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instruction optimization

8 papers

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Also known as

IO

Co-occurring keywords · papers mentioning both

large language model (6) prompt engineering (3) prompt optimization (2) instruction tuning (2) chain-of-thought reasoning (2) in-context learning (2) black-box optimization (2) exemplar optimization (1) validation set (1) mutation operator (1)

Papers

Analyzing LLM Instruction Optimization for Tabular Fact Verification EACL 2026 ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025 Learning to Instruct: Fine-Tuning a Task-Aware Instruction Optimizer for Black-Box LLMs EMNLP 2025 Teach Better or Show Smarter? On Instructions and Exemplars in Automatic Prompt Optimization NeurIPS 2024 Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers ICML 2024 VisLingInstruct: Elevating Zero-Shot Learning in Multi-Modal Language Models with Autonomous Instruction Optimization NAACL 2024 YNU-HPCC at SemEval-2024 Task 1: Self-Instruction Learning with Black-box Optimization for Semantic Textual Relatedness SemEval 2024 InstOptima: Evolutionary Multi-objective Instruction Optimization via Large Language Model-based Instruction Operators EMNLP 2023