Data Augmentation

LangEye: Toward ‘Anytime’ Learner-Driven Vocabulary Learning From Real-World Objects ACL 2025 Language Models as Continuous Self-Evolving Data Engineers EMNLP 2025 Large Language Models are Good Annotators for Type-aware Data Augmentation in Grammatical Error Correction COLING 2025 LASS: A Novel and Economical Data Augmentation Framework Based on Language Models for Debiasing Opinion Summarization COLING 2025 Last Minute at SemEval-2025 Task 5: RAG System for Subject Tagging SemEval 2025 LimaCost: Data Valuation for Instruction Tuning of Large Language Models EMNLP 2025 Linguistic Alignment Predicts Learning in Small Group Tutoring Sessions EMNLP 2025 LLaRA: Supercharging Robot Learning Data for Vision-Language Policy ICLR 2025 LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection NAACL 2025 LLM-Driven Completeness and Consistency Evaluation for Cultural Heritage Data Augmentation in Cross-Modal Retrieval EMNLP 2025 LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation ACL 2025 LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025 LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs? NAACL 2025 Logical DA: Enhancing Data Augmentation for Logical Reasoning via a Multi-Agent System ACL 2025 Long-Term Ad Memorability: Understanding & Generating Memorable Ads WACV 2025 Looks can be Deceptive: Distinguishing Repetition Disfluency from Reduplication COLING 2025 Low-Biased General Annotated Dataset Generation CVPR 2025 Low-Resource Grammatical Error Correction: Selective Data Augmentation with Round-Trip Machine Translation ACL 2025 Low-Resource Sign Language Glossing Profits From Data Augmentation AACL 2025 LP Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models EMNLP 2025 L-WISE: Boosting Human Visual Category Learning Through Model-Based Image Selection and Enhancement ICLR 2025 Machine-generated text detection prevents language model collapse EMNLP 2025 MAGNet: Motif-Agnostic Generation of Molecules from Scaffolds ICLR 2025 MAIN: Mutual Alignment Is Necessary for instruction tuning EMNLP 2025 MANTA: A Scalable Pipeline for Transmuting Massive Web Corpora into Instruction Datasets EMNLP 2025