low-resource setting

Induce, Align, Predict: Zero-Shot Stance Detection via Cognitive Inductive Reasoning AAAI 2026 Where do LLMs currently stand on biomedical NER in both clean and noisy settings ? EACL 2026 Advancing Arabic Diacritization: Improved Datasets, Benchmarking, and State-of-the-Art Models EMNLP 2025 Afrispeech-Dialog: A Benchmark Dataset for Spontaneous English Conversations in Healthcare and Beyond NAACL 2025 AKCIT at SemEval-2025 Task 11: Investigating Data Quality in Portuguese Emotion Recognition SemEval 2025 Archaeology at BEA 2025 Shared Task: Are Simple Baselines Good Enough? ACL 2025 Banyan: Improved Representation Learning with Explicit Structure ICML 2025 CEHA: A Dataset of Conflict Events in the Horn of Africa COLING 2025 Enhancing Acoustic-to-Articulatory Inversion with Multi-Target Pretraining for Low-Resource Settings Interspeech 2025 Enhancing Low-Resource Text Classification with LLM-Generated Corpora : A Case Study on Olfactory Reference Extraction IJCNLP 2025 Exploring Quality and Diversity in Synthetic Data Generation for Argument Mining EMNLP 2025 GEMS: Generation-Based Event Argument Extraction via Multi-perspective Prompts and Ontology Steering ACL 2025 HK-GenSpeech: A Generative AI Scene Creation Framework for Speech Based Cognitive Assessment Interspeech 2025 Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation EMNLP 2025 PICLe: Pseudo-annotations for In-Context Learning in Low-Resource Named Entity Detection NAACL 2025 PoseStitch-SLT: Linguistically Inspired Pose-Stitching for End-to-End Sign Language Translation EMNLP 2025 QA Analysis in Medical and Legal Domains: A Survey of Data Augmentation in Low-Resource Settings ACL 2025 SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings ACL 2025 TafBERTa: Learning Grammatical Rules from Small-Scale Language Acquisition Data in Hebrew EMNLP 2025 uDistil-Whisper: Label-Free Data Filtering for Knowledge Distillation in Low-Data Regimes NAACL 2025 Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation EMNLP 2025 ZeroNER: Fueling Zero-Shot Named Entity Recognition via Entity Type Descriptions ACL 2025 ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions ACL 2024 A Survey of Data-Efficient Graph Learning IJCAI 2024 Dolomites@#SMM4H 2024: Helping LLMs “Know The Drill” in Low-Resource Settings - A Study on Social Media Posts ACL 2024