Information Retrieval on MS MARCO TREC Deep Learning
0.713DL19 ScoreADORE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ADORECategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.713 | 0.712 | 0.383 | |
| BGE-base-en-v1.5Category=Dense2026.06 | 0.702 | 0.677 | 0.379 | |
| ThinkQECategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.697 | 0.683 | 0.372 | |
| MUGICategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.695 | 0.658 | 0.365 | |
| Query2Doc (FS)Category=Query Expansions w/ BM25, Backbone LLM=GPT-4.1, Mode=Few-Shot2026.06 | 0.69 | 0.675 | 0.356 | |
| CSQECategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.69 | 0.655 | 0.366 | |
| Query2Doc (ZS)Category=Query Expansions w/ BM25, Backbone LLM=GPT-4.1, Mode=Zero-Shot2026.06 | 0.687 | 0.663 | 0.35 | |
| QA-ExpandCategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.683 | 0.642 | 0.302 | |
| Query2Doc (CoT)Category=Query Expansions w/ BM25, Backbone LLM=GPT-4.1, Mode=CoT2026.06 | 0.653 | 0.624 | 0.329 | |
| ANCECategory=Dense2026.06 | 0.645 | 0.646 | 0.334 | |
| LameRCategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.637 | 0.653 | 0.356 | |
| DPRCategory=Dense2026.06 | 0.622 | 0.653 | — | |
| Contriever-FTCategory=Dense2026.06 | 0.621 | 0.632 | 0.396 | |
| Query2ECategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.594 | 0.576 | 0.345 | |
| GenQREnsembleCategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.559 | 0.553 | 0.27 | |
| GenQRCategory=Query Expansions w/ BM25, Backbone LLM=GPT-4.12026.06 | 0.548 | 0.537 | 0.292 | |
| BM25 + RM3Category=Sparse2026.06 | 0.515 | 0.492 | 0.264 | |
| BM25Category=Sparse2026.06 | 0.506 | 0.48 | 0.285 |