Multi-hop Question Answering on Dragonball DragBalance (test)
100RecallQwen3-32B
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Qwen3-32Bcategory=LLM-in-context, mode=Full-context Inference2026.01 | 100 | 0.02 | 65.73 | 25.13 | 9.02 | |
| Gemini-2.5-Flashcategory=LLM-in-context, mode=Full-context Inference2026.01 | 100 | 0.02 | 88.37 | 5.93 | 5.58 | |
| Gemini-2.5-Procategory=LLM-in-context, mode=Full-context Inference2026.01 | 100 | 0.02 | 91.05 | 5.5 | 3.45 | |
| FABLE(docs)selection_strategy=LLM-guided, bi_path_fusion=true, retrieval_unit=documents2026.01 | 85.8 | 0.76 | 92.07 | 5.37 | 2.52 | |
| FABLE(llm-docs)selection_strategy=LLM-guided only, bi_path_fusion=false, retrieval_unit=documents2026.01 | 85.55 | 3.46 | 92.01 | 4.88 | 3 | |
| FABLE(nodes)selection_strategy=LLM-guided, bi_path_fusion=true, retrieval_unit=nodes2026.01 | 84.55 | 1.76 | 89.39 | 5.98 | 4.61 | |
| FABLE(llm-nodes)selection_strategy=LLM-guided only, bi_path_fusion=false, retrieval_unit=nodes2026.01 | 77.3 | 18.6 | 84.78 | 10.98 | 4.22 | |
| BM25category=Traditional RAG2026.01 | 66.14 | 5.58 | 67.85 | 16.97 | 15.18 | |
| BGE-M3category=Traditional RAG2026.01 | 64.02 | 5.43 | 67.16 | 17.83 | 15.01 | |
| HippoRAG2category=Structure-Enhanced RAG2026.01 | 39.16 | 5.77 | 62.19 | 26.72 | 11 | |
| LongRefinercategory=Structure-Enhanced RAG2026.01 | 24.72 | 1.53 | 41.14 | 33.77 | 25.09 |