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A Four-Stage Decomposition of Word-Problem Solving and Mechanistic Fragility in LLM Math Reasoning
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
Research identifies a four-stage internal computational pipeline in LLMs, explaining how irrelevant input prompt clauses trigger reasoning collapse.
OneBench interpretation
Institutional assessment
So what
Mechanistic analysis proves that high benchmark accuracy masks prompt fragility in LLM math and logical reasoning tasks.
Do what
Review stress-testing and prompt-perturbation protocols with the team responsible for model risk management.