| 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. |
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