AI article
A 0-Parameter Heuristic Tied Two Frontier Models at 84.4% and Beat 11 Others. Their Mistakes Were Completely Different.
Community description: This is a submission for the Kaggle Benchmarking Challenge. Consider two customer support tickets...
Dev.to | Oct 9, 2026 | VAIBHAV LALWANI 2241351
Automated excerpt
The models solved every multi-artifact evidence problem the heuristic missed, while the heuristic solved every default rule the models over-refused. Refusal Floor (AlwaysDeny / No-Op): 22 / 32 (68. 8%). Keyword Rule (OldestRecord): 27 / 32 (84. 4%).
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