readme: ---
  language:
  - en
  tags:
  - text reranking
  license: apache-2.0
  datasets:
  - MS MARCO document ranking
  ---
  
  # BERT Reranker for MS-MARCO Document Ranking
  
  ## Model description
  
  A text reranker trained for HDCT retriever on MS MARCO document dataset.
  
  ## Intended uses & limitations
  It is possible to work with other retrievers like BM25 but using aligned HDCT works the best.
  
  #### How to use
  See our [project repo page](https://github.com/luyug/Reranker).
  
  ## Eval results
  MRR @10: 0.434 on Dev.
  MRR @10: 0.382 on Eval.
  
  ### BibTeX entry and citation info
  
  ```bibtex
  @inproceedings{gao2021lce,
                 title={Rethink Training of BERT Rerankers in Multi-Stage Retrieval Pipeline}, 
                 author={Luyu Gao and Zhuyun Dai and Jamie Callan},
                 year={2021},
                 booktitle={The 43rd European Conference On Information Retrieval (ECIR)},
        
  }
  ```