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Wojciech Samek

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#machine learning Preprint May 2026

Judge Circuits Explain Format-Induced Inconsistency in LLM-as-a-Judge

By structurally decoupling abstract judging from output formatting, this work provides a mechanistic account of format-induced inconsistency on the open-weight models the authors study and implies that benchmark comparisons of judge reliability across formats partly measure the fragile formatting stage, and can underst...

Nils Feldhus, Tanja Baeumel, Elena Golimblevskaia et al. · 1 citation
#machine learning Preprint Sep 2026

Modelpedia: A Catalog of Model Findings for the Meta-Science of AI

Modelpedia is presented, an automated, LLM-assisted framework that extracts findings about models from published papers, links it to the model, dataset, method, and concept it concerns, and aggregates the result into a searchable public catalog.

Franciszek Bernat, Dawid Pludowski, Michal Jan Wlodarczyk et al. · 0 citations

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