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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Scalable and Culturally Specific Stereotype Dataset Construction via Human-LLM Collaboration EMNLP 2025
LLM-Personalize: Aligning LLM Planners with Human Preferences via Reinforced Self-Training for Housekeeping Robots COLING 2025
Empirical Study of Zero-shot Keyphrase Extraction with Large Language Models COLING 2025
Zero-shot and Few-shot Learning with Instruction-following LLMs for Claim Matching in Automated Fact-checking COLING 2025
Can LLMs Help Create Grammar?: Automating Grammar Creation for Endangered Languages with In-Context Learning COLING 2025
Clear Up Confusion: Iterative Differential Generation for Fine-grained Intent Detection with Contrastive Feedback COLING 2025
Enhancing Multi-party Dialogue Discourse Parsing with Explanation Generation COLING 2025
Retrieval Augmented Instruction Tuning for Open NER with Large Language Models COLING 2025
CycleOIE: A Low-Resource Training Framework For Open Information Extraction COLING 2025
Semi-ViM: Bidirectional State Space Model for Mitigating Label Imbalance in Semi-Supervised Learning ICCV 2025
Dynamic-prototype Contrastive Fine-tuning for Continual Few-shot Relation Extraction with Unseen Relation Detection COLING 2025
PICLe: Pseudo-annotations for In-Context Learning in Low-Resource Named Entity Detection NAACL 2025
Few-shot Personalization of LLMs with Mis-aligned Responses NAACL 2025
IdentifyMe: A Challenging Long-Context Mention Resolution Benchmark for LLMs NAACL 2025
Schema and Natural Language Aware In-Context Learning for Improved GraphQL Query Generation NAACL 2025
GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design NAACL 2025
In-Context Learning with Long-Context Models: An In-Depth Exploration NAACL 2025
ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning ICCV 2025
Active Multimodal Distillation for Few-shot Action Recognition IJCAI 2025
Few-Shot Incremental Multi-modal Learning via Touch Guidance and Imaginary Vision Synthesis IJCAI 2025
Boosting Few-Shot Open-Set Object Detection via Prompt Learning and Robust Decision Boundary IJCAI 2025
VQCounter: Designing Visual Prompt Queue for Accurate Open-World Counting IJCAI 2025
MixRI: Mixing Features of Reference Images for Novel Object Pose Estimation ICCV 2025
Unknown Text Learning for CLIP-based Few-Shot Open-set Recognition ICCV 2025
Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025