In-Context Learning

Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs AAAI 2025 Histopathology Image Report Generation by Vision Language Model with Multimodal In-Context Learning MIDL 2025 How Do Position Encodings Affect Length Generalization? Case Studies On In-Context Function Learning AAAI 2025 How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison EMNLP 2025 How Well Can Transformers Emulate In-Context Newton’s Method? AISTATS 2025 Improving In-context Learning Example Retrieval for Classroom Discussion Assessment with Re-ranking and Label Ratio Regulation ACL 2025 In-context Language Learning for Endangered Languages in Speech Recognition Interspeech 2025 In-Context Learning of Soft Nearest Neighbor Classifiers for Intelligible Tabular Machine Learning ACL 2025 In-context Prompt-augmented Micro-video Popularity Prediction AAAI 2025 INTERACT: Enabling Interactive, Question-Driven Learning in Large Language Models ACL 2025 Interactive and Expressive Code-Augmented Planning with Large Language Models ACL 2025 Is That Your Final Answer? Test-Time Scaling Improves Selective Question Answering ACL 2025 It’s All About In-Context Learning! Teaching Extremely Low-Resource Languages to LLMs EMNLP 2025 Label Set Optimization via Activation Distribution Kurtosis for Zero-Shot Classification with Generative Models EMNLP 2025 LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025 LaVin-DiT: Large Vision Diffusion Transformer CVPR 2025 Learning Task Representations from In-Context Learning ACL 2025 Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models ACL 2025 LIP-NER: Literal Patterns Benefit LLM-Based NER ACL 2025 LLMs are Better Than You Think: Label-Guided In-Context Learning for Named Entity Recognition EMNLP 2025 LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025 LLMs + Persona-Plug = Personalized LLMs ACL 2025 Long-Context Speech Synthesis with Context-Aware Memory Interspeech 2025 MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL AAAI 2025 Memorization or Reasoning? Exploring the Idiom Understanding of LLMs EMNLP 2025