In-Context Learning

Memory OS of AI Agent EMNLP 2025 MINDS at SemEval-2025 Task 8: Question Answering Over Tabular Data via Large Language Model-generated SQL Queries SemEval 2025 Modeling Background Knowledge with Frame Semantics for Fine-grained Sentiment Classification ACL 2025 Monte Carlo Sampling for Analyzing In-Context Examples NAACL 2025 More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives ACL 2025 No Need for Explanations: LLMs can implicitly learn from mistakes in-context EMNLP 2025 OldJoe at AVeriTeC: In-context learning for fact-checking ACL 2025 Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning ACL 2025 Prompting Metaphoricity: Soft Labeling with Large Language Models in Popular Communication of Science Tweets in Spanish ACL 2025 Prompt, Translate, Fine-Tune, Re-Initialize, or Instruction-Tune? Adapting LLMs for In-Context Learning in Low-Resource Languages ACL 2025 Prosody-Adaptable Audio Codecs for Zero-Shot Voice Conversion via In-Context Learning Interspeech 2025 Provable Benefits of Task-Specific Prompts for In-context Learning AISTATS 2025 Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models ACL 2025 RD-MCSA: A Multi-Class Sentiment Analysis Approach Integrating In-Context Classification Rationales and Demonstrations EMNLP 2025 Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints ACL 2025 Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory ACL 2025 Revisiting In-Context Learning with Long Context Language Models ACL 2025 RNNs are not Transformers (Yet): The Key Bottleneck on In-Context Retrieval ICLR 2025 SAFE-SQL: Self-Augmented In-Context Learning with Fine-grained Example Selection for Text-to-SQL EMNLP 2025 SAIL: Sample-Centric In-Context Learning for Document Information Extraction AAAI 2025 Self-Instructed Derived Prompt Generation Meets In-Context Learning: Unlocking New Potential of Black-Box LLMs ACL 2025 SGIC: A Self-Guided Iterative Calibration Framework for RAG ACL 2025 Show and Segment: Universal Medical Image Segmentation via In-Context Learning CVPR 2025 SimRP: Syntactic and Semantic Similarity Retrieval Prompting Enhances Aspect Sentiment Quad Prediction AAAI 2025 SPICA: Retrieving Scenarios for Pluralistic In-Context Alignment ACL 2025