Create README.md

README.md

@@ -0,0 +1,38 @@
+---
+language: 
+- en
+tags:
+- text reranking
+license: Apache License 2.0
+datasets:
+- MS MARCO document ranking
+---
+
+# BERT Reranker for MS-MARCO Document Ranking
+
+## Model description
+
+A text reranker trained for BM25 retriever on MS MARCO document dataset.
+
+## Intended uses & limitations
+It is possible to work with other retrievers like but using aligned BM25 works the best.
+
+We used anserini toolkit's BM25 implementation and indexed with tuned parameters (k1=3.8, b=0.87) following [this instruction](https://github.com/castorini/anserini/blob/master/docs/experiments-msmarco-doc.md).
+
+#### How to use
+See our [project repo page](https://github.com/luyug/Reranker).
+
+## Eval results
+MRR @10: 0.423 on Dev.
+
+### 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)},
+      
+}
+```