mlsanityData to 7 Oct 2026

NADI 2022: The Third Nuanced Arabic Dialect Identification Shared Task

arXiv 2210.09582 ↗First posted 18 Oct 2022cs.CLcited by 23

Not on the map. Why?

Abstract (arXiv)

We describe findings of the third Nuanced Arabic Dialect Identification Shared Task (NADI 2022). NADI aims at advancing state of the art Arabic NLP, including on Arabic dialects. It does so by affording diverse datasets and modeling opportunities in a standardized context where meaningful comparisons between models and approaches are possible. NADI 2022 targeted both dialect identification (Subtask 1) and dialectal sentiment analysis (Subtask 2) at the country level. A total of 41 unique teams registered for the shared task, of whom 21 teams have actually participated (with 105 valid submissions). Among these, 19 teams participated in Subtask 1 and 10 participated in Subtask 2. The winning team achieved 27.06 F1 on Subtask 1 and F1=75.16 on Subtask 2, reflecting that the two subtasks remain challenging and motivating future work in this area. We describe methods employed by participating teams and offer an outlook for NADI.

Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). Builds on 16 of its 88 references that are in the map. First posted on arXiv 18 Oct 2022.

Builds on

16 of 88 references.

References · 16

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  2. 2019Cross-lingual Language Model Pretrainingcited by 1,088
  3. 2020AraBERT: Transformer-based Model for Arabic Language Understandingcited by 359
  4. 2020ARBERT & MARBERT: Deep Bidirectional Transformers for Arabiccited by 164
  5. 2020AraGPT2: Pre-Trained Transformer for Arabic Language Generationcited by 54
  6. 2020NADI 2020: The First Nuanced Arabic Dialect Identification Shared Taskcited by 47
  7. 2020Arabic Dialect Identification in the Wildcited by 45
  8. 2021NADI 2021: The Second Nuanced Arabic Dialect Identification Shared Taskcited by 32
  9. 2018Arap-Tweet: A Large Multi-Dialect Twitter Corpus for Gender, Age and Language Variety Identificationcited by 23
  10. 2016A Large Scale Corpus of Gulf Arabiccited by 17
  11. 2019AraNet: A Deep Learning Toolkit for Arabic Social Mediacited by 14
  12. 2020TUNIZI: a Tunisian Arabizi sentiment analysis Datasetcited by 11
4 more
  1. 2020Leveraging Affective Bidirectional Transformers for Offensive Language Detectioncited by 11
  2. 2020Automatic Arabic Dialect Identification Systems for Written Texts: A Surveycited by 10
  3. 2021Similarities between Arabic Dialects: Investigating Geographical Proximitycited by 5
  4. 2022Decay No More: A Persistent Twitter Dataset for Learning Social Meaningcited by 3

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 2; 2023: 6; 2024: 6; 2025: 6; 2026: 3.

23 papers.

Sort:

  1. 2024Natural Language Processing for Dialects of a Language: A Surveycited by 40
  2. 2023NADI 2023: The Fourth Nuanced Arabic Dialect Identification Shared Taskcited by 29
  3. 2023ALDi: Quantifying the Arabic Level of Dialectness of Textcited by 24
  4. 2024NADI 2024: The Fifth Nuanced Arabic Dialect Identification Shared Taskcited by 23
  5. 2023Arabic Dialect Identification under Scrutiny: Limitations of Single-label Classificationcited by 13
  6. 2022JASMINE: Arabic GPT Models for Few-Shot Learningcited by 11
  7. 2022Camelira: An Arabic Multi-Dialect Morphological Disambiguatorcited by 10
  8. 2024Swan and ArabicMTEB: Dialect-Aware, Arabic-Centric, Cross-Lingual, and Cross-Cultural Embedding Models and Benchmarkscited by 10
  9. 2024Exploiting Dialect Identification in Automatic Dialectal Text Normalizationcited by 7
  10. 2025NADI 2025: The First Multidialectal Arabic Speech Processing Shared Taskcited by 7
  11. 2025DialectalArabicMMLU: Benchmarking Dialectal Capabilities in Arabic and Multilingual Language Modelscited by 6
  12. 2023VoxArabica: A Robust Dialect-Aware Arabic Speech Recognition Systemcited by 3
11 more
  1. 2023The Skipped Beat: A Study of Sociopragmatic Understanding in LLMs for 64 Languagescited by 3
  2. 2023USTHB at NADI 2023 shared task: Exploring Preprocessing and Feature Engineering Strategies for Arabic Dialect Identificationcited by 3
  3. 2024Common Ground, Diverse Roots: The Difficulty of Classifying Common Examples in Spanish Varietiescited by 3
  4. 2025Revisiting Common Assumptions about Arabic Dialects in NLPcited by 2
  5. 2025The Arabic Generality Score: Another Dimension of Modeling Arabic Dialectnesscited by 1
  6. 2024dzNLP at NADI 2024 Shared Task: Multi-Classifier Ensemble with Weighted Voting and TF-IDF Featurescited by 0
  7. 2025Exploring Data and Parameter Efficient Strategies for Arabic Dialect Identificationscited by 0
  8. 2025Computational Linguistics Meets Libyan Dialect: A Study on Dialect Identificationcited by 0
  9. 2026Curriculum Learning and Pseudo-Labeling Improve the Generalization of Multi-Label Arabic Dialect Identification Modelscited by 0
  10. 2026NLP Privacy Risk Identification in Social Media (NLP-PRISM): A Surveycited by 0
  11. 2026NADI 2026: The Second Multidialectal Arabic Speech Processing Shared Taskcited by 0