Papers with Code 아카이브
Text Augmentation
태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.
- 하위 태스크
- 0
- 평가표
- 0
- 보존된 평가 기록
- 0
You can read these blog posts to get an overview of the approaches.
논문
이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Batch Aggregation: An Approach to Enhance Text Classification with Correlated Augmented Data
Toward General and Robust LLM-enhanced Text-attributed Graph Learning
Words or Vision: Do Vision-Language Models Have Blind Faith in Text?
Laser: Efficient Language-Guided Segmentation in Neural Radiance Fields
Image, Text, and Speech Data Augmentation using Multimodal LLMs for Deep Learning: A Survey
Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral
TARDiS : Text Augmentation for Refining Diversity and Separability
Building a Multi-modal Spatiotemporal Expert for Zero-shot Action Recognition with CLIP
An Experimental Study on Data Augmentation Techniques for Named Entity Recognition on Low-Resource Domains
Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation for Classification
CleanerCLIP: Fine-grained Counterfactual Semantic Augmentation for Backdoor Defense in Contrastive Learning
Augment, Drop & Swap: Improving Diversity in LLM Captions for Efficient Music-Text Representation Learning
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval
Mitigating Data Imbalance for Software Vulnerability Assessment: Does Data Augmentation Help?
Performance Improvement of Language-Queried Audio Source Separation Based on Caption Augmentation From Large Language Models for DCASE Challenge 2024 Task 9
An efficient text augmentation approach for contextualized Mandarin speech recognition
ExplainableDetector: Exploring Transformer-based Language Modeling Approach for SMS Spam Detection with Explainability Analysis
Context-Aware Clustering using Large Language Models
Distance Sampling-based Paraphraser Leveraging ChatGPT for Text Data Manipulation
Augmenting emotion features in irony detection with Large language modeling
PairAug: What Can Augmented Image-Text Pairs Do for Radiology?
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance Detection
LLMvsSmall Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model
Advancing NLP Models with Strategic Text Augmentation: A Comprehensive Study of Augmentation Methods and Curriculum Strategies
Evaluation Metrics for Text Data Augmentation in NLP
RESMatch: Referring Expression Segmentation in a Semi-Supervised Manner
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality Gap
A Survey on Data Augmentation in Large Model Era
IndiText Boost: Text Augmentation for Low Resource India Languages
Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation
Iterative Mask Filling: An Effective Text Augmentation Method Using Masked Language Modeling
Augmenty: A Python Library for Structured Text Augmentation
From Big to Small Without Losing It All: Text Augmentation with ChatGPT for Efficient Sentiment Analysis
Teaching Specific Scientific Knowledge into Large Language Models through Additional Training
출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.