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SinaTools: Open Source Toolkit for Arabic Natural Language Processing

arXiv 2411.01523 ↗First posted 3 Nov 2024cs.CL cs.AIcited by 0

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Abstract (arXiv)

We introduce SinaTools, an open-source Python package for Arabic natural language processing and understanding. SinaTools is a unified package allowing people to integrate it into their system workflow, offering solutions for various tasks such as flat and nested Named Entity Recognition (NER), fully-flagged Word Sense Disambiguation (WSD), Semantic Relatedness, Synonymy Extractions and Evaluation, Lemmatization, Part-of-speech Tagging, Root Tagging, and additional helper utilities such as corpus processing, text stripping methods, and diacritic-aware word matching. This paper presents SinaTools and its benchmarking results, demonstrating that SinaTools outperforms all similar tools on the aforementioned tasks, such as Flat NER (87.33%), Nested NER (89.42%), WSD (82.63%), Semantic Relatedness (0.49 Spearman rank), Lemmatization (90.5%), POS tagging (97.5%), among others. SinaTools can be downloaded from (https://sina.birzeit.edu/sinatools).

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 29 of its 51 references that are in the map. First posted on arXiv 3 Nov 2024.

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References · 29

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  3. 2022Wojood: Nested Arabic Named Entity Corpus and Recognition using BERTcited by 32
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  12. 2020Extracting Synonyms from Bilingual Dictionariescited by 11
17 more
  1. 2023Nabra: Syrian Arabic Dialects with Morphological Annotationscited by 11
  2. 2023A Benchmark and Scoring Algorithm for Enriching Arabic Synonymscited by 10
  3. 2023SALMA: Arabic Sense-Annotated Corpus and WSD Benchmarkscited by 10
  4. 2021LU-BZU at SemEval-2021 Task 2: Word2Vec and Lemma2Vec performance in Arabic Word-in-Context disambiguationcited by 9
  5. 2023ArBanking77: Intent Detection Neural Model and a New Dataset in Modern and Dialectical Arabiccited by 8
  6. 2024SemEval-2024 Task 1: Semantic Textual Relatedness for African and Asian Languagescited by 7
  7. 2024The FIGNEWS Shared Task on News Media Narrativescited by 7
  8. 2023Context-Gloss Augmentation for Improving Arabic Target Sense Verificationcited by 6
  9. 2023Offensive Hebrew Corpus and Detection using BERTcited by 6
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  12. 2022Current Trends and Approaches in Synonyms Extraction: Potential Adaptation to Arabiccited by 5
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  14. 2024Sina at FigNews 2024: Multilingual Datasets Annotated with Bias and Propagandacited by 4
  15. 2024NLU-STR at SemEval-2024 Task 1: Generative-based Augmentation and Encoder-based Scoring for Semantic Textual Relatednesscited by 3
  16. 2024Event-Arguments Extraction Corpus and Modeling using BERT for Arabiccited by 3
  17. 2024ArabicNLU 2024: The First Arabic Natural Language Understanding Shared Taskcited by 2

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