← Application Areas
Machine Learning › Application Areas ›

Data Augmentation

3622 directly classified papers

Papers per year

Papers

A Taxonomy for Data Contamination in Large Language Models ACL 2024
UTRad-NLP at #SMM4H 2024: Why LLM-Generated Texts Fail to Improve Text Classification Models ACL 2024
Croissant: A Metadata Format for ML-Ready Datasets NIPS 2024
Investigating the productivity of Passamaquoddy medials: A computational approach EACL 2024
The Greek podcast corpus: Competitive speech models for low-resourced languages with weakly supervised data INTERSPEECH 2024
EEVEE: An Easy Annotation Tool for Natural Language Processing EACL 2024
Your Vision-Language Model Itself Is a Strong Filter: Towards High-Quality Instruction Tuning with Data Selection ACL 2024
Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning ACL 2024
RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models ACL 2024
A Comprehensive Augmentation Framework for Anomaly Detection AAAI 2024
Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges ACL 2024
A New Dataset for Tonal and Segmental Dialectometry from the Yue- and Pinghua-Speaking Area EACL 2024
Gene-Gene Relationship Modeling Based on Genetic Evidence for Single-Cell RNA-Seq Data Imputation NIPS 2024
GENDEX: Generative Data Augmentation Strategy Leveraging External Data for Abstractive Dialogue Summarization ACL 2024
Better Synthetic Data by Retrieving and Transforming Existing Datasets ACL 2024
KUL@SMM4H2024: Optimizing Text Classification with Quality-Assured Augmentation Strategies ACL 2024
KGAST: From Knowledge Graphs to Annotated Synthetic Texts ACL 2024
Generating Harder Cross-document Event Coreference Resolution Datasets using Metaphoric Paraphrasing ACL 2024
IRCoder: Intermediate Representations Make Language Models Robust Multilingual Code Generators ACL 2024
Consistency Training by Synthetic Question Generation for Conversational Question Answering ACL 2024
Generative Data Augmentation using LLMs improves Distributional Robustness in Question Answering EACL 2024
Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling ACL 2024
Guidance-Based Prompt Data Augmentation in Specialized Domains for Named Entity Recognition ACL 2024
Quilt: Robust Data Segment Selection against Concept Drifts AAAI 2024
Limitations of Face Image Generation AAAI 2024