Information Retrieval on FiQA 2018
0.7205MRR@10LLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLMLLM Backbone=Qwen3-embedding, Space Type=LLM, Space=1.0x, Time (Other)=0.28s, Time (Search)=0.46s2026.01 | 0.7205 | — | — | — | 0.6466 | |
| IKELLM Backbone=Qwen3-embedding, Space Type=IKE, psi=15, Space=8x reduction, Time (Other)=0.24s, Time (Search)=0.069s2026.01 | 0.7095 | — | — | — | 0.6317 | |
| LLMLLM Backbone=LLM2Vec, Space Type=LLM, Space=1.0x, Time (Other)=0.29s, Time (Search)=0.47s2026.01 | 0.6033 | — | — | — | 0.5349 | |
| IKELLM Backbone=LLM2Vec, Space Type=IKE, psi=6, Space=8x reduction, Time (Other)=0.20s, Time (Search)=0.063s2026.01 | 0.5997 | — | — | — | 0.5259 | |
| Attribution-guided LLM rewriting (GLLM)Retriever=SPLADE, k=@1002026.02 | — | 0.389 | 0.28 | 0.013 | — | |
| Attribution-guided LLM rewriting (GLLM)Retriever=TCT-ColBERT, k=@1002026.02 | — | 0.433 | 0.309 | 0.017 | — | |
| Original Query (Org)Retriever=SPLADE, k=@1002026.02 | — | 0.398 | 0.284 | 0.015 | — |