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🌱 Low-resource languages

153 papers · page 3 of 3 · 126–153 · the most cited first · all topics

Languages with little data: endangered, indigenous and under-served languages and how to work with them.

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  1. Leveraging Digitized Newspapers to Collect Summarization Data in Low-Resource LanguagesNoam Dahan, Omer Kidron, Gabriel Stanovsky2026
  2. LGSE: Lexically Grounded Subword Embedding Initialization for Low-Resource Language AdaptationHailay Kidu Teklehaymanot, Dren Fazlija, Wolfgang Nejdl2026
  3. LV-ROVER-MLT: Low-Resource Maltese OCR by Synthetic Fine-Tuning and Multi-Stream ArbitrationAdam Darmanin2026
  4. MaskedVerbalizer: Automatic Verbalizer Construction for Few-Shot Text Classification in Low-Resource Right-to-Left LanguagesFaizad Ullah, Furqan Sikandar, Areeba Waqar, et al.2026
  5. Morphological Parsing for Media Lengua: When Accessibility Matters More Than State-of-the-ArtJesse Stewart, Olga Kriukova2026
  6. Multi-Task Instruction Tuning via Data Scheduling for Low-Resource Arabic SpeechLLMsHunzalah Hassan Bhatti, Firoj Alam, Shammur Absar Chowdhury2026
  7. Nepali Lemmatization with Multilingual Transformers: Intrinsic and Extrinsic Evaluation in a Low-Resource SettingSunil Regmi, Sundeep Dawadi, Bal Krishna Bal2026
  8. On the Robustness of Morphosyntactic Transformation with Large Language Models: The Case of Quechua CollaoPool Pocco, Arturo Oncevay2026
  9. Parsing Nheengatu: Performance Gains for a Brazilian Indigenous Universal Dependencies TreebankDominick Maia Alexandre, Leonel Figueiredo de Alencar2026
  10. Phonetic-based Ranking for Improved Pseudo-Labeling in Low-Resource ASRMarco Matassoni, Roberto Gretter, Falavigna Daniele, et al.2026
  11. Quality and Appropriateness of Large Text Datasets for Irish NLPAbigail Walsh, Mark Andrade, Jane Lauren Adkins, et al.2026
  12. SAINT: Multilingual Span-Level Interpretability for Sentiment AnalysisSeid Muhie Yimam, Tadesse Destaw Belay, Robert Geislinger, et al.2026
  13. Same-Language Subtitles for Low-resource Languages: A Case of BundelkhandiAnirudh Pradhan, Ayushi Pandey, Divyansh Kushwaha, et al.2026
  14. Script Correction and Synthetic Pivoting: Adapting Tencent HY-MT for Low-Resource Turkic TranslationBolgov Maxim2026
  15. SemiAdapt: Semi-Supervised and Efficient LoRA-Based Domain Adaptation for Low-Resource Irish Machine Translation with TransformersJosh Mcgiff, Nikola S. Nikolov2026
  16. Small Language Models for Less-Resourced Languages in a Real-World Scenario: The Case for CatalanRoser Saurí, Josep Sànchez-Ferreres, Lluis Padro, et al.2026
  17. Synthetic Instruction Generation for Low-Resource Nordic Languages: Viability and Limitations in LLM Instruction-TuningMathias Stenlund, Annika Simonsen, Lars Bungum, et al.2026
  18. Task-Lens: Cross-Task Utility Based Speech Dataset Profiling for Low-Resource Indian LanguagesSwati Sharma, Divya V. Sharma, Anubha Gupta2026
  19. TG-ASR: Translation-Guided Learning with Parallel Gated Cross Attention for Low-Resource Automatic Speech RecognitionChengYeh Yang, Chien-Chun Wang, Li-Wei Chen, et al.2026
  20. Transfer Learning for Creole TTS: A Pilot Study on Whether Substrate Phonologies or Lexifier Vocabularies Matter MoreEmmett Strickland, Marc Evrard, Valentina Fedchenko2026
  21. Trustworthy NLP for Low-Resource Languages: Agent-Based Uncertainty Modeling for Hebrew Radiology Report StructuringHadas Ben Atya, Naama Gavrielov, Zvi Badash, et al.2026
  22. Voice Activation Detection for Transcription of Indigenous LanguagesRolando Coto-Solano, Mikaela Browning, Thomas Corrado, et al.2026
  23. Why do Large Language Models Fail in Low-resource Translation? Unraveling the Token Dynamics of Large Language Models for Machine TranslationShenbin Qian, Yves Scherrer2026
  24. AI-Driven Generation of Old English: A Framework for Low-Resource LanguagesRodrigo Gabriel Salazar Alva, Matias Nunez, Cristian Lopez, et al.2025
  25. Evaluating the Performance of Transformers in Translating Low-Resource Languages through AkkadianDaniel A. Jones, Ruslan Mitkov2025
  26. Hybrid Deep Learning and Signal Processing for Arabic Dialect Recognition in Low-Resource SettingsGhazal Al-Shwayyat, Omer Nezih Gerek2025
  27. Poem Meter Classification of Recited Arabic Poetry: Integrating High-Resource Systems for a Low-Resource TaskMaged S. Al-Shaibani, Zaid Alyafeai, Irfan Ahmad2025
  28. NoLoR: An ASR-Based Framework for Expedited Endangered Language Documentation with Neo-Aramaic as a Case StudyMatthew Nazari2024

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