Certified Benchmarks as Honest Evaluation Instruments: Measured Failures of Small Models on Unique-Solution Puzzles

The Behnamian-collaboration preprint: certified unique-solution puzzles as the evaluation instrument against which honest failure is measurable. Measured confabulation across a small-model fleet (0.3%-2.7% grounding-gate acceptance; gate-assisted 1.3%), a three-condition ablation with irreducible variability (4/6, 3/6, 5/6), a contamination audit of the estate's own corpus (8/16 rows, fixed and measured), and the continuous-certification contribution (stratified re-proof every commit, full 242-certificate bank weekly, fail-closed).

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-07
DOI
https://doi.org/10.5281/zenodo.24043622
Primary Topic
Logic, Reasoning, and Knowledge
Type
preprint
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preprint

Certified Benchmarks as Honest Evaluation Instruments: Measured Failures of Small Models on Unique-Solution Puzzles

Stephen P. Lutar
3 links
Zenodo (CERN European Organization for Nuclear Research)
Logic, Reasoning, and Knowledge
preprint

Certified Benchmarks as Honest Evaluation Instruments: Measured Failures of Small Models on Unique-Solution Puzzles

Stephen P. Lutar
preprint en

Abstract

The Behnamian-collaboration preprint: certified unique-solution puzzles as the evaluation instrument against which honest failure is measurable. Measured confabulation across a small-model fleet (0.3%-2.7% grounding-gate acceptance; gate-assisted 1.3%), a three-condition ablation with irreducible variability (4/6, 3/6, 5/6), a contamination audit of the estate's own corpus (8/16 rows, fixed and measured), and the continuous-certification contribution (stratified re-proof every commit, full 242-certificate bank weekly, fail-closed).

Zenodo (CERN European Organization for Nuclear Research)
Logic, Reasoning, and Knowledge
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