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T5 Base Fr Qg Fquad

Developed by JDBN
A French Transformer model based on the T5 architecture, fine-tuned for three tasks: question generation, Q&A systems, and answer extraction, demonstrating excellent performance on the FQuAD validation dataset.
Downloads 335
Release Time : 3/2/2022

Model Overview

This model is a Transformer based on the T5 architecture, specifically fine-tuned for French in three tasks: question generation, Q&A systems, and answer extraction.

Model Features

Multitask fine-tuning
The model is specifically fine-tuned for three tasks: question generation, Q&A systems, and answer extraction, making it versatile.
French optimization
Fine-tuned on French corpora (FQuAD and PIAF datasets), optimized for French language contexts.
High performance
Demonstrates excellent BLEU and ROUGE metrics on the FQuAD validation set.

Model Capabilities

Text generation
Question generation
Q&A system
Answer extraction

Use Cases

Education
Automatic question generation
Automatically generates relevant questions based on given text, useful for preparing educational test materials.
Generated Q&A pairs achieve an F1 score of 67.306
Information retrieval
Document-based Q&A system
Builds a document-based Q&A system to help users quickly obtain information.
Exact match rate reaches 45.765
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