In-Context Learning

Find the Intention of Instruction: Comprehensive Evaluation of Instruction Understanding for Large Language Models NAACL 2025 Fine-Tuning vs Prompting Techniques for Gender-Fair Rewriting of Machine Translations ACL 2025 FoodTaxo: Generating Food Taxonomies with Large Language Models ACL 2025 FrameEOL: Semantic Frame Induction using Causal Language Models EMNLP 2025 From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning NAACL 2025 GenAL: Generative Agent for Adaptive Learning AAAI 2025 Generalizable Object Re-Identification via Visual In-Context Prompting ICCV 2025 GrammaMT: Improving Machine Translation with Grammar-Informed In-Context Learning ACL 2025 GuideNER: Annotation Guidelines Are Better than Examples for In-Context Named Entity Recognition AAAI 2025 Hallucination Detection in Structured Query Generation via LLM Self-Debating EMNLP 2025 Howard University-AI4PC at SemEval-2025 Task 8: DeepTabCoder - Code-based Retrieval and In-context Learning for Question-Answering over Tabular Data SemEval 2025 How Far Can LLMs Improve from Experience? Measuring Test-Time Learning Ability in LLMs with Human Comparison EMNLP 2025 How Well Can Reasoning Models Identify and Recover from Unhelpful Thoughts? EMNLP 2025 Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts EMNLP 2025 HW-TSC at Multilingual Counterspeech Generation COLING 2025 IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction ACL 2025 Improving In-context Learning Example Retrieval for Classroom Discussion Assessment with Re-ranking and Label Ratio Regulation ACL 2025 Improving Tool Retrieval by Leveraging Large Language Models for Query Generation COLING 2025 In-context Continual Learning Assisted by an External Continual Learner COLING 2025 In-context Learning Demonstration Generation with Text Distillation IJCAI 2025 In-Context Learning on a Budget: A Case Study in Token Classification NAACL 2025 Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning NAACL 2025 Instantly Learning Preference Alignment via In-context DPO NAACL 2025 Interleaved-Modal Chain-of-Thought CVPR 2025 Interpretability Analysis of Arithmetic In-Context Learning in Large Language Models EMNLP 2025