process reward model

A Comprehensive Survey of Process Reward Models: Data Generation, Model Construction, and Usage ACL 2026 AURA: Affordance-Understanding and Risk-aware Alignment Technique for Large Language Models AAAI 2026 Causal Reward Adjustment: Mitigating Reward Hacking in External Reasoning via Backdoor Correction AAAI 2026 CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts ACL 2026 DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering AAAI 2026 Efficient Process Reward Modeling via Contrastive Mutual Information ACL 2026 Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models ACL 2026 Exploring Generative Process Reward Modeling for Semi-Structured Data: A Case Study of Table Question Answering EACL 2026 From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling AAAI 2026 General Process Reward Modeling for Robotic Reinforcement Learning CVPR 2026 GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning AAAI 2026 Global-Local Confidence Fusion for Hallucination Detection in Mathematical Reasoning Task AAAI 2026 Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math ACL 2026 Hierarchical Process Reward Models are Symbolic Vision Learners CVPR 2026 Improving Vision-language Models with Perception-centric Process Reward Models CVPR 2026 Not All Queries Need Deep Thought: CoFiCot for Adaptive Coarse-to-fine Stateful Refinement UAI 2026 Out of Distribution, Out of Luck: Process Rewards Misguide Reasoning Models EACL 2026 PRInTS: Reward Modeling for Long-Horizon Information Seeking ACL 2026 Process Reward Models Meet Planning: Generating Precise and Scalable Datasets for Step-Level Rewards ACL 2026 RPM-MCTS: Knowledge-Retrieval as Process Reward Model with Monte Carlo Tree Search for Code Generation AAAI 2026 SAT: Balancing Reasoning Accuracy and Efficiency with Stepwise Adaptive Thinking ACL 2026 SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More CVPR 2026 SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling AAAI 2026 Step-GRPO: Enhancing Reasoning Quality and Efficiency via Structured PRM-Based Reinforcement Learning AAAI 2026 The Bidirectional Process Reward Model ACL 2026