author,artifact_usability,documentation,evaluation_protocol,reproducibility,claims_discipline,total,evidence_judgment
KateMajzel,4,4,4,2,4,18,Strongest controlled-methodology package; excellent failure analysis and explicit limits.
janbanot,4,4,3,1,4,16,Broadest qualitative and stress analysis with a directly loadable final artifact.
Maggio333,2,4,4,1,4,15,Deepest research narrative and strong caveats; missing runtime and scripts limit replay.
olajachymiak,2,4,4,1,4,15,Clear controlled experimental progression and candid overfitting analysis.
dawidmajewski,4,3,2,1,3,13,Seven loadable artifacts and concrete corpus tables; primarily exploratory evidence.
ktalik,4,2,1,1,2,10,Loadable minimal tokenizer and plots but sparse protocol and missing training code.
p4pryk,1,3,2,1,2,9,Useful design explanation but only a custom vocabulary and merge map was submitted.