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bert-base-mdoc-hdct
Luyu/bert-base-mdoc-hdct
bert-base-mdoc-hdct 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 HDCT retriever on MS MARCO document dataset.
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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
- e5bb3df3
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 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.
Eval results
MRR @10: 0.434 on Dev. MRR @10: 0.382 on Eval.
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