Reasoning Error from Known Fact: Step-Level Self-Consistency Group Relative Policy Optimization for LLMs

arXiv:2607.18915 · cs.CL · Submitted 2026-07-21 · Read on arXiv

cs.CL

Submitted: 2026-07-21

Updated: 2026-10-15

Terminology

• Hallucination — 4× in this paper · explained in 4 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Reasoning Traces — 3× in this paper · explained in 3 episodes
• Self-consistency — 3× in this paper · explained in 2 episodes
• Trace — 3× in this paper · explained in 2 episodes
• GRPO — 2× in this paper · explained in 6 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes

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