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data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

Learning from Wrong Predictions in Low-Resource Neural Machine Translation COLING 2024
DICE @ ML-ESG-3: ESG Impact Level and Duration Inference Using LLMs for Augmentation and Contrastive Learning COLING 2024
Generating Hard-Negative Out-of-Scope Data with ChatGPT for Intent Classification COLING 2024
Federated Partial Label Learning with Local-Adaptive Augmentation and Regularization AAAI 2024
LLM-based MT Data Creation: Dialectal to MSA Translation Shared Task COLING 2024
Disentangling Domain and General Representations for Time Series Classification IJCAI 2024
Debiasing Multi-Entity Aspect-Based Sentiment Analysis with Norm-Based Data Augmentation COLING 2024
Mini-DA: Improving Your Model Performance through Minimal Data Augmentation using LLM NAACL 2024
Mitigating Data Scarcity in Semantic Parsing across Languages with the Multilingual Semantic Layer and its Dataset ACL 2024
CAUSE: Counterfactual Assessment of User Satisfaction Estimation in Task-Oriented Dialogue Systems ACL 2024
Saliency-Aware Interpolative Augmentation for Multimodal Financial Prediction COLING 2024
Code Needs Comments: Enhancing Code LLMs with Comment Augmentation ACL 2024
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning COLING 2024
Empowering Low-Resource Regional Languages with Lexicons : A Comparative Study of NLP Tools for Morphosyntactic Analysis COLING 2024
FedAvP: Augment Local Data via Shared Policy in Federated Learning NIPS 2024
Enhancing Effectiveness and Robustness in a Low-Resource Regime via Decision-Boundary-aware Data Augmentation COLING 2024
Improving child speech recognition with augmented child-like speech INTERSPEECH 2024
Exploring the Potential of Dense Information in Multimodal Alignment ACL 2024
Evaluating the Potential of Language-family-specific Generative Models for Low-resource Data Augmentation: A Faroese Case Study COLING 2024
Multilingual ESG News Impact Identification Using an Augmented Ensemble Approach COLING 2024
Addressing Entity Translation Problem via Translation Difficulty and Context Diversity ACL 2024
Bird Whisperer: Leveraging Large Pre-trained Acoustic Model for Bird Call Classification INTERSPEECH 2024
Large Language Models are Few-Shot Training Example Generators: A Case Study in Fallacy Recognition ACL 2024
Refining and Synthesis: A Simple yet Effective Data Augmentation Framework for Cross-Domain Aspect-based Sentiment Analysis ACL 2024
Inclusive ASR for Disfluent Speech: Cascaded Large-Scale Self-Supervised Learning with Targeted Fine-Tuning and Data Augmentation INTERSPEECH 2024