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Feb, 2023
驾驭灰色地带:语言模型中的过度自信和不确定表达
Navigating the Grey Area: Expressions of Overconfidence and Uncertainty in Language Models
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Kaitlyn Zhou, Dan Jurafsky, Tatsunori Hashimoto
TL;DR
本文探究了语言模型在解释和生成不确定表达时的行为,并发现当模型以确定性的语言输出时,模型的准确性会有所下降。这些结果突显了建立有能力解释和生成可信任的不确定表达的语言模型的挑战。
Abstract
Despite increasingly fluent, relevant, and coherent language
generation
, major gaps remain between how humans and machines use language. We argue that a key dimension that is missing from our understanding of
language m
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