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In-Context Learning

419 directly classified papers

Papers per year

Papers

In-Context Learning on a Budget: A Case Study in Token Classification NAACL 2025
Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models NAACL 2025
Monte Carlo Sampling for Analyzing In-Context Examples NAACL 2025
A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension NAACL 2025
VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning ICCV 2025
MultiverSeg: Scalable Interactive Segmentation of Biomedical Imaging Datasets with In-Context Guidance ICCV 2025
Synergistic Prompting for Robust Visual Recognition with Missing Modalities ICCV 2025
Federated Prompt-Tuning with Heterogeneous and Incomplete Multimodal Client Data ICCV 2025
MultiVerse: A Multi-Turn Conversation Benchmark for Evaluating Large Vision and Language Models ICCV 2025
A Scalable Pipeline for Estimating Verb Frame Frequencies Using Large Language Models IJCNLP 2025
GrammaMT: Improving Machine Translation with Grammar-Informed In-Context Learning ACL 2025
LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025
Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025
ToolCoder: A Systematic Code-Empowered Tool Learning Framework for Large Language Models ACL 2025
Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025
Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025
Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs NAACL 2025
Tuning Less, Prompting More: In-Context Preference Learning Pipeline for Natural Language Transformation EMNLP 2025
OLMES: A Standard for Language Model Evaluations NAACL 2025
OKG: On-the-Fly Keyword Generation in Sponsored Search Advertising COLING 2025
Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning NAACL 2025
Don’t Take it Literally! Idiom-aware Vietnamese Translation via In-context Learning IJCNLP 2025
On the Feasibility of In-Context Probing for Data Attribution NAACL 2025
DCG-SQL: Enhancing In-Context Learning for Text-to-SQL with Deep Contextual Schema Link Graph ACL 2025
PRISM: Efficient Long-Range Reasoning With Short-Context LLMs EMNLP 2025