mt5-small-finetuned-cnndailymail-en Open-source Abstract Generation Model - Deploy for Free to Smartly Extract Content Points

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Mt5 Small Finetuned Cnndailymail En

Developed by Skier8402

A summarization model fine-tuned on the cnn_dailymail dataset based on google/mt5-small

Text Generation

Transformers

Open Source License:Apache-2.0 #News Summarization #Lightweight MT5 #English Text Processing

Downloads 16

Release Time : 2/23/2024

Model Overview

This model is a sequence-to-sequence model optimized for English news summarization tasks, capable of extracting key information from news articles to generate concise summaries.

Model Features

News Summarization Optimization

Fine-tuned specifically for the CNN/DailyMail news dataset, excels at extracting key information from news articles

Lightweight Model

Based on the mt5-small architecture, it maintains good performance while requiring lower computational resources

Multi-round Training Optimization

Fine-tuned over 10 rounds with gradual improvement in ROUGE metrics

Model Capabilities

Text Summarization

News Content Compression

Key Information Extraction

Use Cases

News Media

Automatic News Summarization

Generates concise summaries for long news articles

ROUGE-1 score 0.2945

Content Preview Generation

Generates article previews for news aggregation platforms

Research Assistance

Literature Summarization

Helps researchers quickly grasp the core content of lengthy documents

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
3.108	1.0	6250	2.1633	0.2817	0.1398	0.2595	0.2633
2.3974	2.0	12500	2.0337	0.2894	0.1451	0.2671	0.2709
2.2688	3.0	18750	1.9802	0.2906	0.1454	0.2682	0.2720
2.1937	4.0	25000	1.9602	0.2899	0.1451	0.2674	0.2711
2.1403	5.0	31250	1.9341	0.2882	0.1442	0.2663	0.2702
2.1005	6.0	37500	1.9161	0.2931	0.1477	0.2705	0.2743
2.071	7.0	43750	1.9145	0.2929	0.1487	0.2706	0.2745
2.0476	8.0	50000	1.9088	0.2940	0.1495	0.2715	0.2752
2.0323	9.0	56250	1.9074	0.2943	0.1497	0.2717	0.2755
2.0203	10.0	62500	1.9001	0.2945	0.1496	0.2717	0.2755

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Mt5 Small Finetuned Cnndailymail En

Model Overview

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