Schematic of picking the correct \(v\) as shown in Bismuths Video
Under Pass@2, performance improves to perfect scores across all subjects. Physics improves from 22/25 to 25/25, Chemistry from 23/25 to 25/25, and Mathematics maintains a perfect 25/25. Diagram-based questions in both Physics and Chemistry achieve full marks at Pass@2, indicating that the model reliably resolves visual reasoning tasks when given structured textual representations.
，这一点在PDF资料中也有详细论述
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We’ve all had that sinking feeling. There are multiple crash reports from production. We have the exact input parameters that caused the failures. We have the stack traces. Yet, when we run the code locally, it works perfectly.