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instruction following

464 papers

IF

Papers

Light-IF: Endowing LLMs with Generalizable Reasoning via Preview and Self-Checking for Complex Instruction Following AAAI 2026 Mantis: A Versatile Vision-Language-Action Model with Disentangled Visual Foresight CVPR 2026 Measuring Distribution Shift in User Prompts and Its Effects on LLM Performance ACL 2026 Mitigating Lost in Multi-turn Conversation via Curriculum RL with Verifiable Accuracy and Abstention Rewards ACL 2026 MMDIR: Multimodal Instruction-Driven Framework for Mixed-Degradation Document Image Restoration CVPR 2026 MOA: Multi-Objective Alignment for Role-Playing Agents ACL 2026 Multi-Crit: Benchmarking Multimodal Judges on Pluralistic Criteria-Following CVPR 2026 Now You Hear Me: Audio Narrative Attacks Against Large Audio–Language Models EACL 2026 OctoNav: Towards Generalist Embodied Navigation CVPR 2026 Omni IIE Bench: Benchmarking the Practical Capabilities of Image Editing Models CVPR 2026 One Battle After Another: Probing LLMs’ Limits on Multi-Turn Instruction Following with a Benchmark Evolving Framework ACL 2026 OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM Alignment ACL 2026 PARIF: Pushing the Pareto Frontier of Instruction Following and Reasoning with Curriculum Reinforcement Learning ACL 2026 PathFLIP: Fine-grained Language-Image Pretraining for Versatile Computational Pathology AAAI 2026 Persistent Personas? Role-Playing, Instruction Following, and Safety in Extended Interactions EACL 2026 PodBench: A Comprehensive Benchmark for Instruction-Aware Audio-Oriented Podcast Script Generation ACL 2026 PRISM: Probing Reasoning, Instruction, and Source Memory in LLM Hallucinations ACL 2026 RealWebAssist: A Benchmark for Long-Horizon Web Assistance with Real-World Users AAAI 2026 Revisiting the Reliability of Language Models in Instruction-Following ACL 2026 S2S-Arena: Evaluating Paralinguistic Instruction Following in Speech-to-Speech Models ACL 2026 Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset CVPR 2026 Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models ACL 2026 Scaling Towards the Information Boundary of Instructions through Data Synthesizing AAAI 2026 SelecTKD: Selective Token-Weighted Knowledge Distillation for LLMs CVPR 2026 SelFusion: Self-distillation for Diffusion Language Models ACL 2026