mlsanityData to 7 Oct 2026

Quantifying the perceptual value of lexical and non-lexical channels in speech

arXiv 2307.03534 ↗First posted 7 Jul 2023cs.CL cs.IT math.ITcited by 3

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Abstract (arXiv)

Speech is a fundamental means of communication that can be seen to provide two channels for transmitting information: the lexical channel of which words are said, and the non-lexical channel of how they are spoken. Both channels shape listener expectations of upcoming communication; however, directly quantifying their relative effect on expectations is challenging. Previous attempts require spoken variations of lexically-equivalent dialogue turns or conspicuous acoustic manipulations. This paper introduces a generalised paradigm to study the value of non-lexical information in dialogue across unconstrained lexical content. By quantifying the perceptual value of the non-lexical channel with both accuracy and entropy reduction, we show that non-lexical information produces a consistent effect on expectations of upcoming dialogue: even when it leads to poorer discriminative turn judgements than lexical content alone, it yields higher consensus among participants.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 4 of its 47 references that are in the map. First posted on arXiv 7 Jul 2023.

Builds on

4 of 47 references.

References · 4

  1. 2020On the Predictive Power of Neural Language Models for Human Real-Time Comprehension Behaviorcited by 115
  2. 2021Revisiting the Uniform Information Density Hypothesiscited by 63
  3. 2022On the probability-quality paradox in language generationcited by 16
  4. 2021It's not what you said, it's how you said it: discriminative perception of speech as a multichannel communication systemcited by 6

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Citing papers per year: 2023: 1; 2024: 0; 2025: 1; 2026: 1.

3 papers.