Downloads · 30 days
41
0% of all-time downloads
bert-base-mdoc-bm25
Luyu/bert-base-mdoc-bm25
bert-base-mdoc-bm25 is a text classification model from Luyu. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.
A text reranker trained for BM25 retriever on MS MARCO document dataset.
All-time downloads
65.6K
Public
Repo size
1.3 GB
Likes
1
Public
Repo makeup
Click a slice to open those files.
.bin438 MB · 50%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Sep 22, 2021
- SHA
- b03a0fb2
Try a prompt
Model card
From the Hugging Face model README
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.
How to use
See our project repo page.
Eval results
MRR @10: 0.423 on Dev.
BibTeX entry and citation info
@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)},
}
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Languages
- en
- Created
- Mar 2, 2022
- Updated
- Sep 22, 2021