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Papers
Boosting Sentiment Analysis in Persian through a GAN-Based Synthetic Data Augmentation Method
COLING 2025
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard Classification
SemEval 2025
CoBA: Counterbias Text Augmentation for Mitigating Various Spurious Correlations via Semantic Triples
EMNLP 2025
Diversity-oriented Data Augmentation with Large Language Models
ACL 2025
Explicit and Implicit Data Augmentation for Social Event Detection
ACL 2025
How new data permeates LLM knowledge and how to dilute it
ICLR 2025
Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data
ACL 2025
LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection
NAACL 2025
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?
NAACL 2025
Machine-generated text detection prevents language model collapse
EMNLP 2025
Robust Misinformation Detection by Visiting Potential Commonsense Conflict
IJCAI 2025
Transplant Then Regenerate: A New Paradigm for Text Data Augmentation
EMNLP 2025
Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation
EMNLP 2025
An efficient text augmentation approach for contextualized Mandarin speech recognition
Interspeech 2024
AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes
EACL 2024
Boosting Zero-Shot Crosslingual Performance using LLM-Based Augmentations with Effective Data Selection
ACL 2024
Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges
ACL 2024
Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation
ACL 2024
Empowering Large Language Models for Textual Data Augmentation
ACL 2024
LLM vs Small Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model
AAAI 2024
QueryNER: Segmentation of E-commerce Queries
COLING 2024
SCoRD: Subject-Conditional Relation Detection With Text-Augmented Data
WACV 2024
Select and Augment: Enhanced Dense Retrieval Knowledge Graph Augmentation (Abstract Reprint)
AAAI 2024
STAGE: Simple Text Data Augmentation by Graph Exploration
COLING 2024
STA: Self-controlled Text Augmentation for Improving Text Classifications
COLING 2024