arXivDaily arXiv每日学术速递 周一至周五更新
北美退伍军人节(Veterans Day),12 日无更新
arXiv 2404.09577cs.CLcs.AI
收藏

Transformers、语境主义与多义性

Transformers, Contextualism, and Polysemy

University of Reading(雷丁大学)

Jumbly Grindrod

AI总结:

本文从transformer架构的工作方式中提取出一种关于语境与意义关系的理论,并论证该理论对语境主义和多义性两场哲学辩论具有新颖性。

摘要:

Vaswani等人(2017)提出的transformer架构是近期语言模型(包括Chat-GPT和Claude等广泛使用的聊天机器人)取得显著进展的核心。本文论证指出,我们可以从transformer架构的工作方式中提取出一种关于语境与意义之间关系的理论。我将其称为transformer理论,并论证它对于两场相关的哲学辩论具有新颖性:关于自然语言中语境敏感性程度的语境主义辩论,以及关于如何在词义解释中刻画多义性的多义性辩论。

英文摘要:

The transformer architecture, introduced by Vaswani et al. (2017), is at the heart of the remarkable recent progress in the development of language models, including widely-used chatbots such as Chat-GPT and Claude. In this paper, I argue that we can extract from the way the transformer architecture works a theory of the relationship between context and meaning. I call this the transformer theory, and I argue that it is novel with regard to two related philosophical debates: the contextualism debate regarding the extent of context-sensitivity across natural language, and the polysemy debate regarding how polysemy should be captured within an account of word meaning.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑