Michaelov James A, Bergen Benjamin K
Department of Cognitive Science, University of California San Diego, La Jolla, CA, USA.
Cortex. 2023 Nov;168:82-101. doi: 10.1016/j.cortex.2023.08.001. Epub 2023 Aug 14.
The N400 component of the event-related brain potential is a neural signal of processing difficulty. In the language domain, it is widely believed to be sensitive to the degree to which a given word or its semantic features have been preactivated in the brain based on the preceding context. However, it has also been shown that the brain often preactivates many words in parallel. It is currently unknown whether the N400 is also affected by the preactivations of alternative words other than the stimulus that is actually presented. This leaves a weak link in the derivation chain-how can we use the N400 to understand the mechanisms of preactivation if we do not know what it indexes? This study directly addresses this gap. We estimate the extent to which all words in a lexicon are preactivated in a given context using the predictions of contemporary large language models. We then directly compare two competing possibilities: that the amplitude of the N400 is sensitive only to the extent to which the stimulus is preactivated, and that it is also sensitive to the preactivation states of the alternatives. We find evidence of the former. This result allows for better grounded inferences about the mechanisms underlying the N400, lexical preactivation in the brain, and language processing more generally.
事件相关脑电位的N400成分是一种反映加工难度的神经信号。在语言领域,人们普遍认为它对一个给定单词或其语义特征基于前文语境在大脑中被预先激活的程度很敏感。然而,研究也表明大脑常常会同时并行地预先激活许多单词。目前尚不清楚N400是否也会受到实际呈现的刺激之外的其他备选单词的预先激活的影响。这在推导链中留下了一个薄弱环节——如果我们不知道N400所指示的内容,我们如何能用它来理解预先激活的机制呢?本研究直接解决了这一空白。我们利用当代大语言模型的预测来估计在给定语境中词汇表中所有单词被预先激活的程度。然后我们直接比较两种相互竞争的可能性:N400的波幅仅对刺激被预先激活的程度敏感,以及它也对备选单词的预先激活状态敏感。我们发现了支持前者的证据。这一结果使得我们能够对N400背后的机制、大脑中的词汇预先激活以及更普遍的语言加工进行更有依据的推断。