Information Retrieval on Nfcorpus (NDCG, MAP, P)
47.6NDCGAttribution-guided LLM rewriting (GLLM)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Attribution-guided LLM rewriting (GLLM)Retriever=TCT-ColBERT, k=@12026.02 | 47.6 | 5.6 | 49.5 | |
| Attribution-guided LLM rewriting (GLLM)Retriever=SPLADE, k=@12026.02 | 46.1 | 5.9 | 47.6 | |
| Original Query (Org)Retriever=TCT-ColBERT, k=@12026.02 | 44.4 | 5.4 | 46.4 | |
| Original Query (Org)Retriever=SPLADE, k=@12026.02 | 43.3 | 5.5 | 44.2 | |
| LLM-only Rewriting (LLM)Retriever=SPLADE, k=@12026.02 | 39.4 | 4.6 | 40.2 | |
| Attribution-guided LLM rewriting (GLLM)Retriever=TCT-ColBERT, k=@102026.02 | 39.4 | 15.2 | 31.3 | |
| Attribution-guided LLM rewriting (GLLM)Retriever=SPLADE, k=@102026.02 | 36.4 | 12.3 | 24.8 | |
| Top-Attribution Tokens (Tkn)Retriever=SPLADE, k=@12026.02 | 26 | 2.6 | 27.2 |