conftrace_

low-resource learning

203 papers

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Co-occurring keywords

data augmentation (3052) named entity recognition (2813) transfer learning (5449) few-shot learning (3398) low-resource setting (115) large language model (13587) domain adaptation (4595) language model (4599) relation extraction (919) text classification (6793)

Papers

Call, Reward, Repeat: Advancing Dialog State Tracking with GRPO and Function Calling EACL 2026
Boundary-Aware LLM Augmentation for Low-Resource Event Argument Extraction EACL 2026
Beyond Single Representations: Multi-Model Embedding Fusion for Stable Text Classification ACL 2026
Overcoming Data Scarcity in Named Entity Recognition: Synthetic Data Generation with Large Language Models ACL 2025
CycleOIE: A Low-Resource Training Framework For Open Information Extraction COLING 2025
UniBuc-SB at ArchEHR-QA 2025: A Resource-Constrained Pipeline for Relevance Classification and Grounded Answer Synthesis ACL 2025
ImaRA: An Imaginative Frame Augmented Method for Low-Resource Multimodal Metaphor Detection and Explanation NAACL 2025
Low-Resource Fast Text Classification Based on Intra-Class and Inter-Class Distance Calculation COLING 2025
Towards Low-Resource Alignment to Diverse Perspectives with Sparse Feedback EMNLP 2025
Text2Data: Low-Resource Data Generation with Textual Control AAAI 2025
MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition EMNLP 2025
Adaptive Collaborative Labeling with MLLMs for Low-Resource Multimodal Emotion Recognition IJCNLP 2025
GPT-NER: Named Entity Recognition via Large Language Models NAACL 2025
Active Curriculum Language Modeling over a Hybrid Pre-training Method EMNLP 2025
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025
Exploring Quality and Diversity in Synthetic Data Generation for Argument Mining EMNLP 2025
SMARTMiner: Extracting and Evaluating SMART Goals from Low-Resource Health Coaching Notes EMNLP 2025
Leveraging Moment Injection for Enhanced Semi-supervised Natural Language Inference with Large Language Models NAACL 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
Improving Low-Resource Sequence Labeling with Knowledge Fusion and Contextual Label Explanations EMNLP 2025
Learning Pronunciation from Other Accents via Pronunciation Knowledge Transfer INTERSPEECH 2024
Retrieval-Augmented Modular Prompt Tuning for Low-Resource Data-to-Text Generation COLING 2024
WkNER: Enhancing Named Entity Recognition with Word Segmentation Constraints and kNN Retrieval COLING 2024
From Discrimination to Generation: Low-Resource Intent Detection with Language Model Instruction Tuning ACL 2024