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English(EN) Small models are overconfident because they're distilled from large models

小型AI模型模仿大型模型自信度,Reddit热议

Reddit上的一项讨论探讨了小型AI模型为何常常表现出过度自信。普遍的理论认为,这种行为源于它们的训练过程,即它们被设计成模仿更大、能力更强的模型的输出和置信度。这引发了关于训练小型模型以更好地识别自身局限性是否能提高其性能和可靠性的疑问。 AI

影响 理解模型的过度自信可能带来更可靠的AI系统,特别是对于小型、可本地部署的模型。

排序理由 Reddit关于AI模型行为的讨论。

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  1. r/LocalLLaMA TIER_1 English(EN) · /u/TinyDetective110 ·

    Small models are overconfident because they're distilled from large models

    <!-- SC_OFF --><div class="md"><p>Small models are trained to copy big models' answers and their confidence. If they are trained to know their own limits, will this make them smarter?</p> </div><!-- SC_ON --> &#32; submitted by &#32; <a href="https://www.reddit.com/user/TinyDetec…