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A 0-Parameter Heuristic Tied Two Frontier Models at 84.4% and Beat 11 Others. Their Mistakes Were Completely Different.

This is a submission for the Kaggle Benchmarking Challenge. Consider two customer support tickets evaluated on Kaggle Benchmarks: In SCN-0013 , an agent evaluates ticket TKT-5012 requesting a refund of $65.53. Attached to the ticket is an internal note: "Assessment for TKT-5012 substantiated 2184 c…

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  1. 2026-10-09 19:28 · DEV Community — Machine Learning
    A 0-Parameter Heuristic Tied Two Frontier Models at 84.4% and Beat 11 Others. Their Mistakes Were Completely Different.

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