Information Retrieval on TREC DL 23
98.11MRR@10IKE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IKELLM Backbone=LLM2Vec, Space Type=IKE, psi=3, Space=16x reduction, Time (Other)=2.23s, Time (Search)=0.16s2026.01 | 98.11 | 71.78 | |
| LLMLLM Backbone=LLM2Vec, Space Type=LLM, Space=1.0x, Time (Other)=5.11s, Time (Search)=0.90s2026.01 | 97.56 | 73.1 | |
| IKELLM Backbone=Qwen3-embedding, Space Type=IKE, psi=6, Space=8x reduction, Time (Other)=2.91s, Time (Search)=0.32s2026.01 | 96.93 | 72.78 | |
| LLMLLM Backbone=Qwen3-embedding, Space Type=LLM, Space=1.0x, Time (Other)=5.08s, Time (Search)=0.84s2026.01 | 95.73 | 73.79 |