bart-large-xsum-samsum Open-source Model - Free Deployment to Help You Generate Dialogue Summaries Efficiently

Bart Large Xsum Samsum

Developed by knkarthick

This model is a BART-large-xsum model fine-tuned on the Samsum dataset, specifically designed for dialogue summarization tasks.

Text Generation

Transformers

EnglishOpen Source License:Apache-2.0 #Dialogue Summarization #High ROUGE Scores #BART Fine-tuning

Downloads 14

Release Time : 3/2/2022

Model Overview

By fine-tuning the BART-large-xsum model on the Samsum dataset, this model achieves efficient dialogue summarization capabilities, extracting key information from conversations and generating concise summaries.

Model Features

Efficient Dialogue Summarization

Optimized specifically for dialogue data, accurately capturing key information in conversations.

Based on BART Architecture

Leverages the powerful sequence-to-sequence learning capabilities of BART-large-xsum.

High-Quality Summary Generation

Performs exceptionally well on the Samsum dataset, with outstanding ROUGE metrics.

Model Capabilities

Dialogue Summarization

Text Compression

Key Information Extraction

Use Cases

Dialogue Processing

Customer Service Dialogue Summarization

Automatically generates summaries of key issues from customer service conversations.

Improves customer service efficiency and facilitates issue tracking.

Meeting Minutes Summarization

Extracts key decisions and action items from meeting dialogues.

Simplifies meeting documentation and highlights important content.

Property	Details
Model Name	bart-large-xsum-samsum
Task 1 Name	Abstractive Text Summarization
Task 1 Type	abstractive-text-summarization
Task 1 Dataset Name	'SAMSum Corpus: A Human - annotated Dialogue Dataset for Abstractive Summarization'
Task 1 Dataset Type	samsum
Task 1 Metrics (Validation ROUGE - 1)	54.3921
Task 1 Metrics (Validation ROUGE - 2)	29.8078
Task 1 Metrics (Validation ROUGE - L)	45.1543
Task 1 Metrics (Test ROUGE - 1)	53.3059
Task 1 Metrics (Test ROUGE - 2)	28.355
Task 1 Metrics (Test ROUGE - L)	44.0953
Task 2 Name	Summarization
Task 2 Type	summarization
Task 2 Dataset Name	samsum
Task 2 Dataset Type	samsum
Task 2 Dataset Config	samsum
Task 2 Dataset Split	train
Task 2 Metrics (ROUGE - 1)	46.2492
Task 2 Metrics (ROUGE - 2)	21.346
Task 2 Metrics (ROUGE - L)	37.2787
Task 2 Metrics (ROUGE - LSUM)	42.1317
Task 2 Metrics (loss)	1.6859958171844482
Task 2 Metrics (gen_len)	23.7103

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Bart Large Xsum Samsum

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