few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

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

Enhancing NER Performance in Low-Resource Pakistani Languages using Cross-Lingual Data Augmentation NAACL 2025

Improving Data Annotation for Low-Resource Relation Extraction with Logical Rule-Augmented Collaborative Language Models NAACL 2025

ARISE: Iterative Rule Induction and Synthetic Data Generation for Text Classification NAACL 2025

Structured Tender Entities Extraction from Complex Tables with Few-short Learning COLING 2025

Self-Harmonized Chain of Thought NAACL 2025

Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025

Few-shot Personalized Scanpath Prediction CVPR 2025

UncleLM at SemEval-2025 Task 11: RAG-Based Few-Shot Learning and Fine-Tuned Encoders for Multilingual Emotion Detection ACL 2025

Argumentative Fallacy Detection in Political Debates ACL 2025

TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data AAAI 2025

OPI-DRO-HEL at SemEval-2025 Task 9: Integrating Transformer-Based Classification with LLM-Assisted Few-Shot Learning for Food Hazard Detection ACL 2025

Multi-Prompting Decoder Helps Better Language Understanding ACL 2025

Hypernetwork Approach to Bayesian MAML (Student Abstract) AAAI 2025

IberoBench: A Benchmark for LLM Evaluation in Iberian Languages COLING 2025

Aligning Black-box Language Models with Human Judgments NAACL 2025

DS2-ABSA: Dual-Stream Data Synthesis with Label Refinement for Few-Shot Aspect-Based Sentiment Analysis ACL 2025

FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025

Hidden in Plain Sight: Evaluation of the Deception Detection Capabilities of LLMs in Multimodal Settings ACL 2025

CreditLLM: Constructing Financial AI Assistant for Credit Products using Financial LLM and Few Data COLING 2025

Generating Financial News Articles from Factors of Stock Price Rise / Decline by LLMs COLING 2025

Detecting Hallucinations in Scientific Claims by Combining Prompting Strategies and Internal State Classification ACL 2025

Can Large Language Models Serve as Effective Classifiers for Hierarchical Multi-Label Classification of Scientific Documents at Industrial Scale? COLING 2025

SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning CVPR 2025

UnCo: Uncertainty-Driven Collaborative Framework of Large and Small Models for Grounded Multimodal NER EMNLP 2025

Can Prompting LLMs Unlock Hate Speech Detection across Languages? A Zero-shot and Few-shot Study ACL 2025