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instruction following

464 papers

IF

Papers

MuSC: Improving Complex Instruction Following with Multi-granularity Self-Contrastive Training ACL 2025 NAVER LABS Europe Submission to the Instruction-following Track ACL 2025 OpenPRM: Building Open-domain Process-based Reward Models with Preference Trees ICLR 2025 Optimal Transport-Based Token Weighting scheme for Enhanced Preference Optimization ACL 2025 Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following ACL 2025 Pointing to a Llama and Call it a Camel: On the Sycophancy of Multimodal Large Language Models EMNLP 2025 ProgCo: Program Helps Self-Correction of Large Language Models ACL 2025 ProMQA: Question Answering Dataset for Multimodal Procedural Activity Understanding NAACL 2025 ReasonerRank: Redefining Language Model Evaluation with Ground-Truth-Free Ranking Frameworks ACL 2025 ReFF: Reinforcing Format Faithfulness in Language Models Across Varied Tasks AAAI 2025 ReIFE: Re-evaluating Instruction-Following Evaluation NAACL 2025 Retrospective Learning from Interactions ACL 2025 Reverse Preference Optimization for Complex Instruction Following ACL 2025 Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability ACL 2025 RuleR: Improving LLM Controllability by Rule-based Data Recycling NAACL 2025 Scale Your Instructions: Enhance the Instruction-Following Fidelity of Unified Image Generation Model by Self-Adaptive Attention Scaling ICCV 2025 SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding ICLR 2025 SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature EMNLP 2025 Sequence-level Large Language Model Training with Contrastive Preference Optimization NAACL 2025 SeRA: Self-Reviewing and Alignment of LLMs using Implicit Reward Margins ICLR 2025 SIFT-50M: A Large-Scale Multilingual Dataset for Speech Instruction Fine-Tuning ACL 2025 SlideChat: A Large Vision-Language Assistant for Whole-Slide Pathology Image Understanding CVPR 2025 Smaller Large Language Models Can Do Moral Self-Correction NAACL 2025 SOTOPIA-Ω: Dynamic Strategy Injection Learning and Social Instruction Following Evaluation for Social Agents ACL 2025 Sparse Activation Editing for Reliable Instruction Following in Narratives EMNLP 2025