econ.TH · 2026-08-06 · No. 76
Theoretical Economics, 2026-08-06.
1 new papers in econ.TH. Titles, authors,
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01 — The papers
1 entries-
01
Revealed Rationality: Label-Free Evaluation and Regularization from Representation Theorems
Isaiah Andrews
econ.TH · cs.AI · cs.LG
Representation theorems in decision theory establish that behavior satisfies certain axioms if and only if it can be rationalized by a well-defined objective. I argue that this ``if and only if'' structure provides a potentially useful foundation for label-free evaluation and regularization of LLMs and other AI systems. Axiom compliance can be checked from the model's own responses to synthetic choice problems, with no external labels or...
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