mlsanityData to 7 Oct 2026

AraFinNLP 2024: The First Arabic Financial NLP Shared Task

arXiv 2407.09818 ↗First posted 13 Jul 2024cs.CLcited by 12

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Abstract (arXiv)

The expanding financial markets of the Arab world require sophisticated Arabic NLP tools. To address this need within the banking domain, the Arabic Financial NLP (AraFinNLP) shared task proposes two subtasks: (i) Multi-dialect Intent Detection and (ii) Cross-dialect Translation and Intent Preservation. This shared task uses the updated ArBanking77 dataset, which includes about 39k parallel queries in MSA and four dialects. Each query is labeled with one or more of a common 77 intents in the banking domain. These resources aim to foster the development of robust financial Arabic NLP, particularly in the areas of machine translation and banking chat-bots. A total of 45 unique teams registered for this shared task, with 11 of them actively participated in the test phase. Specifically, 11 teams participated in Subtask 1, while only 1 team participated in Subtask 2. The winning team of Subtask 1 achieved F1 score of 0.8773, and the only team submitted in Subtask 2 achieved a 1.667 BLEU score.

Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). Builds on 18 of its 46 references that are in the map. First posted on arXiv 13 Jul 2024.

Builds on

18 of 46 references.

References · 18

  1. 2020Efficient Intent Detection with Dual Sentence Encoderscited by 419
  2. 2023Seamless: Multilingual Expressive and Streaming Speech Translationcited by 190
  3. 2020ARBERT & MARBERT: Deep Bidirectional Transformers for Arabiccited by 164
  4. 2021The Interplay of Variant, Size, and Task Type in Arabic Pre-trained Language Modelscited by 118
  5. 2020A Panoramic Survey of Natural Language Processing in the Arab Worldcited by 45
  6. 2022Wojood: Nested Arabic Named Entity Corpus and Recognition using BERTcited by 32
  7. 2023NADI 2023: The Fourth Nuanced Arabic Dialect Identification Shared Taskcited by 29
  8. 2022Curras + Baladi: Towards a Levantine Corpuscited by 20
  9. 2022The Arabic Ontology -- An Arabic Wordnet with Ontologically Clean Contentcited by 19
  10. 2022ArabGlossBERT: Fine-Tuning BERT on Context-Gloss Pairs for WSDcited by 18
  11. 2024Are Large Language Models the New Interface for Data Pipelines?cited by 12
  12. 2023SALMA: Arabic Sense-Annotated Corpus and WSD Benchmarkscited by 10
6 more
  1. 2023ArBanking77: Intent Detection Neural Model and a New Dataset in Modern and Dialectical Arabiccited by 8
  2. 2023Context-Gloss Augmentation for Improving Arabic Target Sense Verificationcited by 6
  3. 2023WojoodNER 2023: The First Arabic Named Entity Recognition Shared Taskcited by 6
  4. 2023Arabic Fine-Grained Entity Recognitioncited by 6
  5. 2019In Search of Meaning: Lessons, Resources and Next Steps for Computational Analysis of Financial Discoursecited by 3
  6. 2024NLU-STR at SemEval-2024 Task 1: Generative-based Augmentation and Encoder-based Scoring for Semantic Textual Relatednesscited by 3

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 4; 2025: 4; 2026: 4.

12 papers.

  1. 2025Interpretable LLMs for Credit Risk: A Systematic Review and Taxonomycited by 5
  2. 2025Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Studycited by 3
  3. 2024ArabicNLU 2024: The First Arabic Natural Language Understanding Shared Taskcited by 2
  4. 2025Add Noise, Tasks, or Layers? MaiNLP at the VarDial 2025 Shared Task on Norwegian Dialectal Slot and Intent Detectioncited by 2
  5. 2025Standard-to-Dialect Transfer Trends Differ across Text and Speech: A Case Study on Intent and Topic Classification in German Dialectscited by 2
  6. 2026The CLEF-2026 FinMMEval Lab: Multilingual and Multimodal Evaluation of Financial AI Systemscited by 2
  7. 2024ALKAFI-LLAMA3: Fine-Tuning LLMs for Precise Legal Understanding in Palestinecited by 1
  8. 2026Alexandria: A Multi-Domain Dialectal Arabic Machine Translation Dataset for Culturally Inclusive and Linguistically Diverse LLMscited by 1
  9. 2026Rosetta at AlexandriaX-2026: LoRA-Adapted NileChat for Context-Aware Dialectal Arabic Dialogue Translationcited by 1
  10. 2026AlexandriaX 2026: The First Shared Task on Dialectal Arabic Machine Translationcited by 1
  11. 2024dzFinNlp at AraFinNLP: Improving Intent Detection in Financial Conversational Agentscited by 0
  12. 2024SinaTools: Open Source Toolkit for Arabic Natural Language Processingcited by 0