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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

Low-shot Object Learning with Mutual Exclusivity Bias NIPS 2023
Few-Shot Document-Level Event Argument Extraction ACL 2023
PromptNER: Prompt Locating and Typing for Named Entity Recognition ACL 2023
EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models NIPS 2023
CF-Font: Content Fusion for Few-Shot Font Generation CVPR 2023
What Makes Good Examples for Visual In-Context Learning? NIPS 2023
LoGoPrompt: Synthetic Text Images Can Be Good Visual Prompts for Vision-Language Models ICCV 2023
Clustered-patch Element Connection for Few-shot Learning IJCAI 2023
Meta-Learning with Adjoint Methods AISTATS 2023
Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification AISTATS 2023
TabLLM: Few-shot Classification of Tabular Data with Large Language Models AISTATS 2023
N-Shot Benchmarking of Whisper on Diverse Arabic Speech Recognition INTERSPEECH 2023
Learning to Learn from Corrupted Data for Few-Shot Learning IJCAI 2023
On Conditional and Compositional Language Model Differentiable Prompting IJCAI 2023
Genetic Prompt Search via Exploiting Language Model Probabilities IJCAI 2023
NutriAI: AI-Powered Child Malnutrition Assessment in Low-Resource Environments IJCAI 2023
Learning an Explicit Hyper-parameter Prediction Function Conditioned on Tasks JMLR 2023
Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding ACL 2023
Domain-specific Attention with Distributional Signatures for Multi-Domain End-to-end Task-Oriented Dialogue ACL 2023
Task-adaptive Label Dependency Transfer for Few-shot Named Entity Recognition ACL 2023
Universal Information Extraction with Meta-Pretrained Self-Retrieval ACL 2023
Coarse-to-fine Few-shot Learning for Named Entity Recognition ACL 2023
Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models ACL 2023
Meta-training with Demonstration Retrieval for Efficient Few-shot Learning ACL 2023
Distilling Reasoning Capabilities into Smaller Language Models ACL 2023