Dataset Open Access

DravidianCodeMix: Sentiment Analysis and Offensive Language Identification Dataset for Dravidian Languages in Code-Mixed Text

Chakravarthi, Bharathi Raja; Priyadharshini, Ruba; Muralidaran, Vigneshwaran; Jose, Navya; Suryawanshi, Shardul; McCrae, John P.


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    <dct:title>DravidianCodeMix: Sentiment Analysis and Offensive Language Identification Dataset for Dravidian Languages in Code-Mixed Text</dct:title>
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    <dcat:keyword>Tamil, Malayalam, Kannada, Dravidian languages, Sentiment Analysis, Offensive langauge identification, Code-mixed, corpora</dcat:keyword>
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    <dct:description>&lt;p&gt;This paper describes the development of a multilingual, manually annotated dataset for three under-resourced Dravidian languages generated from social media comments. The dataset was annotated for sentiment analysis and offensive language identification for a total of more than 60,000 YouTube comments. The dataset consists of around 44,000 comments in Tamil-English, around 7,000 comments in Kannada-English, and around 20,000 comments in Malayalam-English. The data was manually annotated by volunteer annotators and has a high inter-annotator agreement in Krippendorff&amp;#39;s alpha. The dataset contains all types of code-mixing phenomena since it comprises user-generated content from a multilingual country.&amp;nbsp; We also present baseline experiments to establish benchmarks on the dataset using machine learning methods.&lt;/p&gt; &lt;p&gt;If you are using the data or code from this research then please site our paper below:&lt;/p&gt; &lt;p&gt;@article{chakravarthi-etal-2021-lre,&lt;br&gt; title = &amp;quot;DravidianCodeMix: Sentiment Analysis and Offensive Language Identification Dataset for Dravidian Languages in Code-Mixed Text&amp;quot;,&lt;br&gt; author = &amp;quot;Chakravarthi, Bharathi Raja&amp;nbsp; and&lt;br&gt; &amp;nbsp; Priyadharshini, Ruba&amp;nbsp; and&lt;br&gt; &amp;nbsp; Muralidaran, Vigneshwaran and&lt;br&gt; &amp;nbsp; Jose, Navya and&lt;br&gt; &amp;nbsp; Suryawanshi, Shardul and&lt;br&gt; &amp;nbsp; Sherly, Elizabeth&amp;nbsp; and&lt;br&gt; &amp;nbsp; McCrae, John P&lt;br&gt; &amp;nbsp; journal={Language Resources and Evaluation},&lt;br&gt; &amp;nbsp; year={2021},&lt;br&gt; &amp;nbsp; publisher={Springer}&lt;br&gt; }&lt;/p&gt; &lt;p&gt;&amp;nbsp;&lt;/p&gt;</dct:description>
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