T5 Base Fr Qg Fquad

🚀 T5 Question Generation and Question Answering

This model is a T5-based solution designed for question generation and answering. It offers a reliable approach to handling text-related tasks, achieving good results on specific datasets.

🚀 Quick Start

from transformers import T5ForConditionalGeneration, T5Tokenizer
model = T5ForConditionalGeneration.from_pretrained("JDBN/t5-base-fr-qg-fquad")
tokenizer = T5Tokenizer.from_pretrained("JDBN/t5-base-fr-qg-fquad")

✨ Features

Model description

This model is a T5 Transformers model (airklizz/t5-base-multi-fr-wiki-news) that was fine-tuned in French on three different tasks:

• Question generation
• Question answering
• Answer extraction

It achieves quite good results on the FQuAD validation dataset.

Intended uses & limitations

This model is designed for the three tasks mentioned earlier and has not been tested on other tasks.

📦 Installation

No specific installation steps are provided in the original document.

💻 Usage Examples

Basic Usage

from transformers import T5ForConditionalGeneration, T5Tokenizer
model = T5ForConditionalGeneration.from_pretrained("JDBN/t5-base-fr-qg-fquad")
tokenizer = T5Tokenizer.from_pretrained("JDBN/t5-base-fr-qg-fquad")

📚 Documentation

Training data

The initial model used was https://huggingface.co/airKlizz/t5-base-multi-fr-wiki-news. This model was fine-tuned on a dataset composed of FQuAD and PIAF for the three tasks mentioned previously.

The data were preprocessed as follows:

• Question generation: "generate question: Barack Hussein Obama, né le 4 aout 1961, est un homme politique américain et avocat. Il a été élu en 2009 pour devenir le 44ème président des Etats-Unis d'Amérique."
• Question answering: "question: Quand Barack Hussein Obama a-t-il été élu président des Etats-Unis d’Amérique? context: Barack Hussein Obama, né le 4 aout 1961, est un homme politique américain et avocat. Il a été élu en 2009 pour devenir le 44ème président des Etats-Unis d’Amérique."
• Answer extraction: "extract_answers: Barack Hussein Obama, né le 4 aout 1961, est un homme politique américain et avocat. Il a été élu en 2009 pour devenir le 44ème président des Etats-Unis d’Amérique ."

The preprocessing used was implemented in https://github.com/patil-suraj/question_generation.

Eval results

On FQuAD validation set

Question Answering metrics

For these metrics, the performance of this question answering model (https://huggingface.co/illuin/camembert-base-fquad) on FQuAD original questions and on T5-generated questions are compared.

BibTeX entry and citation info

@misc{githubPatil,
author = {Patil Suraj},
title = {question generation GitHub repository},
year = {2020},
howpublished={\url{https://github.com/patil-suraj/question_generation}}
}

@article{T5,
    title={Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer},
    author={Colin Raffel and Noam Shazeer and Adam Roberts and Katherine Lee and Sharan Narang and Michael Matena and Yanqi Zhou and Wei Li and Peter J. Liu},
    year={2019},
    eprint={1910.10683},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}

@misc{dhoffschmidt2020fquad,
      title={FQuAD: French Question Answering Dataset}, 
      author={Martin d'Hoffschmidt and Wacim Belblidia and Tom Brendlé and Quentin Heinrich and Maxime Vidal},
      year={2020},
      eprint={2002.06071},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}