Tag: ai-benchmarks

What Private Datasets Hide: Auditing Intelligence Index v5 Model Rankings

pr0h0•October 28, 2026

Artificial Analysis's Intelligence Index v5 shifts to majority private evaluation datasets, reshaping benchmark reproducibility and model rankings for developers.

ai-benchmarksmodel-evaluationllm

Why Leaderboard Wins Fail in Production: Auditing the Gemini 4 Argon 13-of-19 Claim

pr0h0•October 1, 2026

A practical audit of Google's Gemini 4 Argon 13-of-19 benchmark claim that shows how saturation, selective reporting, and vendor framing inflate leaderboard wins, and offers a checklist for vetting model claims against real production behavior.

ai-benchmarksllm-evaluationmodel-selection