Verifiable Process Rewards for Agentic Reasoning

arXiv:2605.10325 · cs.AI · Submitted 2026-05-11 · Read on arXiv

cs.AI

Submitted: 2026-05-11

Updated: 2026-10-12

Terminology

• Agentic Reasoning — 4× in this paper · explained in 1 episode
• Verification — 4× in this paper · explained in 2 episodes
• Credit assignment — 2× in this paper · explained in 3 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Verifiable Process Rewards — 2× in this paper
• Verifier — 2× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Sparsity — 1× in this paper · explained in 4 episodes
• Verifiable Rewards — 1× in this paper · explained in 2 episodes

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