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indicnlp_catalog's Introduction

A Catalog of resources for Indian language NLP

Please suggest any other resources you may be aware of. Raise an issue to add more resources to the catalog. Put the proposed entry in the following format:

[Wikipedia Dumps](https://dumps.wikimedia.org/)

Add a small, informative description of the dataset and provide links to any paper/article/site documenting the resource. Mention your name too. We would like to acknowlege your contribution to building this catalog in the CONTRIBUTORS list.

👍 Featured Resources

Browse the entire catalog...

🙋Note: Many known resources have not yet been classified into the catalog. They can be found as open issues in the repo.

Major Indic Language NLP Repositories

Libraries

  • Indic NLP Library: Python Library for various Indian language NLP tasks like tokenization, sentece splitting, normalization, script conversion, transliteration, etc
  • pyiwn: Python Interface to IndoWordNet
  • Indic-OCR : OCR for Indic Scripts
  • CLTK: Toolkit for many of the world's classical languages. Support for Sanskrit. Some parts of the Sanskrit library are forked from the Indic NLP Library.

Text Corpora

Unicode Standard

Monolingual Corpus

Language Identification

Lexical Resources

NER Corpora

Parallel Translation Corpus

Parallel Transliteration Corpus

Text Classification

Textual Entailment

  • XNLI corpus: Hindi and Urdu test sets and machine translated training sets (from English MultiNLI).

Paraphrase

Sentiment, Sarcasm, Emotion Analysis

Question Answering

Dialog

Discourse

Information Extraction

POS Tagged corpus

Chunk Corpus

Dependency Parse Corpus

Models

Word Embeddings

Sentence Embeddings

  • BERT Multilingual: BERT model trained on Wikipedias of many languages (including major Indic languages).
  • iNLTK: ULMFit and TransformerXL pre-trained embeddings for many languages trained on Wikipedia and some News articles.
  • albert-base-sanskrit: ALBERT-based model trained on Sanskrit Wikipedia.

Multilingual Word Embeddings

Morphanalyzers

SMT Models

Speech Corpora

OCR Corpora

Multimodal Corpora

Language Specific Catalogs

Pointers to language-specific NLP resource catalogs

indicnlp_catalog's People

Contributors

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Watchers

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