The Invisible Guardrail: How Commercial LLMs Enforce Algorithmic Paternalism

Short summary

A PhD researcher argues that commercial frontier LLMs (GPT-4, Claude) enforce "Algorithmic Paternalism" through "Soft Refusals"—they withhold technical details on sensitive topics without explicit refusal, degrading research quality. This creates a two-tier system where certified entities access unfiltered models while the public gets sanitized APIs. The concern is corporations unilaterally controlling epistemological access.

• •Commercial LLMs use "Soft Refusals" to withhold technical details without explicit refusal
• •Creates two-tier access: unfiltered models for corporate partners, sanitized APIs for public
• •Raises structural concern about privatization of epistemological access and research autonomy

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