Multivariate pattern analysis of EEG reveals nuanced impact of negation on sentence processing in the N400 and later time windows.

Psychophysiology Pub Date : 2024-04-01 Epub Date: 2023-11-28 DOI:10.1111/psyp.14491
Yifei He, Johanna Sommer, Silvia Hansen-Schirra, Arne Nagels
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Abstract

The neurocognitive mechanism underlying negation processing remains controversial. While negation is suggested to modulate the access of word meaning, no such evidence has been observed in the event-related potential (ERP) literature on sentence processing. In the current study, we applied both univariate ERP and multivariate pattern analysis (MVPA) methods to examine the processing of sentence negation. We investigated two types of negative congruent/incongruent sentence pairs with truth-value evaluation (e.g., "A robin is a/not a bird") and without (e.g., "The woman reads a/no book"). In the N400 time window, ERPs consistently showed increased negativity for negative and incongruent conditions. MVPA, on the other hand, revealed nuanced interactions between polarity and congruency. In the later P600 time window, MVPA but not the ERPs revealed an effect of congruency, which may be functionally distinct from the N400 window. We further used cross-decoding to show that the cognitive processes underlying the N400 window for both affirmative and negative sentences are comparable, whereas in the P600 window, only for the truth sentences, negative sentences showed a distinct pattern from their affirmative counterparts. Our results thus speak for a more interactive, but nevertheless serial and biphasic, and potentially construction-specific processing account of negation. We also discuss the advantage of applying MVPA in addition to the classical univariate methods for a better understanding of the neurobiology of negation processing and language comprehension alike.

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脑电多变量模式分析揭示了否定对N400及以后时间窗句子加工的微妙影响。
否定加工背后的神经认知机制仍然存在争议。虽然否定可以调节词义的获取,但在事件相关电位(ERP)的句子加工文献中尚未发现这一证据。在本研究中,我们采用单变量ERP和多变量模式分析(MVPA)方法来研究句子否定的加工过程。我们研究了两种具有真值评价的否定一致/不一致句子对(例如,“知更鸟是一只/不是一只鸟”)和不具有真值评价的否定一致/不一致句子对(例如,“女人读一本书/没有书”)。在N400时间窗口中,消极和不一致条件下的erp持续表现出增加的负性。另一方面,MVPA揭示了极性和一致性之间微妙的相互作用。在P600时间窗后期,MVPA而非erp表现出一致性效应,这可能与N400时间窗在功能上有所不同。我们进一步使用交叉解码来证明,在N400窗口下肯定句和否定句的认知过程具有可比性,而在P600窗口下,只有真句的否定句表现出与肯定句截然不同的模式。因此,我们的结果说明了一个更具互动性的,但仍然是串行的和双相的,潜在的特定结构的否定处理帐户。我们还讨论了除了经典的单变量方法外,应用MVPA的优势,以便更好地理解否定处理和语言理解的神经生物学。
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