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RePEcML & AI Methods

Large Language Models as Voting Mechanisms

The study proves that large language models function as voting rules and identifies millions of Condorcet cycles in ChatGPT investment recommendations, creating potential money-pump vulnerabilities.

Featured in No. 136 on 23 Oct 2026 · 4 days after release

Observed and predicted effects of temperature on ChatGPT-4o’s pairwise investment recommendations
Figure 2: Observed and predicted effects of temperature on ChatGPT-4o’s pairwise investment recommendations.
Released
19 Oct 2026
First featured
No. 136 · 23 Oct 2026
Published in
Not yet, as far as Semantic Scholar knows
Fanfare
3 of 5
Identifier
RePEc:nbr:nberwo:35839
Authors
Raša Karapandža and Yaw Nyarko

Citations and venue from Semantic Scholar (ODC-BY), refreshed weekly. Summary: Quant Letter (CC BY 4.0).

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