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conftrace_

few-shot learning

3,578 papers

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Also known as

FSL FEWSHOT FEW-SHOT

Co-occurring keywords · papers mentioning both

large language model (636) zero-shot learning (455) transfer learning (369) in-context learning (311) domain adaptation (209) text classification (204) representation learning (182) prompt engineering (179) language model (170) vision-language model (169)

Papers

Causal Disentanglement and Cross-Modal Alignment for Enhanced Few-Shot Learning ICCV 2025 CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning IJCAI 2025 CDW-CoT: Clustered Distance-Weighted Chain-of-Thoughts Reasoning AAAI 2025 Chain-of-Thought Provably Enables Learning the (Otherwise) Unlearnable ICLR 2025 CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL ICLR 2025 Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025 Classifying Unreliable Narrators with Large Language Models ACL 2025 Clear Up Confusion: Iterative Differential Generation for Fine-grained Intent Detection with Contrastive Feedback COLING 2025 ClimateEval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change ACL 2025 COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation CVPR 2025 CodeMixBench: Evaluating Code-Mixing Capabilities of LLMs Across 18 Languages EMNLP 2025 CodeTaxo: Enhancing Taxonomy Expansion with Limited Examples via Code Language Prompts ACL 2025 Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025 Combining Induction and Transduction for Abstract Reasoning ICLR 2025 Commonsense Subgraph for Inductive Relation Reasoning with Meta-learning COLING 2025 Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance EMNLP 2025 Concentrate on Weakness: Mining Hard Prototypes for Few-Shot Medical Image Segmentation IJCAI 2025 Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization CVPR 2025 ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) AAAI 2025 ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) (Student Abstract) AAAI 2025 ConCodeEval: Evaluating Large Language Models for Code Constraints in Domain-Specific Languages ACL 2025 Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot Learning IJCAI 2025 Context-Alignment: Activating and Enhancing LLMs Capabilities in Time Series ICLR 2025 Context-Aware Multimodal Pretraining CVPR 2025 CoRAG: Collaborative Retrieval-Augmented Generation NAACL 2025