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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT

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

AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators NAACL 2024
Cross-Task Generalization Abilities of Large Language Models NAACL 2024
UniAudio 1.5: Large Language Model-Driven Audio Codec is A Few-Shot Audio Task Learner NIPS 2024
AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation NIPS 2024
REPLUG: Retrieval-Augmented Black-Box Language Models NAACL 2024
Few-Shot Event Argument Extraction Based on a Meta-Learning Approach NAACL 2024
CPopQA: Ranking Cultural Concept Popularity by LLMs NAACL 2024
Clear Up Confusion: Advancing Cross-Domain Few-Shot Relation Extraction through Relation-Aware Prompt Learning NAACL 2024
Mixture-of-Prompt-Experts for Multi-modal Semantic Understanding COLING 2024
Cost-Efficient Subjective Task Annotation and Modeling through Few-Shot Annotator Adaptation EMNLP 2024
Strong Baselines for Parameter-Efficient Few-Shot Fine-Tuning AAAI 2024
Contextual Pre-planning on Reward Machine Abstractions for Enhanced Transfer in Deep Reinforcement Learning AAAI 2024
Dialogue for Prompting: A Policy-Gradient-Based Discrete Prompt Generation for Few-Shot Learning AAAI 2024
Is Programming by Example Solved by LLMs? NIPS 2024
SHROOM-INDElab at SemEval-2024 Task 6: Zero- and Few-Shot LLM-Based Classification for Hallucination Detection NAACL 2024
Disentangling Questions from Query Generation for Task-Adaptive Retrieval EMNLP 2024
OPDAI at SemEval-2024 Task 6: Small LLMs can Accelerate Hallucination Detection with Weakly Supervised Data NAACL 2024
No Culture Left Behind: ArtELingo-28, a Benchmark of WikiArt with Captions in 28 Languages EMNLP 2024
NIMZ at SemEval-2024 Task 9: Evaluating Methods in Solving Brainteasers Defying Commonsense NAACL 2024
The Representation Landscape of Few-Shot Learning and Fine-Tuning in Large Language Models NIPS 2024
TransMistral at SemEval-2024 Task 10: Using Mistral 7B for Emotion Discovery and Reasoning its Flip in Conversation NAACL 2024
In-context Learning and Gradient Descent Revisited NAACL 2024
Generate Like Experts: Multi-Stage Font Generation by Incorporating Font Transfer Process into Diffusion Models CVPR 2024
EM_Mixers at MEDIQA-CORR 2024: Knowledge-Enhanced Few-Shot In-Context Learning for Medical Error Detection and Correction NAACL 2024
WangLab at MEDIQA-CORR 2024: Optimized LLM-based Programs for Medical Error Detection and Correction NAACL 2024