|
--- |
|
language: pt |
|
license: mit |
|
tags: |
|
- msmarco |
|
- miniLM |
|
- pytorch |
|
- tensorflow |
|
- pt |
|
- pt-br |
|
datasets: |
|
- msmarco |
|
widget: |
|
- text: "Texto de exemplo em português" |
|
inference: false |
|
--- |
|
# mMiniLM-L6-v2 Reranker finetuned on mMARCO |
|
## Introduction |
|
mMiniLM-L6-v2-en-pt-msmarco-v2 is a multilingual miniLM-based model finetuned on a bilingual version of MS MARCO passage dataset. This bilingual dataset version is formed by the original MS MARCO dataset (in English) and a Portuguese translated version. In the v2 version, the Portuguese dataset was translated using Google Translate. |
|
Further information about the dataset or the translation method can be found on our [**mMARCO: A Multilingual Version of MS MARCO Passage Ranking Dataset**](https://arxiv.org/abs/2108.13897) and [mMARCO](https://github.com/unicamp-dl/mMARCO) repository. |
|
## Usage |
|
```python |
|
from transformers import AutoTokenizer, AutoModel |
|
|
|
model_name = 'unicamp-dl/mMiniLM-L6-v2-en-pt-msmarco-v2' |
|
tokenizer = AutoTokenizer.from_pretrained(model_name) |
|
model = AutoModel.from_pretrained(model_name) |
|
|
|
``` |
|
# Citation |
|
If you use mMiniLM-L6-v2-en-pt-msmarco-v2, please cite: |
|
|
|
@misc{bonifacio2021mmarco, |
|
title={mMARCO: A Multilingual Version of MS MARCO Passage Ranking Dataset}, |
|
author={Luiz Henrique Bonifacio and Vitor Jeronymo and Hugo Queiroz Abonizio and Israel Campiotti and Marzieh Fadaee and Roberto Lotufo and Rodrigo Nogueira}, |
|
year={2021}, |
|
eprint={2108.13897}, |
|
archivePrefix={arXiv}, |
|
primaryClass={cs.CL} |
|
} |
|
|
