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preregistered-research

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Open-source FEM tests of the Rosenzweig-Porter hypothesis for freely vibrating plates: certified Argyris/C0-IP eigensolvers, preregistered experiment registry E1-E20, and the companion paper. Tests doi:10.5281/zenodo.21313838.

  • Updated Jul 12, 2026
  • Python

Do language models show non-verbal signs of adverse treatment, or are we reading decoder noise? A preregistered stress test of answer-margin, resample and revision markers under false-failure feedback and hostile tone (Gemma, Qwen, Llama), with probing, DPO suppression and robustness checks.

  • Updated Aug 18, 2026
  • Python

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