Hypergraph of Text Construction on MultiHop-RAG
0.362Effort RatioLLM-doc
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLM-docNumber of Hyperedges=2,1552026.04 | 0.362 | 0.385 | |
| All-Words top 1%Number of Hyperedges=2322026.04 | 0.523 | 0.199 | |
| All-Words top 5%Number of Hyperedges=1,1602026.04 | 0.582 | 0 | |
| Two-step LLMNumber of Hyperedges=5,3112026.04 | 0.596 | 0.014 | |
| Two-step LLM (pruned)Number of Hyperedges=2,0842026.04 | 0.598 | 0.015 | |
| LLM-sentenceNumber of Hyperedges=21,2952026.04 | 0.919 | 0 | |
| Random HG (200)Number of Hyperedges=2002026.04 | 0.989 | 0.037 | |
| Random HG (1600)Number of Hyperedges=1,6002026.04 | 0.991 | 0 | |
| Random HG (800)Number of Hyperedges=8002026.04 | 1.002 | 0 |