PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose

"Zhao and colleagues interpreted their findings as evidence that chain-of-thought can behave like structured pattern matching rather than generalizable logical inference."

In the discussion of their ACL Findings paper, Zhao and colleagues argue that observed chain-of-thought behavior can reflect learned structures and interpolated patterns rather than a generally reliable logical mechanism. This is the researchers' stated interpretation of their distribution-shift experiments and directly supports the manuscript's distinction between fluent reasoning-like output and dependable inference.

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