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Building Tamil Treebanks

arXiv 2409.14657 ↗First posted 23 Sep 2024cs.CLcited by 0

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Abstract (arXiv)

Treebanks are important linguistic resources, which are structured and annotated corpora with rich linguistic annotations. These resources are used in Natural Language Processing (NLP) applications, supporting linguistic analyses, and are essential for training and evaluating various computational models. This paper discusses the creation of Tamil treebanks using three distinct approaches: manual annotation, computational grammars, and machine learning techniques. Manual annotation, though time-consuming and requiring linguistic expertise, ensures high-quality and rich syntactic and semantic information. Computational deep grammars, such as Lexical Functional Grammar (LFG), offer deep linguistic analyses but necessitate significant knowledge of the formalism. Machine learning approaches, utilising off-the-shelf frameworks and tools like Stanza, UDpipe, and UUParser, facilitate the automated annotation of large datasets but depend on the availability of quality annotated data, cross-linguistic training resources, and computational power. The paper discusses the challenges encountered in building Tamil treebanks, including issues with Internet data, the need for comprehensive linguistic analysis, and the difficulty of finding skilled annotators. Despite these challenges, the development of Tamil treebanks is essential for advancing linguistic research and improving NLP tools for Tamil.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 4 of its 14 references that are in the map. First posted on arXiv 23 Sep 2024.

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4 of 14 references.

References · 4

  1. 2019BERT Rediscovers the Classical NLP Pipelinecited by 1,046
  2. 2020Stanza: A Python Natural Language Processing Toolkit for Many Human Languagescited by 719
  3. 201882 Treebanks, 34 Models: Universal Dependency Parsing with Multi-Treebank Modelscited by 11
  4. 2020ThamizhiUDp: A Dependency Parser for Tamilcited by 2

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