | 16.85 | 44.56 | |
| NaiveGenerationBackbone LLM=gpt-5-nano2026.02 | 11.71 | 0 | 45.76 |