BriefGPT.xyz
Mar, 2022
最短的理由是人类理解的最好解释吗?
Are Shortest Rationales the Best Explanations for Human Understanding?
HTML
PDF
Hua Shen, Tongshuang Wu, Wenbo Guo, Ting-Hao 'Kenneth' Huang
TL;DR
本研究设计了一种自我解释模型LimitedInk,可以允许用户在任何目标长度上提取原因。用户研究表明,过短的原因不比随机遮盖的文本更有助于人类正确预测标签。
Abstract
Existing
self-explaining models
typically favor extracting the shortest possible
rationales
- snippets of an input text "responsible for" corresponding output - to explain the model prediction, with the assumptio
→