few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

BERTbek: A Pretrained Language Model for Uzbek COLING 2024

Towards Understanding the Relationship between In-context Learning and Compositional Generalization COLING 2024

Towards Few-shot Entity Recognition in Document Images: A Graph Neural Network Approach Robust to Image Manipulation COLING 2024

Prototype-based Prompt-Instance Interaction with Causal Intervention for Few-shot Event Detection COLING 2024

Wearable Sensor-Based Few-Shot Continual Learning on Hand Gestures for Motor-Impaired Individuals via Latent Embedding Exploitation IJCAI 2024

Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting IJCAI 2024

LeRet: Language-Empowered Retentive Network for Time Series Forecasting IJCAI 2024

KCL: Few-shot Named Entity Recognition with Knowledge Graph and Contrastive Learning COLING 2024

Aggregation and Purification: Dual Enhancement Network for Point Cloud Few-shot Segmentation IJCAI 2024

Few-Shot Learning for Cold-Start Recommendation COLING 2024

Exploring the Generalization of Cancer Clinical Trial Eligibility Classifiers across Diseases COLING 2024

LLM-based Multi-Level Knowledge Generation for Few-shot Knowledge Graph Completion IJCAI 2024

Evaluating the Potential of Language-family-specific Generative Models for Low-resource Data Augmentation: A Faroese Case Study COLING 2024

CO3: Low-resource Contrastive Co-training for Generative Conversational Query Rewrite COLING 2024

Depth-Wise Attention (DWAtt): A Layer Fusion Method for Data-Efficient Classification COLING 2024

Deconstructing In-Context Learning: Understanding Prompts via Corruption COLING 2024

CLIP-FSAC: Boosting CLIP for Few-Shot Anomaly Classification with Synthetic Anomalies IJCAI 2024

Multi-Attention Based Visual-Semantic Interaction for Few-Shot Learning IJCAI 2024

FineFMPL: Fine-grained Feature Mining Prompt Learning for Few-Shot Class Incremental Learning IJCAI 2024

CSSWiki: A Chinese Sentence Simplification Dataset with Linguistic and Content Operations COLING 2024

CrossTune: Black-Box Few-Shot Classification with Label Enhancement COLING 2024

Cross-Lingual Learning vs. Low-Resource Fine-Tuning: A Case Study with Fact-Checking in Turkish COLING 2024

Class-Incremental Few-Shot Event Detection COLING 2024

Learning Spatial Similarity Distribution for Few-shot Object Counting IJCAI 2024

A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks COLING 2024