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June 18, 2026Open Access

An LLM as a controllable, fully-inspectable model of measurement: which features of quantum measurement are generic to bounded inference, and which are not

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TLTomas Pødenphant Lund

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Overview

Randomized trial tests quantum measurement features in bounded inference using an autoregressive model, indicating new insights into measurement theory.

Key Points

  • Investigate the features of quantum measurement that are generic to bounded inference versus those that are not.
  • Utilized an autoregressive language model as a measurement model, exploring quantum measurement features one by one.
  • Employed a controllable analog Bell-loophole testbed with all loopholes closed to assess structural signatures.
  • Conducted a Contextuality-by-Default cyclic-4 analysis for contextuality assessment.
  • Showed that genuine contextuality is absent across all models with CNT < 0.
  • Demonstrated that the order-effect incompatibility behaves as a classical-complementarity dial, refining with readout partition.
  • Reproduced the phenomenology of quantum measurement through classical self-conditioning, indicating limitations of classical analogs.

Cite This Study

Tomas Pødenphant Lund (2026) studied this question.

synapsesocial.com/papers/6a338c31630953a74978d96ahttps://doi.org/10.5281/zenodo.20586317
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