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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Weight Copy and Low-Rank Adaptation for Few-Shot Distillation of Vision Transformers WACV 2025
It is not a piece of cake for GPT: Explaining Textual Entailment Recognition in the presence of Figurative Language COLING 2025
Can LLMs Help Create Grammar?: Automating Grammar Creation for Endangered Languages with In-Context Learning COLING 2025
Continual Learning Using Only Large Language Model Prompting COLING 2025
Multi-Modal Few-Shot Temporal Action Segmentation ICCV 2025
IRUEX: A Study on Large Language Models Problem-Solving Skills in Iran’s University Entrance Exam COLING 2025
A Simple-but-Effective Baseline for Training-Free Class-Agnostic Counting WACV 2025
Generalized Few-shot 3D Point Cloud Segmentation with Vision-Language Model CVPR 2025
Sarc7: Evaluating Sarcasm Detection and Generation with Seven Types and Emotion-Informed Techniques EMNLP 2025
Factors Affecting Translation Quality in In-context Learning for Multilingual Medical Domain EMNLP 2025
HIT-YOU at TSAR 2025 Shared Task Leveraging Similarity-Based Few-Shot Prompting, Round-Trip Translation, and Self-Refinement for Readability-Controlled Text Simplification EMNLP 2025
Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025
LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025
Bridging Molecular Graphs and Large Language Models AAAI 2025
TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs AAAI 2025
Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and English AAAI 2025
ExpertGenQA: Open-ended QA generation in Specialized Domains EMNLP 2025
HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025
Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025
WorldAPIs: The World Is Worth How Many APIs? A Thought Experiment AAAI 2025
EERPD: Leveraging Emotion and Emotion Regulation for Improving Personality Detection COLING 2025
BANER: Boundary-Aware LLMs for Few-Shot Named Entity Recognition COLING 2025
IdentifyMe: A Challenging Long-Context Mention Resolution Benchmark for LLMs NAACL 2025
Enhancing the Prototype Network with Local-to-Global Optimization for Few-Shot Relation Extraction NAACL 2025