Codesota · Natural Language Processing · Text Ranking · MS MARCOTasks/Natural Language Processing/Text Ranking
Text Ranking · benchmark dataset · 2016 · EN

MS MARCO.

Large-scale passage ranking benchmark from Bing search queries

Submit a result ↵
§ 01 · Leaderboard

Best published scores.

4 results indexed across 1 metric. Shaded row marks current SOTA; ties broken by submission date.

Primary
mrr · higher is better
mrr@10
4 rows
#ModelOrgSubmittedPaper / codemrr@10
01RankLLaMA-7BOSSCastorini (Waterloo)Oct 2023Fine-Tuning LLaMA for Multi-Stage Text Retrieval41.80
02jina-reranker-v2-base-multilingualOSSJina AIJun 2024arxiv41.20
03ColBERTv2OSSStanfordJul 2022ColBERTv2: Effective and Efficient Retrieval via Lightwe…39.70
04MonoT5-3BOSSCastorini (Waterloo)Nov 2020Document Ranking with a Pretrained Sequence-to-Sequence …39
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 04 · Literature

3 papers
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result ↵Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies