instruction generation

LaF-GRPO: In-Situ Navigation Instruction Generation for the Visually Impaired via GRPO with LLM-as-Follower Reward AAAI 2026 Thinking Beyond the Local: Multi-View Instructed Adaptive Reasoning in KG-Enhanced LLMs EACL 2026 AIR: Complex Instruction Generation via Automatic Iterative Refinement EMNLP 2025 Enhanced Data Synthesis for LLM through Reasoning Structures Generated by Hierarchical GFlowNet ACL 2025 Evaluating Spatiotemporal Consistency in Automatically Generated Sewing Instructions EMNLP 2025 Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning CVPR 2025 NavRAG: Generating User Demand Instructions for Embodied Navigation through Retrieval-Augmented LLM ACL 2025 Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation ACL 2025 Ada-Instruct: Adapting Instruction Generators for Complex Reasoning EMNLP 2024 Can LLM’s Generate Human-Like Wayfinding Instructions? Towards Platform-Agnostic Embodied Instruction Synthesis NAACL 2024 EasyInstruct: An Easy-to-use Instruction Processing Framework for Large Language Models ACL 2024 Empowering Large Language Models for Textual Data Augmentation ACL 2024 InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models ICML 2024 Into the Unknown: Generating Geospatial Descriptions for New Environments ACL 2024 KNN-Instruct: Automatic Instruction Construction with K Nearest Neighbor Deduction EMNLP 2024 Spatially-Aware Speaker for Vision-and-Language Navigation Instruction Generation ACL 2024 Auto-Instruct: Automatic Instruction Generation and Ranking for Black-Box Language Models EMNLP 2023 Define, Evaluate, and Improve Task-Oriented Cognitive Capabilities for Instruction Generation Models ACL 2023 Hallucination Detection for Grounded Instruction Generation EMNLP 2023 INarIG: Iterative Non-autoregressive Instruct Generation Model For Word-Level Auto Completion EMNLP 2023 LANA: A Language-Capable Navigator for Instruction Following and Generation CVPR 2023 Large Language Models are Human-Level Prompt Engineers ICLR 2023 Counterfactual Cycle-Consistent Learning for Instruction Following and Generation in Vision-Language Navigation CVPR 2022 FOAM: A Follower-aware Speaker Model For Vision-and-Language Navigation NAACL 2022 On the Evaluation of Vision-and-Language Navigation Instructions EACL 2021