conftrace_

process supervision

25 papers

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Co-occurring keywords

large language model (13587) mathematical reasoning (407) reinforcement learning (4352) reasoning path (75) monte carlo tree search (271) code generation (746) reward modeling (164) process reward model (53) small language model (204) outcome supervision (3)

Papers

SHAPE: Stage-aware Hierarchical Advantage via Potential Estimation for LLM Reasoning ACL 2026
Towards Interpretable Tabular Reasoning: Enhancing LLM Reasoning on Tabular Data with Pre-Constructed Logic Graph ACL 2026
Evidence-Augmented Policy Optimization with Reward Co-Evolution for Long-Context Reasoning ACL 2026
Enhancing LLM-based Search Agents via Contribution Weighted Group Relative Policy Optimization ACL 2026
AttnPO: Attention-Guided Process Supervision for Efficient Reasoning ACL 2026
SAPO: Self-Adaptive Process Optimization Makes Small Reasoners Stronger AAAI 2026
SPARE: Single-Pass Annotation with Reference-Guided Evaluation for Automatic Process Supervision and Reward Modelling AAAI 2026
Learning to Reason via Self-Iterative Process Feedback for Small Language Models COLING 2025
Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025
StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization EMNLP 2025
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
CodeTool: Enhancing Programmatic Tool Invocation of LLMs via Process Supervision ACL 2025
Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision EMNLP 2025
DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision EMNLP 2025
LSRL: Process-Supervised GRPO on Latent Recurrent States Improves Mathematical Reasoning 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
What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025
Process-Supervised Reinforcement Learning for Code Generation EMNLP 2025
Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision EMNLP 2024
AutoPSV: Automated Process-Supervised Verifier NIPS 2024
Watch Every Step! LLM Agent Learning via Iterative Step-level Process Refinement EMNLP 2024
AlphaMath Almost Zero: Process Supervision without Process NIPS 2024
Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision NIPS 2024