bart-large-cnn-samsum-rescom Open-source Text Summarization Generation Model - Efficiently Generate Refined Text Content

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Bart Large Cnn Samsum Rescom Finetuned Resume Summarizer 10 Epoch Tweak Lr 8 10 1

Developed by Ameer05

A text summarization model fine-tuned based on the BART-large architecture, performing well on ROUGE metrics

Text Generation

Transformers

#Resume Summary Generation #ROUGE Optimization #Low-resource Fine-tuning

Downloads 18

Release Time : 3/8/2022

Model Overview

This model is a pre-trained model specifically designed for text summarization, fine-tuned on specific datasets, and excels at extracting key information from long texts to generate concise summaries

Model Features

Efficient Summarization

Capable of quickly and accurately extracting key information from long texts and generating concise summaries

Fine-tuning Optimization

Fine-tuned on specific datasets, improving summary quality in target domains

Excellent ROUGE Metrics

Achieved a Rouge1 score of 58.38 on the validation set, indicating high summary quality

Model Capabilities

Text Summarization Generation

Long Text Compression

Key Information Extraction

Use Cases

Document Processing

Resume Summary Generation

Extract key information from lengthy resumes to generate concise summaries

A Rouge1 score of 58.38 indicates good summary quality

Meeting Minutes Generation

Compress lengthy meeting records into key point summaries

Content Creation

Article Summarization

Generate brief summaries for long articles

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
No log	0.91	5	2.0183	52.3098	45.5304	49.2759	51.7456
No log	1.91	10	1.6564	61.815	53.9035	58.4243	60.784
No log	2.91	15	1.5330	61.3032	54.12	58.9152	60.7178
No log	3.91	20	1.4539	63.3012	56.2987	61.0907	62.5217
1.5646	4.91	25	1.4578	62.4815	55.1453	60.3921	61.6067
1.5646	5.91	30	1.4284	61.5347	54.1271	58.8474	60.5427
1.5646	6.91	35	1.4467	61.5081	53.8512	59.2782	60.6928
1.5646	7.91	40	1.4653	59.5349	51.8208	56.5996	58.8211
0.6692	8.91	45	1.4740	57.2917	49.5416	54.8409	56.6276
0.6692	9.91	50	1.4855	58.3832	49.9973	55.3055	57.7139

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Bart Large Cnn Samsum Rescom Finetuned Resume Summarizer 10 Epoch Tweak Lr 8 10 1

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 bart-large-cnn-samsum-rescom-finetuned-resume-summarizer-10-epoch-tweak-lr-8-10-1

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions