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- # IIT Bombay English-Hindi Corpus
 
 
 
 
 
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  ## About
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@@ -6,15 +11,18 @@ The IIT Bombay English-Hindi corpus contains parallel corpus for English-Hindi a
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  The complete details of this corpus are available at [this URL](https://www.cfilt.iitb.ac.in/iitb_parallel/). We also provide this parallel corpus via browser download from the same URL. We also provide a monolingual Hindi corpus on the same URL.
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  ## Usage
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- You can also find some useful instructions and sample code for the usage of this corpus here:
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  [https://github.com/cfiltnlp/IITB-English-Hindi-PC](https://github.com/cfiltnlp/IITB-English-Hindi-PC)
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  ## Other
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  You can find a catalogue of other English-Hindi and other Indian language parallel corpora here: [Indic NLP Catalog](https://github.com/indicnlpweb/indicnlp_catalog)
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- Version 3.1 - December 2021 - Added 49,400 sentence pairs to the parallel corpus.
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- ## Cite
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  If you use this corpus or its derivate resources for your research, kindly cite it as follows:
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+ # IITB-English-Hindi Parallel Corpus
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+
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+ [![GitHub issues](https://img.shields.io/github/issues/cfiltnlp/IITB-English-Hindi-PC?style=flat-square)](https://github.com/cfiltnlp/IITB-English-Hindi-PC/issues)
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+ [![GitHub forks](https://img.shields.io/github/forks/cfiltnlp/IITB-English-Hindi-PC?style=flat-square)](https://github.com/cfiltnlp/IITB-English-Hindi-PC/network)
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+ [![GitHub stars](https://img.shields.io/github/stars/cfiltnlp/IITB-English-Hindi-PC?style=flat-square)](https://github.com/cfiltnlp/IITB-English-Hindi-PC/stargazers)
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+ [![License: CC BY-NC 4.0](https://img.shields.io/badge/License-CC%20BY--NC%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc/4.0/)
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  ## About
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  The complete details of this corpus are available at [this URL](https://www.cfilt.iitb.ac.in/iitb_parallel/). We also provide this parallel corpus via browser download from the same URL. We also provide a monolingual Hindi corpus on the same URL.
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+ ### Recent Updates
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+ * Version 3.1 - December 2021 - Added 49,400 sentence pairs to the parallel corpus.
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+ * Version 3.0 - August 2020 - Added ~47,000 sentence pairs to the parallel corpus.
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+
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  ## Usage
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+ We provide a notebook that shows how to import the IITB English-Hindi Parallel Corpus from the HuggingFace datasets repository. The notebook also shows how to segment the corpus using BPE tokenization which can be used to train an English-Hindi MT System.
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  [https://github.com/cfiltnlp/IITB-English-Hindi-PC](https://github.com/cfiltnlp/IITB-English-Hindi-PC)
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  ## Other
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  You can find a catalogue of other English-Hindi and other Indian language parallel corpora here: [Indic NLP Catalog](https://github.com/indicnlpweb/indicnlp_catalog)
 
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+ ## Citation
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  If you use this corpus or its derivate resources for your research, kindly cite it as follows:
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