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process reward

18 papers

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Co-occurring keywords · papers mentioning both

large language model (8) reinforcement learning (7) reward modeling (5) process reward model (3) multimodal reasoning (3) retrieval-augmented generation (3) reward model (3) reasoning path (2) multi-turn reinforcement learning (2) vision-language model (2)

Papers

K-STaR: Knowledge-Aware Self-Taught Reasoner AAAI 2026 ReCode: Reinforcing Code Generation with Reasoning-Process Rewards ACL 2026 TROJail: Trajectory-Level Optimization for Multi-Turn Large Language Model Jailbreaks with Process Rewards ACL 2026 BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving ACL 2025 CodeTool: Enhancing Programmatic Tool Invocation of LLMs via Process Supervision ACL 2025 EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning ACL 2025 Generative Reward Modeling via Synthetic Criteria Preference Learning ACL 2025 GRAT: Guiding Retrieval-Augmented Reasoning through Process Rewards Tree Search ACL 2025 LeTS: Learning to Think-and-Search via Process-and-Outcome Reward Hybridization EMNLP 2025 LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025 Process Reward Model with Q-value Rankings ICLR 2025 Progressive Multimodal Reasoning via Active Retrieval ACL 2025 R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning EMNLP 2025 TreeRL: LLM Reinforcement Learning with On-Policy Tree Search ACL 2025 ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025 VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models ICCV 2025 Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing EMNLP 2024 ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search NeurIPS 2024