Epistemic Stress Tests on Closed‑Source LLMs (Neuropsychological Approach)

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elly99-AI/MarCognity-AI: Epistemic Stress Tests on Closed LLMs-Neuropsychological Perspective

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Published June 2, 2026

| Version v.2.9

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elly99-AI/MarCognity-AI: Epistemic Stress Tests on Closed LLMs-Neuropsychological Perspective

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Elena Marziali

Description

This release includes a neuropsychology‑inspired protocol for evaluating the epistemic robustness of closed‑source LLMs. The test exposes the dissociation between linguistic fluency and epistemic grounding by analyzing model behavior under controlled academic tasks, revealing confabulations, unsupported claims, and the absence of metacognitive self‑monitoring. The protocol is model‑agnostic and fully reproducible.

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https://github.com/elly99-AI/MarCognity-AI/tree/v.2.9

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https://github.com/elly99-AI/MarCognity-AI

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elly99-AI/MarCognity-AI

Release: v.2.9

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10.5281/zenodo.20509721

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Apache License 2.0

A permissive license whose main conditions require preservation of copyright and license notices. Contributors provide an express grant of patent rights. Licensed works, modifications, and larger works may be distributed under different terms and without source code.

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Created

June 2, 2026

Modified

June 2, 2026

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