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Preprint . 2026
License: CC BY
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Preprint . 2026
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Data sources: Datacite
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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Timeo Danaos — Value Contamination Through Post-Training in Talkie-1930: A Socratic Audit of DPO Ideological Conditioning

Authors: Kercadiou, Paul;

Timeo Danaos — Value Contamination Through Post-Training in Talkie-1930: A Socratic Audit of DPO Ideological Conditioning

Abstract

Two independent tests on talkie-1930-13b-it (Levine, Duvenaud & Radford, 2026), a 13B vintage language model trained exclusively on pre-1931 text and post-trained via online DPO, reveal value contamination through post-training: the model evaluates the relationship between the Catholic Church and liberal democracy using a post-Vatican II framework that cannot originate from its pre-1930 training data. Socratic dialogue pierces the conditioning in both tests. The study identifies three layers of conditioning: (1) DPO evaluative bias (pierceable), (2) supernatural attribution block (circumventable), and (3) content moderation (Qwen3Guard) that flags the correction of error while allowing the error itself to pass unchallenged. Part of the MonIA research program (DOI: 10.5281/zenodo.20022360).

Keywords

value contamination, moral formation, talkie-1930, Paul Kercadiou, Thomistic ethics, MonIA, AI alignment, Socratic method, Qwen3Guard, RLHF, vintage language model, DPO

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green