Unverified50% confidenceFactExact time
Weight format (checkpoint precision) and runtime computation precision are two concepts that need to be distinguished.
1
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50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
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Related Claims
UnverifiedTesting checks whether something runs (interfaces, formats), while evaluation checks how well it performs (factual accuracy, hallucinations, tool selection, task completion rate); the two are different things.74% similarUnverifiedSyntactic legality and semantic correctness are two orthogonal dimensions, and during evaluation the format compliance rate (such as JSON parsing success rate) and task accuracy must be measured separately.74% similarUnverifiedTraditional benchmarks tend to focus on accuracy and inference speed, but task completion rate and convergence stability are equally important or even more critical in real-world engineering scenarios.74% similarUnverified校准性指模型表达的置信度与实际准确率之间的一致程度72% similarUnverifiedWhen service precision cannot be verified, one should measure the model's behavioral performance and speed on fixed prompts and explicitly state that precision has not been verified.72% similar
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