Low-Resource Learning

BEFT: Bias-Efficient Fine-Tuning of Language Models in Low-Data Regimes ACL 2026 Efficient Low-Resource Language Adaptation via Multi-Source Dynamic Logit Fusion ACL 2026 Multilingual and Cross-Lingual Citation Needed Detection on Wikipedia for Lower-Resource Languages ACL 2026 OxEnsemble: Fair Ensembles for Low-Data Classification MIDL 2026 RSDA: Restoring Stale Data Affinity via Dynamic Renovation Strategy for Mitigating Data Scarcity ACL 2026 The African Languages Lab: A Collaborative Approach to Advancing Low-Resource African NLP ACL 2026 Thesis Proposal: Diagnosing and Mitigating Semantic Interference in Script-Sharing Low-Resource Language Models: A Case Study on Square Bai Script ACL 2026 Validator-Guided Hard Negative Mining for Masked Language Modeling in Low-Resource Ancient Languages ACL 2026 Challenges and Limitations in Gathering Resources for Low-Resource Languages: The Case of Medumba ACL 2025 Compositionality and Event Retrieval in Complement Coercion: A Study of Language Models in a Low-resource Setting CoNLL 2025 Context is all you need? Low-resource conversational ASR profits from context, coming from the same or from the other speaker Interspeech 2025 End-to-End Speech Translation for Low-Resource Languages Using Weakly Labeled Data Interspeech 2025 From Weak Labels to Strong Results: Utilizing 5,000 Hours of Noisy Classroom Transcripts with Minimal Accurate Data Interspeech 2025 HausaNLP at SemEval-2025 Task 11: Advancing Hausa Text-based Emotion Detection SemEval 2025 Mispronunciation Detection Without L2 Pronunciation Dataset in Low-Resource Setting: A Case Study in Finland Swedish Interspeech 2025 Non-Standard Accent TTS Support via Large Multi-Accent Frontend Pronunciation Knowledge Transfer Interspeech 2025 Overcoming Data Scarcity in Multi-Dialectal Arabic ASR via Whisper Fine-Tuning Interspeech 2025 Speech transcription from South Tyrolean Dialect to Standard German with Whisper Interspeech 2025 Tungnaá In Live Performance: An Implementation Of Interactive Artistic Text-To-Voice Interspeech 2025 Classifier identification in Ancient Egyptian as a low-resource sequence-labelling task ACL 2024 Reasoning Makes Good Annotators : An Automatic Task-specific Rules Distilling Framework for Low-resource Relation Extraction EMNLP 2023 State Value Generation with Prompt Learning and Self-Training for Low-Resource Dialogue State Tracking ACML 2023 Not always about you: Prioritizing community needs when developing endangered language technology ACL 2022 Minimal Supervision for Morphological Inflection EMNLP 2021 Low-Resource Knowledge-Grounded Dialogue Generation ICLR 2020