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Data Augmentation

3622 directly classified papers

Papers per year

Papers

FlexDoc: Parameterized Sampling for Diverse Multilingual Synthetic Documents for Training Document Understanding Models EMNLP 2025
BOOTPLACE: Bootstrapped Object Placement with Detection Transformers CVPR 2025
Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation EMNLP 2025
SOMD2025: A Challenging Shared Tasks for Software Related Information Extraction ACL 2025
RPDR: A Round-trip Prediction-Based Data Augmentation Framework for Long-Tail Question Answering EMNLP 2025
Randomly Projected Convex Clustering Model: Motivation, Realization, and Cluster Recovery Guarantees JMLR 2025
MegaPairs: Massive Data Synthesis for Universal Multimodal Retrieval ACL 2025
Language Models as Continuous Self-Evolving Data Engineers EMNLP 2025
KCS: Diversify Multi-hop Question Generation with Knowledge Composition Sampling EMNLP 2025
Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction ACL 2025
TRATES: Trait-Specific Rubric-Assisted Cross-Prompt Essay Scoring ACL 2025
FIRE: Flexible Integration of Data Quality Ratings for Effective Pretraining EMNLP 2025
Fossils at SemEval-2025 Task 9: Tasting Loss Functions for Food Hazard Detection in Text Reports ACL 2025
Data-Constrained Synthesis of Training Data for De-Identification ACL 2025
Transplant Then Regenerate: A New Paradigm for Text Data Augmentation EMNLP 2025
Evaluating the Effectiveness and Scalability of LLM-Based Data Augmentation for Retrieval EMNLP 2025
Corrupted but Not Broken: Understanding and Mitigating the Negative Impacts of Corrupted Data in Visual Instruction Tuning EMNLP 2025
Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025
KGCL: Knowledge-Enhanced Graph Contrastive Learning for Retrosynthesis Prediction Based on Molecular Graph Editing IJCAI 2025
Doubling Your Data in Minutes: Ultra-fast Tabular Data Generation via LLM-Induced Dependency Graphs EMNLP 2025
EDGE: Efficient Data Selection for LLM Agents via Guideline Effectiveness IJCAI 2025
Dynamic and Adaptive Feature Generation with LLM IJCAI 2025
We Need to Measure Data Diversity in NLP — Better and Broader EMNLP 2025
CMHG: A Dataset and Benchmark for Headline Generation of Minority Languages in China EMNLP 2025
UnitCoder: Scalable Code Synthesis from Pre-training Corpora EMNLP 2025