RGDT-Bench: Benchmarking LLM Reasoning for Rule-Governed Decisions and Their Justifications

arXiv:2609.34455 · cs.CL · Submitted 2026-09-28 · Read on arXiv

cs.CL

Submitted: 2026-09-28

Updated: 2026-09-28

Terminology

• Trace — 51× in this paper · explained in 2 episodes
• Aggregation — 43× in this paper · explained in 1 episode
• AUROC — 30× in this paper · explained in 2 episodes
• Accuracy — 28× in this paper · explained in 1 episode
• Benchmark — 13× in this paper · explained in 2 episodes
• Verification — 10× in this paper · explained in 2 episodes
• Calibration — 9× in this paper · explained in 7 episodes
• LLM judge — 9× in this paper · explained in 2 episodes
• Benchmarking — 6× in this paper · explained in 4 episodes
• Robustness — 6× in this paper · explained in 5 episodes
• Consistency — 5× in this paper · explained in 3 episodes
• Verifier — 4× in this paper · explained in 2 episodes
• Alignment — 3× in this paper · explained in 1 episode
• Distillation — 3× in this paper · explained in 2 episodes
• Actor — 2× in this paper · explained in 3 episodes
• Generative AI — 2× in this paper · explained in 2 episodes
• Self-consistency — 2× in this paper · explained in 2 episodes
• Chain-of-Thought Prompting — 1× in this paper · explained in 2 episodes
• Error Localization — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Hallucination — 1× in this paper · explained in 4 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• LLM-driven Trace Warrant Canonicalizer — 1× in this paper
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Test-time Scaling — 1× in this paper · explained in 2 episodes
• Thinking Reward Model — 1× in this paper
• Transformer — 1× in this paper · explained in 2 episodes
• Warrant Consistency Verifier — 1× in this paper

Sources

• Training Verifiers to Solve Math Word Problems
• A Pragmatic Way to Measure Chain-of-Thought Monitorability
• Rethinking Reward Models for Multi-Domain Test-Time Scaling
• Let's Verify Step by Step
• Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math
• SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning
• Solving math word problems with process- and outcome-based feedback
• From Refuse to Richness: Rubric Rewards for Long-Form Hallucination Reinforcement Learning
• Step-wise Rubric Rewards for LLM Reasoning
• Characterizing, Evaluating, and Optimizing Complex Reasoning

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