DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning Paper • 2303.07864 • Published Mar 14, 2023 • 1
Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks Paper • 2305.13547 • Published May 22, 2023 • 1
MixPro: Simple yet Effective Data Augmentation for Prompt-based Learning Paper • 2304.09402 • Published Apr 19, 2023 • 2
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning Paper • 2305.18169 • Published May 29, 2023 • 1
Effectiveness of Data Augmentation for Parameter Efficient Tuning with Limited Data Paper • 2303.02577 • Published Mar 5, 2023 • 1
Augmentation with Projection: Towards an Effective and Efficient Data Augmentation Paradigm for Distillation Paper • 2210.11768 • Published Oct 21, 2022 • 1
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Paper • 2205.06153 • Published May 12, 2022 • 1
Syntax-driven Data Augmentation for Named Entity Recognition Paper • 2208.06957 • Published Aug 15, 2022 • 1
Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting Paper • 2204.11406 • Published Apr 25, 2022 • 1
Distributional Data Augmentation Methods for Low Resource Language Paper • 2309.04862 • Published Sep 9, 2023 • 1
Data Augmentation in Natural Language Processing: A Novel Text Generation Approach for Long and Short Text Classifiers Paper • 2103.14453 • Published Mar 26, 2021 • 1
TTIDA: Controllable Generative Data Augmentation via Text-to-Text and Text-to-Image Models Paper • 2304.08821 • Published Apr 18, 2023 • 1
Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification Paper • 2111.09064 • Published Nov 17, 2021 • 1
AttentionMix: Data augmentation method that relies on BERT attention mechanism Paper • 2309.11104 • Published Sep 20, 2023 • 1
Data Augmentation Approaches in Natural Language Processing: A Survey Paper • 2110.01852 • Published Oct 5, 2021 • 1
Understanding the Role of Mixup in Knowledge Distillation: An Empirical Study Paper • 2211.03946 • Published Nov 8, 2022 • 1
What Makes a "Good" Data Augmentation in Knowledge Distillation -- A Statistical Perspective Paper • 2012.02909 • Published Dec 5, 2020 • 1
Large Language Models as Annotators: Enhancing Generalization of NLP Models at Minimal Cost Paper • 2306.15766 • Published Jun 27, 2023 • 1
Scaling Relationship on Learning Mathematical Reasoning with Large Language Models Paper • 2308.01825 • Published Aug 3, 2023 • 21
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation Paper • 2203.09391 • Published Mar 17, 2022 • 1
Post Hoc Explanations of Language Models Can Improve Language Models Paper • 2305.11426 • Published May 19, 2023 • 1
Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling Paper • 2401.16380 • Published Jan 29 • 46
CooK: Empowering General-Purpose Language Models with Modular and Collaborative Knowledge Paper • 2305.09955 • Published May 17, 2023 • 1
Augmenting Math Word Problems via Iterative Question Composing Paper • 2401.09003 • Published Jan 17 • 2
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement Paper • 2403.15042 • Published Mar 22 • 24
Learning to Generate Instruction Tuning Datasets for Zero-Shot Task Adaptation Paper • 2402.18334 • Published Feb 28 • 12
MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning Paper • 2405.07551 • Published May 13
CoDa: Constrained Generation based Data Augmentation for Low-Resource NLP Paper • 2404.00415 • Published Mar 30
Enhancing Conversational Search: Large Language Model-Aided Informative Query Rewriting Paper • 2310.09716 • Published Oct 15, 2023
Deterministic Reversible Data Augmentation for Neural Machine Translation Paper • 2406.02517 • Published Jun 4
AdaCQR: Enhancing Query Reformulation for Conversational Search via Sparse and Dense Retrieval Alignment Paper • 2407.01965 • Published 20 days ago
Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers Paper • 2406.10991 • Published Jun 16
Conversational Query Reformulation with the Guidance of Retrieved Documents Paper • 2407.12363 • Published 5 days ago