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Easy-to-Read Generation for Cognitive Impaired People

Introduction

This project addresses the digital divide by focusing on text generation for people with cognitive disabilities. It introduces the ETR-fr dataset, which contains 523 pairs of French texts aligned with the Easy-to-Read (ETR) European standard. ETR texts use simple vocabulary, clear structure, concrete examples, and contextual summaries to meet the needs of this population. Additionally, the project presents a generative model fine-tuned using LoRA on the mBARTHez backbone. The model demonstrates strong performance in generating ETR content compared to full fine-tuning and Prefix-Tuning on BARTHez, Mistral-7B and mBART. The findings highlight the effectiveness of computer-aided text generation for this purpose.

Available Adapters and Models

Model LoRA Prefix Full Fine-Tuning
mBART Link (104.8 MB) Link (147.6 MB) Link (2.1 GB)
mBARThez Link (105.0 MB) Link (577.4 MB) Link (1.7 GB)
mT5 Link (78.8 MB) Link (218.4 MB) Link (1.8 GB)
Mistral-7B Link (278.9 MB) Link (2.0 GB) -

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