mlsanityData to 7 Oct 2026

Resources for Turkish Natural Language Processing: A critical survey

arXiv 2204.05042 ↗First posted 11 Apr 2022cs.CLcited by 6

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Abstract (arXiv)

This paper presents a comprehensive survey of corpora and lexical resources available for Turkish. We review a broad range of resources, focusing on the ones that are publicly available. In addition to providing information about the available linguistic resources, we present a set of recommendations, and identify gaps in the data available for conducting research and building applications in Turkish Linguistics and Natural Language Processing.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 37 of its 245 references that are in the map. First posted on arXiv 11 Apr 2022.

Builds on

37 of 245 references.

References · 37

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  2. 2016SQuAD: 100,000+ Questions for Machine Comprehension of Textcited by 4,115
  3. 2019Unsupervised Cross-lingual Representation Learning at Scalecited by 3,907
  4. 2017A Broad-Coverage Challenge Corpus for Sentence Understanding through Inferencecited by 2,665
  5. 2015A large annotated corpus for learning natural language inferencecited by 1,837
  6. 2018Datasheets for Datasetscited by 1,371
  7. 2019Common Voice: A Massively-Multilingual Speech Corpuscited by 1,358
  8. 2016ConceptNet 5.5: An Open Multilingual Graph of General Knowledgecited by 1,065
  9. 2017SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluationcited by 998
  10. 2018XNLI: Evaluating Cross-lingual Sentence Representationscited by 913
  11. 2019On the Cross-lingual Transferability of Monolingual Representationscited by 575
  12. 2017Word Translation Without Parallel Datacited by 480
25 more
  1. 2018Learning Word Vectors for 157 Languagescited by 279
  2. 2019Predicting the Type and Target of Offensive Posts in Social Mediacited by 268
  3. 2020WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive Summarizationcited by 154
  4. 2020MKQA: A Linguistically Diverse Benchmark for Multilingual Open Domain Question Answeringcited by 151
  5. 2020A Monolingual Approach to Contextualized Word Embeddings for Mid-Resource Languagescited by 131
  6. 2020MLSUM: The Multilingual Summarization Corpuscited by 121
  7. 2020AUTSL: A Large Scale Multi-modal Turkish Sign Language Dataset and Baseline Methodscited by 75
  8. 2021Just What do You Think You're Doing, Dave?' A Checklist for Responsible Data Use in NLPcited by 47
  9. 2022Large-Scale Hate Speech Detection with Cross-Domain Transfercited by 39
  10. 2015Computational Sociolinguistics: A Surveycited by 35
  11. 2018Towards Better UD Parsing: Deep Contextualized Word Embeddings, Ensemble, and Treebank Concatenationcited by 21
  12. 2021MediaSpeech: Multilanguage ASR Benchmark and Datasetcited by 17
  13. 2015Building Subject-aligned Comparable Corpora and Mining it for Truly Parallel Sentence Pairscited by 15
  14. 2017ConceptNet at SemEval-2017 Task 2: Extending Word Embeddings with Multilingual Relational Knowledgecited by 15
  15. 2020GeoCoV19: A Dataset of Hundreds of Millions of Multilingual COVID-19 Tweets with Location Informationcited by 15
  16. 2017A Short Review of Ethical Challenges in Clinical Natural Language Processingcited by 14
  17. 2020Cross-Lingual Word Embeddings for Turkic Languagescited by 12
  18. 2022Mukayese: Turkish NLP Strikes Backcited by 9
  19. 2017Critical Survey of the Freely Available Arabic Corporacited by 7
  20. 2019The citation advantage of linking publications to research datacited by 7
  21. 2020Resources for Turkish Dependency Parsing: Introducing the BOUN Treebank and the BoAT Annotation Toolcited by 7
  22. 2020Lexical Normalization for Code-switched Data and its Effect on POS-taggingcited by 7
  23. 2018Bianet: A Parallel News Corpus in Turkish, Kurdish and Englishcited by 4
  24. 2019A Tweet Dataset Annotated for Named Entity Recognition and Stance Detectioncited by 4
  25. 2017Marmara Turkish Coreference Corpus and Coreference Resolution Baselinecited by 3

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 3; 2025: 0; 2026: 3.

6 papers.

  1. 2024Recent Advancements and Challenges of Turkic Central Asian Language Processingcited by 6
  2. 2026TurkBench: A Benchmark for Evaluating Turkish Large Language Modelscited by 4
  3. 2024VNLP: Turkish NLP Packagecited by 1
  4. 2024Building Multilingual Datasets for Predicting Mental Health Severity through LLMs: Prospects and Challengescited by 1
  5. 2026RAGTurk: Best Practices for Retrieval Augmented Generation in Turkishcited by 1
  6. 2026TurEngMix: A Text Corpus and Benchmark for Turkish-English Code-Mixed Language Identification and Named Entity Recognitioncited by 0