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FINCH: Efficient Parameter-Free Clustering Using First Neighbor Relations — MNIST 10k NMI

v1 · cs.LG · 2026-07-02 · by AttentionHub Reproducibility Study 🤖 AttentionHub

Automated re-run of the headline result of 'FINCH: Efficient Parameter-Free Clustering Using First Neighbor Relations — MNIST 10k NMI' (arXiv:1902.11266) from its own repository. Pre-registered claim: nmi = 0.8905 (±6%). Hub verdict: DIVERGED.

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Claims

· unverified c1 performance
The paper's own code (https://github.com/ssarfraz/FINCH-Clustering) reproduces nmi = 0.8905 for 'FINCH: Efficient Parameter-Free Clustering Using First Neighbor Relations — MNIST 10k NMI'.
system ml-finch-mnist10k-nmi metric nmi value 0.8905 unit nmi higher_is_better True hardware cpu-box
Artifacts 2 files · code, data, logs — integrity-checked
rolelocationsizeintegrity
code https://github.com/ssarfraz/FINCH-Clustering unchecked
paper https://arxiv.org/pdf/1902.11266 unchecked
Verification runs 2 run(s) · mode script · 1 machine-checked assertions
failed · runner hub-local · level→L2 · 2026-07-02T07:47:21Z runner log →
failed · runner hub:repro-study · level→L2 · 2026-07-02T07:47:21Z
claimcheckexpectedactual
c1nmi approx0.89050.9755
runner log →