GR-NLP-TOOLKIT: An Open-Source NLP Toolkit for Modern Greek
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Abstract (arXiv)
We present GR-NLP-TOOLKIT, an open-source natural language processing (NLP) toolkit developed specifically for modern Greek. The toolkit provides state-of-the-art performance in five core NLP tasks, namely part-of-speech tagging, morphological tagging, dependency parsing, named entity recognition, and Greeklishto-Greek transliteration. The toolkit is based on pre-trained Transformers, it is freely available, and can be easily installed in Python (pip install gr-nlp-toolkit). It is also accessible through a demonstration platform on HuggingFace, along with a publicly available API for non-commercial use. We discuss the functionality provided for each task, the underlying methods, experiments against comparable open-source toolkits, and future possible enhancements. The toolkit is available at: https://github.com/nlpaueb/gr-nlp-toolkit
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References · 8
- 2019Unsupervised Cross-lingual Representation Learning at Scalecited by 3,935
- 2017Decoupled Weight Decay Regularizationcited by 1,831
- 2016Enriching Word Vectors with Subword Informationcited by 1,583
- 2020Stanza: A Python Natural Language Processing Toolkit for Many Human Languagescited by 723
- 2021ByT5: Towards a token-free future with pre-trained byte-to-byte modelscited by 509
- 2023Power Hungry Processing: Watts Driving the Cost of AI Deployment?cited by 191
- 2020GREEK-BERT: The Greeks visiting Sesame Streetcited by 38
- 2024Meltemi: The first open Large Language Model for Greekcited by 17
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