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EvaluationHard· Benchmarking· Ablation· Data Analysis

A published benchmark shows a +33% gain from a multimod...

Disagreements between published benchmarks and internal production results are often due to differences in data distribution. Rather than treating this as a negotiation of credibility, use the gap as a diagnostic tool. By analyzing the performance on specific slices, you can determine if the feature is actually valuable for your specific user base.

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