Beyond the Answer Key: Robustness Evaluation of Large Language Models for Step-Level Mathematical Verification

arXiv:2608.28725 · cs.AI · Submitted 2026-08-28 · Read on arXiv

cs.AI

Submitted: 2026-08-28

Updated: 2026-08-28

Comments: Accepted to 2026 IEEE International Conference on Machine Learning and Applications (ICMLA)

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Trace — 5× in this paper · explained in 2 episodes
• Robustness — 4× in this paper · explained in 5 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Verification — 2× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Error Localization — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Verifier — 1× in this paper · explained in 2 episodes

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