Camembert Base Squadfr Fquad Piaf

🚀 camembert-base-squadFR-fquad-piaf

这是一个法语问答模型，基于基础的 CamemBERT 模型，在三个法语问答数据集的组合上进行了微调，能够有效处理法语问答任务，为法语相关的信息检索和问答场景提供支持。

🚀 快速开始

该模型是一个法语问答模型，使用基础的 CamemBERT 在三个法语问答数据集的组合上进行了微调：

1. PIAFv1.1
2. FQuADv1.0
3. SQuAD-FR (SQuAD自动翻译成法语)

📦 安装指南

暂未提及安装步骤，若有需要可参考相关依赖库的安装方式。

💻 使用示例

基础用法

from transformers import pipeline

nlp = pipeline('question-answering', model='etalab-ia/camembert-base-squadFR-fquad-piaf', tokenizer='etalab-ia/camembert-base-squadFR-fquad-piaf')

nlp({
    'question': "Qui est Claude Monet?",
    'context': "Claude Monet, né le 14 novembre 1840 à Paris et mort le 5 décembre 1926 à Giverny, est un peintre français et l’un des fondateurs de l'impressionnisme."
})

🔧 技术细节

训练超参数

python run_squad.py \
--model_type camembert \
--model_name_or_path camembert-base \
--do_train --do_eval \
--train_file data/SQuAD+fquad+piaf.json \
--predict_file data/fquad_valid.json \
--per_gpu_train_batch_size 12 \ 
--learning_rate 3e-5 \ 
--num_train_epochs 4 \  
--max_seq_length 384 \ 
--doc_stride 128 \
--save_steps 10000 

评估结果

FQuAD v1.0 评估

{"f1": 79.81, "exact_match": 55.14}

SQuAD-FR 评估

{"f1": 80.61, "exact_match": 59.54}

📄 鸣谢

本工作使用了 GENCI–IDRIS 的 HPC 资源（授权号 2020 - AD011011224）。

📖 引用信息

PIAF

@inproceedings{KeraronLBAMSSS20,
  author    = {Rachel Keraron and
               Guillaume Lancrenon and
               Mathilde Bras and
               Fr{\'{e}}d{\'{e}}ric Allary and
               Gilles Moyse and
               Thomas Scialom and
               Edmundo{-}Pavel Soriano{-}Morales and
               Jacopo Staiano},
  title     = {Project {PIAF:} Building a Native French Question-Answering Dataset},
  booktitle = {{LREC}},
  pages     = {5481--5490},
  publisher = {European Language Resources Association},
  year      = {2020}
}

FQuAD

@article{dHoffschmidt2020FQuADFQ,
  title={FQuAD: French Question Answering Dataset},
  author={Martin d'Hoffschmidt and Maxime Vidal and Wacim Belblidia and Tom Brendl'e and Quentin Heinrich},
  journal={ArXiv},
  year={2020},
  volume={abs/2002.06071}
}

SQuAD-FR

 @MISC{kabbadj2018,
   author =       "Kabbadj, Ali",
   title =        "Something new in French Text Mining and Information Extraction (Universal Chatbot): Largest Q&A French training dataset (110 000+) ",
   editor =       "linkedin.com",
   month =        "November",
   year =         "2018",
   url =          "\url{https://www.linkedin.com/pulse/something-new-french-text-mining-information-chatbot-largest-kabbadj/}",
   note =         "[Online; posted 11-November-2018]",
 }

CamemBERT

HF 模型卡片 : https://huggingface.co/camembert-base

@inproceedings{martin2020camembert,
  title={CamemBERT: a Tasty French Language Model},
  author={Martin, Louis and Muller, Benjamin and Su{\'a}rez, Pedro Javier Ortiz and Dupont, Yoann and Romary, Laurent and de la Clergerie, {\'E}ric Villemonte and Seddah, Djam{\'e} and Sagot, Beno{\^\i}t},
  booktitle={Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics},
  year={2020}
}