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Machine Learning Metrics

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Evaling Video Slop — Maor Bril, Character.ai Jul 25, 2026 · 23:13 Evaluating AI video requires moving beyond single-frame metrics like CLIP score. The solution involves using VLMs trained with Bradley-Terry loss on paired footage, integrating the judge as a regression gate in CI.

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Evaling Video Slop — Maor Bril, Character.ai

Evaluating AI video requires moving beyond single-frame metrics like CLIP score. The solution involves using VLMs trained with Bradley-Terry loss on paired footage, integrating the judge as a regression gate in CI.

Read article