RESEARCHarXiv CS.AI·5d ago
Thinking Through Signs: PEEL as a Semiotic Scaffolding for Epistemically Accountable AI-Enabled Research
This commentary introduces PEEL, a working scaffolding combining deterministic distant reading with LLM interpretation, grounded in Peircean semiotics and abductive reasoning. Applied to AI-generated condensations, PEEL reveals systematic distortions invisible without non-AI measurement, implying deterministic instruments must accompany AI tools to ensure fidelity and epistemic authority.
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