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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Spatial Annealing for Efficient Few-shot Neural Rendering AAAI 2025
Few-Shot Domain Adaptation for Learned Image Compression AAAI 2025
Capture Global Feature Statistics for One-Shot Federated Learning AAAI 2025
LLM-Driven Implicit Target Augmentation and Fine-Grained Contextual Modeling for Zero-Shot and Few-Shot Stance Detection EMNLP 2025
ICLEval: Evaluating In-Context Learning Ability of Large Language Models COLING 2025
THREAD: Thinking Deeper with Recursive Spawning NAACL 2025
LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025
TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025
Am I eligible? Natural Language Inference for Clinical Trial Patient Recruitment: the Patient’s Point of View NAACL 2025
Self-Harmonized Chain of Thought NAACL 2025
Can You Really Trust That Review? ProtoFewRoBERTa and DetectAIRev: A Prototypical Few-Shot Method and Multi-Domain Benchmark for Detecting AI-Generated Reviews IJCNLP 2025
CycleDistill: Bootstrapping Machine Translation using LLMs with Cyclical Distillation IJCNLP 2025
On Many-Shot In-Context Learning for Long-Context Evaluation ACL 2025
Assay2Mol: Large Language Model-based Drug Design Using BioAssay Context EMNLP 2025
Dialect Normalization using Large Language Models and Morphological Rules ACL 2025
PERC: Plan-As-Query Example Retrieval for Underrepresented Code Generation COLING 2025
Writing Like the Best: Exemplar-Based Expository Text Generation ACL 2025
Hidden in Plain Sight: Evaluation of the Deception Detection Capabilities of LLMs in Multimodal Settings ACL 2025
ORPP: Self-Optimizing Role-playing Prompts to Enhance Language Model Capabilities EMNLP 2025
Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision? ACL 2025
Delta-KNN: Improving Demonstration Selection in In-Context Learning for Alzheimer’s Disease Detection ACL 2025
Text Augmented Correlation Transformer For Few-shot Classification & Segmentation CVPR 2025
LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection ACL 2025
Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval ACL 2025
AdversaryAI at BLP-2025 Task 2: A Think, Refine, and Generate (TriGen) System with LoRA and Self-Refinement for Code Generation AACL 2025