Luyu commited on
Commit
2d60e99
1 Parent(s): 49d45ff

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +38 -0
README.md ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - en
4
+ tags:
5
+ - text reranking
6
+ license: Apache License 2.0
7
+ datasets:
8
+ - MS MARCO document ranking
9
+ ---
10
+
11
+ # BERT Reranker for MS-MARCO Document Ranking
12
+
13
+ ## Model description
14
+
15
+ A text reranker trained for BM25 retriever on MS MARCO document dataset.
16
+
17
+ ## Intended uses & limitations
18
+ It is possible to work with other retrievers like but using aligned BM25 works the best.
19
+
20
+ 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).
21
+
22
+ #### How to use
23
+ See our [project repo page](https://github.com/luyug/Reranker).
24
+
25
+ ## Eval results
26
+ MRR @10: 0.423 on Dev.
27
+
28
+ ### BibTeX entry and citation info
29
+
30
+ ```bibtex
31
+ @inproceedings{gao2021lce,
32
+ title={Rethink Training of BERT Rerankers in Multi-Stage Retrieval Pipeline},
33
+ author={Luyu Gao and Zhuyun Dai and Jamie Callan},
34
+ year={2021},
35
+ booktitle={The 43rd European Conference On Information Retrieval (ECIR)},
36
+
37
+ }
38
+ ```