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Preprint Aug 2026

Mapping and Measuring the Behavioral Evolution of Large Language Models

An architecture-agnostic sufficient condition is established linking behavioral similarity to inference-prompt coverage, small excess population log-loss, and similar effective target distributions---a possible training-side account rather than an empirical explanation of the observed trends.

Dong Qiao, Chris Ding, Jicong Fan · 0 citations