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example selection

49 papers

Papers

Structured Semantic Information Helps Retrieve Better Examples for In-Context Learning Applied to Few-Shot Relation Extraction ACL 2026 The Silent Amplifier: In-Context Examples Fuel Bias in Large Language Models AAAI 2026 Aestar at SemEval-2025 Task 8: Agentic LLMs for Question Answering over Tabular Data SemEval 2025 Balanced Multi-Factor In-Context Learning for Multilingual Large Language Models EMNLP 2025 Correlation-Aware Example Selection for In-Context Learning with Nonsymmetric Determinantal Point Processes EMNLP 2025 Enhancing Chain of Thought Prompting in Large Language Models via Reasoning Patterns AAAI 2025 Exploring In-context Example Generation for Machine Translation ACL 2025 Factors Affecting Translation Quality in In-context Learning for Multilingual Medical Domain EMNLP 2025 Learning to Search Effective Example Sequences for In-Context Learning NAACL 2025 LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025 Monte Carlo Sampling for Analyzing In-Context Examples NAACL 2025 PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks NAACL 2025 Revisiting In-Context Learning with Long Context Language Models ACL 2025 SAFE-SQL: Self-Augmented In-Context Learning with Fine-grained Example Selection for Text-to-SQL EMNLP 2025 Selective Shot Learning for Code Explanation ACL 2025 Bayesian Example Selection Improves In-Context Learning for Speech, Text and Visual Modalities EMNLP 2024 Chain-of-Quizzes: Pedagogy-inspired Example Selection in In-Context-Learning ACL 2024 Crafting In-context Examples according to LMs’ Parametric Knowledge NAACL 2024 Designing Informative Metrics for Few-Shot Example Selection ACL 2024 Dirichlet-Based Prediction Calibration for Learning with Noisy Labels AAAI 2024 Discourse-Aware In-Context Learning for Temporal Expression Normalization NAACL 2024 Effective In-Context Example Selection through Data Compression ACL 2024 How Does the Textual Information Affect the Retrieval of Multimodal In-Context Learning? EMNLP 2024 NICE: To Optimize In-Context Examples or Not? ACL 2024 Revisiting Demonstration Selection Strategies in In-Context Learning ACL 2024