Passage Ranking on TREC DL 2019
0.751NDCG@10RetroMAEv2+distll
Evaluation Results
| Method | Links | |
|---|---|---|
| RetroMAEv2+distllSize=110M, FT.=distill2023.12 | 0.751 | |
| DupMAE (stage 3)Fine-tuning strategy=distill2022.11 | 0.7509 | |
| uniCOIL-ColBERTV2-CQSpace=10.2GB (1x), Mechanism=re-ranking, Retriever=uniCOIL, M=16, K=2562022.03 | 0.746 | |
| LLaMA2-RepLLaMASize=7B, FT.=hard2023.12 | 0.743 | |
| LLaMA2-Llama2VecSize=7B, FT.=hard2023.12 | 0.734 | |
| SPLADEv2Fine-tuning strategy=distill2022.11 | 0.729 | |
| TAS-BSize=55M, FT.=distill2023.12 | 0.722 | |
| coCondenserFine-tuning strategy=hard2022.11 | 0.717 | |
| coCondenserSize=110M, FT.=hard2023.12 | 0.717 | |
| SimLMFine-tuning strategy=distill2022.11 | 0.714 | |
| SimLM+distillSize=110M, FT.=distill2023.12 | 0.714 | |
| DupMAE (stage 2)Fine-tuning strategy=hard2022.11 | 0.7128 | |
| TAS-BFine-tuning strategy=distill2022.11 | 0.712 | |
| DebiasFirstOrder=Shuffle, First-stage retriever=Contriever2026.04 | 0.711 | |
| OpenAI-Ada-0022023.12 | 0.704 | |
| DebiasFirstOrder=Original, First-stage retriever=Contriever2026.04 | 0.7 | |
| ListT5(r=2)Order=Original, First-stage retriever=Contriever2026.04 | 0.699 | |
| CondenserFine-tuning strategy=hard2022.11 | 0.698 | |
| CondenserSize=110M, FT.=hard2023.12 | 0.698 | |
| SimLMSize=110M, FT.=hard2023.12 | 0.698 | |
| RankZephyrOrder=Shuffle, First-stage retriever=Contriever2026.04 | 0.696 | |
| RankZephyrOrder=Original, First-stage retriever=Contriever2026.04 | 0.693 | |
| ListT5(r=2)Order=Shuffle, First-stage retriever=Contriever2026.04 | 0.69 | |
| ADOREFine-tuning strategy=hard2022.11 | 0.683 | |
| ADORESize=110M, FT.=hard2023.12 | 0.683 | |
| FirstOrder=Original, First-stage retriever=Contriever2026.04 | 0.682 | |
| RetroMAEFine-tuning strategy=distill2022.11 | 0.681 | |
| RetroMAE+distillSize=110M, FT.=distill2023.12 | 0.681 | |
| First modelOrder=Shuffle, First-stage retriever=Contriever2026.04 | 0.673 | |
| ANCEFine-tuning strategy=hard2022.11 | 0.648 | |
| ANCESize=125M, FT.=hard2023.12 | 0.648 | |
| BM252023.12 | 0.506 |