In-Context Learning

Spoken Language Understanding on Unseen Tasks With In-Context Learning Interspeech 2025 Stable Diffusion Models are Secretly Good at Visual In-Context Learning ICCV 2025 SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization CVPR 2025 TACO: Enhancing Multimodal In-context Learning via Task Mapping-Guided Sequence Configuration EMNLP 2025 The Good, the Bad, and the Debatable: A Survey on the Impacts of Data for In-Context Learning EMNLP 2025 The Role of Deductive and Inductive Reasoning in Large Language Models ACL 2025 TinyScientist: An Interactive, Extensible, and Controllable Framework for Building Research Agents EMNLP 2025 TokenShapley: Token Level Context Attribution with Shapley Value ACL 2025 Toward Efficient Sparse Autoencoder-Guided Steering for Improved In-Context Learning in Large Language Models EMNLP 2025 Trained Transformer Classifiers Generalize and Exhibit Benign Overfitting In-Context ICLR 2025 Tuning-Free Accountable Intervention for LLM Deployment – a Metacognitive Approach AAAI 2025 uMedSum: A Unified Framework for Clinical Abstractive Summarization ACL 2025 Understanding In-Context Machine Translation for Low-Resource Languages: A Case Study on Manchu ACL 2025 UniICL: An Efficient ICL Framework Unifying Compression, Selection, and Generation ACL 2025 Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers AAAI 2025 Unraveling the Mechanics of Learning-Based Demonstration Selection for In-Context Learning ACL 2025 Using Large Language Models to Perform MIPVU-Inspired Automatic Metaphor Detection ACL 2025 VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding CVPR 2025 What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices ACL 2025 When natural language is not enough: The limits of in-context learning demonstrations in multilingual reasoning NAACL 2025 Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning EMNLP 2025 Z1: Efficient Test-time Scaling with Code EMNLP 2025 ACES: Generating a Diversity of Challenging Programming Puzzles with Autotelic Generative Models NeurIPS 2024 Addressing Order Sensitivity of In-Context Demonstration Examples in Causal Language Models ACL 2024 AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations EMNLP 2024