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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

Structured Tender Entities Extraction from Complex Tables with Few-short Learning COLING 2025
Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision? ACL 2025
NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025
AICOE at PerAnsSumm 2025: An Ensemble of Large Language Models for Perspective-Aware Healthcare Answer Summarization NAACL 2025
Active Multimodal Distillation for Few-shot Action Recognition IJCAI 2025
FS-KEN: Few-shot Knowledge Graph Reasoning by Adversarial Negative Enhancing IJCAI 2025
Boosting Few-Shot Open-Set Object Detection via Prompt Learning and Robust Decision Boundary IJCAI 2025
Improving Generalization in Meta-Learning via Meta-Gradient Augmentation IJCAI 2025
Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot Learning IJCAI 2025
P²Net: Parallel Pointer-based Network for Key Information Extraction with Complex Layouts ACL 2025
Mitigating Non-Representative Prototypes and Representation Bias in Few-Shot Continual Relation Extraction ACL 2025
Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification CVPR 2025
Detecting Sockpuppetry on Wikipedia Using Meta-Learning ACL 2025
Cross-Document Event-Keyed Summarization ACL 2025
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 2025
NeuralNexus at BEA 2025 Shared Task: Retrieval-Augmented Prompting for Mistake Identification in AI Tutors ACL 2025
Dialect Normalization using Large Language Models and Morphological Rules ACL 2025
Show and Segment: Universal Medical Image Segmentation via In-Context Learning CVPR 2025
TriLLaMa at CQs-Gen 2025: A Two-Stage LLM-Based System for Critical Question Generation ACL 2025
Iterative Repair with Weak Verifiers for Few-shot Transfer in KBQA with Unanswerability ACL 2025
Reasoning or Memorization? Investigating LLMs’ Capability in Restoring Chinese Internet Homophones ACL 2025
UTSA-NLP at ArchEHR-QA 2025: Improving EHR Question Answering via Self-Consistency Prompting ACL 2025
Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025
MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs EMNLP 2025
Rethinking Few Shot CLIP Benchmarks: A Critical Analysis in the Inductive Setting ICCV 2025