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Long T5 Tglobal Base Sci Simplify Elife

Developed by pszemraj
A model based on the Long-T5 architecture, specifically designed for generating popular summaries of scientific papers, transforming complex research content into text understandable by non-specialists.
Downloads 22.98k
Release Time : 4/8/2023

Model Overview

This model is a Long-T5 model fine-tuned on a dataset of biomedical paper abstracts, focusing on generating easy-to-understand summaries of scientific research.

Model Features

Long text processing capability
Based on the Long-T5 architecture, it can effectively process long document inputs.
Scientific content simplification
Specifically simplifies scientific paper content by removing technical jargon.
Biomedical domain optimization
Fine-tuned on PubMed/biomedical science paper datasets.

Model Capabilities

Long text summarization
Technical content simplification
Scientific paper comprehension

Use Cases

Academic research
Popular summary generation for papers
Generates summaries of biomedical research papers that are understandable by non-specialists
Achieved a Rouge1 score of 38.55 on the evaluation set
Science communication
Popularization of research content
Transforms complex scientific research into layman's terms
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