Open-source model: Indonesian-roberta-base-posp-tagger - Free deployment to facilitate POS tagging for Indonesian texts

Indonesian Roberta Base Posp Tagger

Developed by w11wo

This is a POS tagging model fine-tuned based on the Indonesian RoBERTa model, trained on the indonlu dataset for Indonesian text POS tagging tasks.

Sequence Labeling

Transformers

OtherOpen Source License:MIT #Indonesian POS Tagging #High-precision NLP #RoBERTa Fine-tuning

Downloads 2.2M

Release Time : 3/2/2022

Model Overview

This model is a fine-tuned version of flax-community/indonesian-roberta-base on the indonlu dataset, specifically designed for Indonesian text POS tagging tasks.

Model Features

High-precision POS Tagging

Achieved an F1 score of 96.25% on the test set, demonstrating excellent performance.

Based on RoBERTa Architecture

Utilizes the powerful RoBERTa-base architecture as the foundation model, with superior text comprehension capabilities.

Optimized for Indonesian Language

The model is specifically trained and optimized for Indonesian text.

Model Capabilities

Indonesian POS Tagging

Text Token Classification

Use Cases

Natural Language Processing

Indonesian Text Analysis

Can be used for POS tagging and analysis of Indonesian text

Accuracy reached 96.25%

Linguistic Research

Supports Indonesian linguistic research and teaching applications

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	1.0	420	0.2254	0.9313	0.9313	0.9313	0.9313
0.4398	2.0	840	0.1617	0.9499	0.9499	0.9499	0.9499
0.1566	3.0	1260	0.1431	0.9569	0.9569	0.9569	0.9569
0.103	4.0	1680	0.1412	0.9605	0.9605	0.9605	0.9605
0.0723	5.0	2100	0.1408	0.9635	0.9635	0.9635	0.9635
0.051	6.0	2520	0.1408	0.9642	0.9642	0.9642	0.9642
0.051	7.0	2940	0.1510	0.9635	0.9635	0.9635	0.9635
0.0368	8.0	3360	0.1653	0.9645	0.9645	0.9645	0.9645
0.0277	9.0	3780	0.1664	0.9644	0.9644	0.9644	0.9644
0.0231	10.0	4200	0.1668	0.9646	0.9646	0.9646	0.9646

Property	Details
Model Type	Indonesian RoBERTa Base POSP Tagger
Training Data	indonlu
Metrics	precision, recall, f1, accuracy

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Indonesian Roberta Base Posp Tagger

Model Overview

Model Features

Model Capabilities

Use Cases

🚀 Indonesian RoBERTa Base POSP Tagger

🚀 Quick Start

📚 Documentation

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

📄 License

📦 Information Table