process supervision

AttnPO: Attention-Guided Process Supervision for Efficient Reasoning ACL 2026 Enhancing LLM-based Search Agents via Contribution Weighted Group Relative Policy Optimization ACL 2026 Evidence-Augmented Policy Optimization with Reward Co-Evolution for Long-Context Reasoning ACL 2026 SAPO: Self-Adaptive Process Optimization Makes Small Reasoners Stronger AAAI 2026 SHAPE: Stage-aware Hierarchical Advantage via Potential Estimation for LLM Reasoning ACL 2026 SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling AAAI 2026 Towards Interpretable Tabular Reasoning: Enhancing LLM Reasoning on Tabular Data with Pre-Constructed Logic Graph ACL 2026 An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical Reasoning ACL 2025 Better Process Supervision with Bi-directional Rewarding Signals ACL 2025 Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision EMNLP 2025 CodeTool: Enhancing Programmatic Tool Invocation of LLMs via Process Supervision ACL 2025 DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision EMNLP 2025 Do We Need to Verify Step by Step? Rethinking Process Supervision from a Theoretical Perspective ICML 2025 Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025 Learning to Reason via Self-Iterative Process Feedback for Small Language Models COLING 2025 LSRL: Process-Supervised GRPO on Latent Recurrent States Improves Mathematical Reasoning EMNLP 2025 OpenPRM: Building Open-domain Process-based Reward Models with Preference Trees ICLR 2025 Process-Supervised Reinforcement Learning for Code Generation EMNLP 2025 Q-PRM: Adaptive Query Rewriting for Retrieval-Augmented Generation via Step-level Process Supervision EMNLP 2025 RATIONALYST: Pre-training Process-Supervision for Improving Reasoning ACL 2025 StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization EMNLP 2025 What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025 AlphaMath Almost Zero: Process Supervision without Process NeurIPS 2024 AutoPSV: Automated Process-Supervised Verifier NeurIPS 2024 Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision NeurIPS 2024