Author

B. Colelough

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Preprint Aug 2026

6.5% of the Neuro-Symbolic Literature Can Be Reproduced from Its Published Artifacts, a Six-Stage Audit Framework and First Instantiation

We present a six-stage framework for auditing the reproducibility of scientific claims across a research literature within the computer science domain, and instantiate our framework for the neuro-symbolic AI (NSAI) subdomain. Instantiating the framework on the NSAI subdomain produced a multi-year audit. Stage one retri...

B. Colelough, V. Martirosyan, Ishan Tamrakar et al. · 0 citations

#natural language process... Preprint Aug 2026

MechaTerp-TRACE: A Novel Approach for Component Ablation Analysis in Language Models

It is found that the components carrying the most effect are the same few, positionally fixed components in every model, regardless of which entity a prompt asks about, and that once these are removed, the remaining support is close to evenly spread in eleven of the thirteen models.

B. Colelough, Davis Bartels, Madeline Bittner et al. · 0 citations