Scoring Without the Engine: Validating a Deterministic, Manipulation-Resistant Content Score for Generative Engines, End to End

arXiv:2609.07559 · cs.AI · Submitted 2026-09-07 · Read on arXiv

cs.AI

Submitted: 2026-09-07

Updated: 2026-09-07

Comments: 42 pages, 4 figures. Code and data: https://github.com/TW3-Partners-OS/geo-score-reproducibility & More informations on Citead.com

Code: https://github.com/TW3-Partners-OS/geo-score-reproducibility

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Additivity — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes

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