AraBART-finetuned-wiki-ar Open-source Translation Model - Free and Support High-quality Arabic Translation

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Arabart Finetuned Wiki Ar

Developed by Jezia

A translation model fine-tuned on Arabic Wikipedia dataset based on AraBART

Machine Translation

Transformers

Open Source License:Apache-2.0 #Arabic translation #High Rouge score #Wikipedia fine-tuning

Downloads 382

Release Time : 11/30/2022

Model Overview

This model is a fine-tuned version of AraBART on a specific Arabic dataset, primarily used for text translation tasks. The model demonstrates high Rouge scores on evaluation sets, indicating its effectiveness in text generation tasks.

Model Features

High-performance text generation

Achieves a Rouge1 score of 0.9862 on the evaluation set, demonstrating excellent text generation capabilities

Arabic language optimization

Specially fine-tuned for Arabic text, suitable for Arabic-related tasks

Efficient training configuration

Uses Adam optimizer and linear learning rate scheduler, achieving optimal performance after 10 training epochs

Model Capabilities

Arabic text translation

Text generation

Sequence-to-sequence task processing

Use Cases

Text processing

Arabic Wikipedia content translation

Translate Arabic Wikipedia content into other languages

Rouge1 score reaches 0.9862

Arabic document summarization

Generate summaries for Arabic documents

RougeLsum score reaches 0.9847

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
2.8633	1.0	2556	2.5599	0.7861	0.1289	0.7656	0.7721	19.2354
2.6525	2.0	5112	2.4824	0.7315	0.2374	0.7224	0.7357	19.261
2.5068	3.0	7668	2.4404	0.7772	0.2114	0.7671	0.7861	19.3035
2.4251	4.0	10224	2.4269	0.7464	0.2156	0.745	0.7504	19.2929
2.3739	5.0	12780	2.4119	0.7642	0.1879	0.7729	0.7774	19.3573
2.275	6.0	15336	2.4039	0.9048	0.1952	0.9198	0.9189	19.37
2.2787	7.0	17892	2.4007	0.9913	0.2278	0.9951	1.0038	19.335
2.2142	8.0	20448	2.4073	0.9736	0.238	0.9697	0.9773	19.3556
2.1852	9.0	23004	2.4007	0.9825	0.2322	0.9891	0.9962	19.3213
2.1597	10.0	25560	2.4030	0.9862	0.2292	0.9902	0.9847	19.3511

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Arabart Finetuned Wiki Ar

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 AraBART-finetuned-wiki-ar

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

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