bart-large-cnn-samsum Open-source Resume Summary Generation Model - Free Deployment for Efficient Resume Summary Generation

Bart Large Cnn Samsum Rescom Finetuned Resume Summarizer 9 Epoch Tweak

Developed by Ameer05

A resume summary generation model fine-tuned based on BART-large architecture, with excellent performance on ROUGE metrics

Text Generation

Transformers

#Resume Summary Generation #High ROUGE Score #BART Fine-tuning

Downloads 19

Release Time : 3/10/2022

Model Overview

This model is a text generation model fine-tuned for resume summarization tasks, capable of extracting key information from resume texts to generate concise summaries

Model Features

Efficient Summary Generation

Optimized through 9 epochs of fine-tuning, achieving high scores on ROUGE metrics

Domain-Specific Adaptation

Specially optimized for the characteristics of resume texts

Mixed Precision Training

Utilizes native AMP technology to accelerate the training process

Model Capabilities

Text Summarization

Key Information Extraction

Resume Content Compression

Use Cases

Human Resources

Resume Screening

Automatically generates resume summaries to help HR quickly screen candidates

ROUGE-1 score of 59.76, effectively retaining key information

Job Search Assistance

Resume Optimization

Automatically generates resume summaries to help job seekers highlight core strengths

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
No log	0.91	5	2.0185	52.2186	45.4675	49.3152	51.9415
No log	1.91	10	1.6571	60.7728	52.8611	57.3487	60.1676
No log	2.91	15	1.5323	60.5674	52.2246	57.9846	60.073
No log	3.91	20	1.4556	61.2167	53.5087	58.9609	60.893
1.566	4.91	25	1.4632	62.918	55.4544	60.7116	62.6614
1.566	5.91	30	1.4360	60.4173	52.5859	57.8131	59.8864
1.566	6.91	35	1.4361	61.4273	53.9663	59.4445	60.9672
1.566	7.91	40	1.4477	60.3401	52.7276	57.7504	59.8209
0.6928	8.91	45	1.4511	59.76	52.1999	57.3631	59.3075

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Bart Large Cnn Samsum Rescom Finetuned Resume Summarizer 9 Epoch Tweak

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 bart-large-cnn-samsum-rescom-finetuned-resume-summarizer-9-epoch-tweak

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

🔧 Technical Details

Training procedure

Training hyperparameters

Training results

Framework versions