demonstration selection

Efficient and Effective In-context Demonstration Selection with Coreset AAAI 2026 Rethinking Label Consistency of In-Context Learning: An Implicit Transductive Label Propagation Perspective AAAI 2026 Comparative Analysis of Demonstration Selection Algorithms for In-Context Learning in Large Language Models (Student Abstract) AAAI 2025 Delta-KNN: Improving Demonstration Selection in In-Context Learning for Alzheimer’s Disease Detection ACL 2025 Demonstration Selection for In-Context Learning via Reinforcement Learning ICML 2025 D.Va: Validate Your Demonstration First Before You Use It ACL 2025 Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns AAAI 2025 Learning to Select In-Context Demonstration Preferred by Large Language Model ACL 2025 Let The Jury Decide: Fair Demonstration Selection for In-Context Learning through Incremental Greedy Evaluation ACL 2025 Linear-Time Demonstration Selection for In-Context Learning via Gradient Estimation EMNLP 2025 Mixtures of In-Context Learners ACL 2025 Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning CVPR 2025 Rapid Selection and Ordering of In-Context Demonstrations via Prompt Embedding Clustering ICLR 2025 Reward Mixology: Crafting Hybrid Signals for Reinforcement Learning Driven In-Context Learning EMNLP 2025 RUIE: Retrieval-based Unified Information Extraction using Large Language Model COLING 2025 Selecting Demonstrations for Many-Shot In-Context Learning via Gradient Matching ACL 2025 The Good, the Bad, and the Debatable: A Survey on the Impacts of Data for In-Context Learning EMNLP 2025 UniICL: An Efficient ICL Framework Unifying Compression, Selection, and Generation ACL 2025 Unraveling the Mechanics of Learning-Based Demonstration Selection for In-Context Learning ACL 2025 Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning EMNLP 2025 Demonstration Selection Strategies for Numerical Time Series Data-to-Text EMNLP 2024 How to Configure Good In-Context Sequence for Visual Question Answering CVPR 2024 Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQL EMNLP 2024 In-Context Compositional Generalization for Large Vision-Language Models EMNLP 2024 In-Context Learning with Iterative Demonstration Selection EMNLP 2024