low-resource learning

Beyond Single Representations: Multi-Model Embedding Fusion for Stable Text Classification ACL 2026 Boundary-Aware LLM Augmentation for Low-Resource Event Argument Extraction EACL 2026 Call, Reward, Repeat: Advancing Dialog State Tracking with GRPO and Function Calling EACL 2026 TransformerTrio at SemEval-2026 Task 13: Navigating Domain Shift and Representation Instability in Machine-Generated Code Detection SemEval 2026 Active Curriculum Language Modeling over a Hybrid Pre-training Method EMNLP 2025 Adaptive Collaborative Labeling with MLLMs for Low-Resource Multimodal Emotion Recognition IJCNLP 2025 CycleOIE: A Low-Resource Training Framework For Open Information Extraction COLING 2025 Evaluating Large Language Models in Data Generation for Low-Resource Scenarios: A Case Study on Question Answering Interspeech 2025 Exploring Quality and Diversity in Synthetic Data Generation for Argument Mining EMNLP 2025 From Weak Labels to Strong Results: Utilizing 5,000 Hours of Noisy Classroom Transcripts with Minimal Accurate Data Interspeech 2025 GPT-NER: Named Entity Recognition via Large Language Models NAACL 2025 ImaRA: An Imaginative Frame Augmented Method for Low-Resource Multimodal Metaphor Detection and Explanation NAACL 2025 Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations EMNLP 2025 Label-Perceptive Adversarial Domain Adaptation for Named Entity Recognition in Traditional Chinese Medicine: Dataset and Approach ACML 2025 Leveraging Moment Injection for Enhanced Semi-supervised Natural Language Inference with Large Language Models NAACL 2025 LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025 Low-Resource Fast Text Classification Based on Intra-Class and Inter-Class Distance Calculation COLING 2025 M3L: A Multi-Modal and Multi-Lingual Depression Detection Framework Interspeech 2025 MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition EMNLP 2025 NUST Titans at SemEval-2025 Task 11: AfroEmo: Multilingual Emotion Detection with Adaptive Afro-XLM-R SemEval 2025 ODDA: An OODA-Driven Diverse Data Augmentation Framework for Low-Resource Relation Extraction ACL 2025 One More Modality: Does Abstract Meaning Representation Benefit Visual Question Answering? EMNLP 2025 Overcoming Data Scarcity in Named Entity Recognition: Synthetic Data Generation with Large Language Models ACL 2025 SMARTMiner: Extracting and Evaluating SMART Goals from Low-Resource Health Coaching Notes EMNLP 2025 Text2Data: Low-Resource Data Generation with Textual Control AAAI 2025