instruction following

AdvancedIF: Rubric-Based Benchmarking and Reinforcement Learning for Advancing LLM Instruction Following ACL 2026 ARC: Argument Representation and Coverage Analysis for Zero-Shot Long Document Summarization with Instruction Following LLMs EACL 2026 ARGUS: Defending Against Multimodal Indirect Prompt Injection via Steering Instruction-Following Behavior CVPR 2026 AudioStory: Generating Long-Form Narrative Audio with Large Language Models CVPR 2026 AURA: Multi-modal Shared Autonomy for Urban Navigation CVPR 2026 CachePrune: Teaching LLMs What Not to Follow via KV-Cache Editing ACL 2026 CogniEdit: Dense Gradient Flow Optimization for Fine-Grained Image Editing CVPR 2026 CompBench: Benchmarking Complex Instruction-guided Image Editing CVPR 2026 Complex Instruction Following with Diverse Style Policies in Football Games AAAI 2026 ConInstruct: Evaluating Large Language Models on Conflict Detection and Resolution in Instructions AAAI 2026 CrowdSelect: SyntheticInstruction Data Selection with Multi-LLM Wisdom EACL 2026 DecIF: Improving Instruction-Following through Decomposition ACL 2026 Deconstructing Instruction-Following: A New Benchmark for Granular Evaluation of Large Language Model Instruction Compliance Abilities EACL 2026 DIFFA: Large Language Diffusion Models Can Listen and Understand AAAI 2026 DiTEA: Mixture-of-Experts for Vision-Language-Action Model in Robotic Manipulation AAAI 2026 Evolutionary Guided Decoding: Iterative Value Refinement for LLMs ACL 2026 FinCall-Surprise: A Large Scale Multi-modal Benchmark for Earning Surprise Prediction ACL 2026 FreqEdit: Preserving High-Frequency Features for Robust Multi-Turn Image Editing CVPR 2026 GraphIF: Enhancing Multi-Turn Instruction Following for Large Language Models with Relation Graph Prompt AAAI 2026 HATS: Hardness-Aware Trajectory Synthesis for GUI Agents CVPR 2026 IF-RewardBench: Benchmarking Judge Models for Instruction-Following Evaluation ACL 2026 InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space CVPR 2026 InstructDiff: Domain-Adaptive Data Selection via Contrastive Entropy for Efficient LLM Fine-Tuning ACL 2026 Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following ACL 2026 LexInstructEval: Lexical Instruction Following Evaluation for Large Language Models AAAI 2026