Opaque Epistemic Mediation: How LLM Deployment Configurations Shape the Validation of Pseudo-Science
arXiv:2607.22513v1 Announce Type: new Abstract: Commercial large language models are increasingly used as knowledge references, yet their stance on contested scientific claims is neither stable nor transparent. We tested how four major LLM families (Claude, Grok, GPT, Gemini) evaluate ethnonationalist pseudo-science derived from Frank Salter's biosocial framework across four temporal snapshots (October 2025-February 2026), via both API and web interfaces. Grok's Fast versions (which power the de
Record details
Published: 27 July 2026
Source: arXiv cs.CY
Category: Research
Topics: Transparency
Retrieved: 27 July 2026
Related evidence
These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.
Opaque Epistemic Mediation: How LLM Deployment Configurations Shape the Validation of Pseudo-Science
arXiv cs.AI · 24 July 2026
When AI Takes the Couch: Psychometric Jailbreaks Reveal Internal Conflict in Frontier Models
arXiv cs.CY · 21 July 2026
Understanding Content Moderation in Large Language Models through Restricted Books: From Refusal to Warning
arXiv · 12 August 2026
Compete Then Collaborate: Frontier AI Teachers Build a Verifiable Curriculum to Improve a Coding Student Beyond Imitation
arXiv · 9 July 2026
Hallucinating with AI: Distributed Delusions and “AI Psychosis”
OpenAlex · 11 February 2026
[AINews] Black Forest Labs FLUX 3 - Multimodal Flow Models that beat Seedance 2.0, Gemini Omni and Grok Imagine, and FLUX-mimic video-action robotics model
Latent Space · 24 July 2026
How to cite this record
ethics.ai (27 July 2026), “Opaque Epistemic Mediation: How LLM Deployment Configurations Shape the Validation of Pseudo-Science,” evidence record 13582, https://ethics.ai/record/13582 (originally published by arXiv cs.CY).
Use and limitations
This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.