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

ORPP: Self-Optimizing Role-playing Prompts to Enhance Language Model Capabilities EMNLP 2025

Few-Shot, No Problem: Descriptive Continual Relation Extraction AAAI 2025

TrojanWave: Exploiting Prompt Learning for Stealthy Backdoor Attacks on Large Audio-Language Models EMNLP 2025

Bridging Molecular Graphs and Large Language Models AAAI 2025

CrystalICL: Enabling In-Context Learning for Crystal Generation EMNLP 2025

LVLMs are Bad at Overhearing Human Referential Communication EMNLP 2025

Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025

Few-shot Personalized Scanpath Prediction CVPR 2025

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

Adversity-aware Few-shot Named Entity Recognition via Augmentation Learning AAAI 2025

How to Make Large Language Models Generate 100% Valid Molecules? EMNLP 2025

Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025

Investigating How Pre-training Data Leakage Affects Models’ Reproduction and Detection Capabilities EMNLP 2025

HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025

Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions EMNLP 2025

Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns AAAI 2025

PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025

mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus ACL 2025

Exploring the Better Multimodal Synergy Strategy for Vision-Language Models AAAI 2025

WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025

Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning EMNLP 2025

Rapid Word Learning Through Meta In-Context Learning EMNLP 2025

The Good, the Bad, and the Debatable: A Survey on the Impacts of Data for In-Context Learning EMNLP 2025

Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning EMNLP 2025

LegalViz: Legal Text Visualization by Text To Diagram Generation NAACL 2025