BriefGPT.xyz
Mar, 2024
语言模型中的概念和公正推理
Conceptual and Unbiased Reasoning in Language Models
HTML
PDF
Ben Zhou, Hongming Zhang, Sihao Chen, Dian Yu, Hongwei Wang...
TL;DR
我们提出了一个新的概念化框架,迫使模型在抽象问题上进行概念推理并在可验证的符号空间中生成解决方案,使用这个框架作为分析工具,我们发现现有的大型语言模型在概念推理方面存在不足,并通过引入可信的归纳信号来改善模型的概念推理性能,实验证明我们提出的技术使模型的概念推理性能提高了8%至11%,实现了一个更强大的推理系统,更少地依赖归纳偏见。
Abstract
conceptual reasoning
, the ability to reason in abstract and high-level perspectives, is key to generalization in human cognition. However, limited study has been done on
large language models
' capability to perfo
→