bart-large-cnn-samsum-rescom Open-source Resume Summary Generation Model - Efficiently Summarize Core Resume Content

Bart Large Cnn Samsum Rescom Finetuned Resume Summarizer 10 Epoch

Developed by Ameer05

A text summarization model based on the BART-large architecture, fine-tuned for 10 epochs on an unknown dataset, excelling in generating resume summaries.

Text Generation

Transformers

#Resume Summary Generation #High ROUGE Scores #Fine-tuned BART Model

Downloads 26

Release Time : 3/8/2022

Model Overview

This model is a text summarization model based on the BART-large architecture, fine-tuned on specific datasets, primarily used for generating high-quality text summaries, especially performing well in resume summarization scenarios.

Model Features

High-Quality Summary Generation

Performs excellently on ROUGE metrics, capable of generating coherent and informative summaries

Resume Summary Optimization

Specifically optimized for resume summarization scenarios (inferred)

Efficient Fine-Tuning

Carefully fine-tuned for 10 epochs, improving task-specific performance while maintaining model generalization

Model Capabilities

Text Summarization Generation

Long Text Compression

Key Information Extraction

Use Cases

Career Development

Resume Summary Generation

Automatically extracts key information from full resumes to generate concise summaries

ROUGE-1 score of 59.58, indicating high summary quality

Content Processing

Document Summarization

Generates concise summaries for long documents

ROUGE-L score of 57.00, showing good coherence

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
No log	0.91	5	2.0124	53.776	46.7427	50.7565	53.5502
No log	1.91	10	1.6353	61.8019	53.8614	58.9744	61.339
No log	2.91	15	1.5321	59.7045	51.5968	57.0823	59.2417
No log	3.91	20	1.4569	62.4379	54.5464	59.9202	61.9242
1.5608	4.91	25	1.4613	63.3808	55.8818	61.432	63.0208
1.5608	5.91	30	1.4321	59.6761	50.9812	56.7977	59.1214
1.5608	6.91	35	1.4753	62.6439	54.7158	60.3831	62.1046
1.5608	7.91	40	1.4783	60.2735	52.7462	57.77	59.9725
0.6428	8.91	45	1.4974	62.8691	54.9062	60.3496	62.5132
0.6428	9.91	50	1.5216	59.5791	51.3273	56.9984	59.1424

Property	Details
Model Type	bart-large-cnn-samsum-rescom-finetuned-resume-summarizer-10-epoch
Training Data	Unknown

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Bart Large Cnn Samsum Rescom Finetuned Resume Summarizer 10 Epoch

Model Overview

Model Features

Model Capabilities

Use Cases

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Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

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