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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

From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025
Beyond Demonstrations: Dynamic Vector Construction from Latent Representations EMNLP 2025
LMU at PerAnsSumm 2025: LlaMA-in-the-loop at Perspective-Aware Healthcare Answer Summarization Task 2.2 Factuality NAACL 2025
Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training IJCAI 2025
Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models NAACL 2025
LLM-Driven Implicit Target Augmentation and Fine-Grained Contextual Modeling for Zero-Shot and Few-Shot Stance Detection EMNLP 2025
Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning IJCAI 2025
Differentiable Prompt Learning for Vision Language Models IJCAI 2025
Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning CVPR 2025
EVICheck: Evidence-Driven Independent Reasoning and Combined Verification Method for Fact-Checking IJCAI 2025
Exploring Limitations of LLM Capabilities with Multi-Problem Evaluation NAACL 2025
OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025
Text Augmented Correlation Transformer For Few-shot Classification & Segmentation CVPR 2025
UnCo: Uncertainty-Driven Collaborative Framework of Large and Small Models for Grounded Multimodal NER EMNLP 2025
From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning NAACL 2025
ABDN-NLP at CoMeDi Shared Task: Predicting the Aggregated Human Judgment via Weighted Few-Shot Prompting COLING 2025
Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025
Few-shot Personalized Scanpath Prediction CVPR 2025
Massively Multilingual Instruction-Following Information Extraction ACL 2025
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025
Self-Harmonized Chain of Thought NAACL 2025
CreditLLM: Constructing Financial AI Assistant for Credit Products using Financial LLM and Few Data COLING 2025
The contribution of LLMs to relation extraction in the economic field COLING 2025
Generating Financial News Articles from Factors of Stock Price Rise / Decline by LLMs COLING 2025
Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval ACL 2025