BARTxiv Open-Source Summary Generation Model - Free Deployment to Assist in Rapid Academic Paper Summary Generation

Bartxiv

Developed by JustinDu

BARTxiv is a summarization generation model fine-tuned on the arxiv-summarization dataset based on facebook/bart-large-cnn, specializing in academic paper summarization tasks.

Text Generation

Transformers

EnglishOpen Source License:MIT #arXiv paper summarization #BART fine-tuning #Academic text compression

Downloads 43

Release Time : 1/2/2023

Model Overview

This model is specifically designed for generating academic paper summaries, achieving Rouge1 41.70 and Rouge2 15.13 on the arxiv-summarization validation set.

Model Features

Academic paper summarization optimization

A summarization generation model specifically optimized and trained for arXiv academic papers

Based on BART architecture

Utilizes the BART-large architecture with powerful sequence-to-sequence generation capabilities

Efficient fine-tuning

Underwent 9 rounds of efficient fine-tuning on the arxiv-summarization dataset

Model Capabilities

Academic paper summarization generation

Long text compression

Key information extraction

Use Cases

Academic research

Automatic paper summarization

Generates concise and accurate summaries for academic papers on platforms like arXiv

Achieved Rouge1 41.70 on the validation set

Research literature preprocessing

Helps researchers quickly understand the core content of papers

Property	Details
Library Name	transformers
Tags	summarization, bart
Datasets	ccdv/arxiv-summarization
Model Name	BARTxiv

Metric	Value
rouge1	41.70204016592095
rouge2	15.134827404979639

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
1.24	1.0	1073	1.24	38.32	12.80	20.55	34.50
1.04	2.0	2146	1.04	39.65	13.74	21.28	35.83
0.979	3.0	3219	0.98	40.19	14.30	21.87	36.38
0.970	4.0	4292	0.97	40.87	14.44	22.14	36.89
0.918	5.0	5365	0.92	41.17	14.94	22.54	37.40
0.901	6.0	6438	0.90	41.02	14.65	22.46	37.05
0.889	7.0	7511	0.89	41.32	15.09	22.64	37.42
0.900	8.0	8584	0 .90	41.23	15.02	22.67	37.28
0.869	9.0	9657	0.87	41.70	15.13	22.85	37.77

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Bartxiv

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