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

Ibom NLP: A Step Toward Inclusive Natural Language Processing for Nigeria’s Minority Languages IJCNLP 2025

Overview of the ArchEHR-QA 2025 Shared Task on Grounded Question Answering from Electronic Health Records ACL 2025

Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models NAACL 2025

Exploring Limitations of LLM Capabilities with Multi-Problem Evaluation NAACL 2025

TTE: Two Tokens Are Enough to Improve Parameter-Efficient Tuning AAAI 2025

Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features ICCV 2025

NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025

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

Investigating Adapters for Parameter-efficient Low-resource Automatic Speech Recognition NAACL 2025

Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data ACL 2025

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

Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research ACL 2025

Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025

Mitigating Label Length Bias in Large Language Models IJCNLP 2025

Manhattan Self-Attention Diffusion Residual Networks with Dynamic Bias Rectiﬁcation for BCI-based Few-Shot Learning AAAI 2025

Speaker Identification and Dataset Construction Using LLMs: A Case Study on Japanese Narratives NAACL 2025

Can LLMs Recognize Their Own Analogical Hallucinations? Evaluating Uncertainty Estimation for Analogical Reasoning ACL 2025

Adaptive Linguistic Prompting (ALP) Enhances Phishing Webpage Detection in Multimodal Large Language Models ACL 2025

FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding COLING 2025

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

Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025

STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM AAAI 2025

Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering ACL 2025

Argumentative Fallacy Detection in Political Debates ACL 2025

Show and Segment: Universal Medical Image Segmentation via In-Context Learning CVPR 2025