Structure in conversation: Evidence for the vocabulary, semantics, and syntax of prosody

N Nadav Matalon (Department of Physics of Complex Systems, Weizmann Institute of Science) E Eyal Weinreb (Department of Physics of Complex Systems, Weizmann Institute of Science) D Dominik Freche (Department of Physics of Complex Systems, Weizmann Institute of Science) E Erez Volk (NeuraLight Inc.) T Tirza Biron (Weizmann Institute of Science) E Elisha Moses (Department of Physics of Complex Systems, Weizmann Institute of Science) D David Biron (The Data Science Institute, The University of Chicago)

Abstract

Prosody, the musical facet of speech, is pivotal in human communication, and its structure and meaning remain subjects of ongoing research. In this study, we introduce a data-driven model for English prosody, based on large-scale analysis of spontaneous conversations. As a first step, we identify approximately 200 discernible prosodic patterns—which we view as building blocks of the prosodic vocabulary—and outline their properties and range of meanings. Next, we reveal a Markovian logic, akin to a syntax, for concatenating these elementary building blocks into coherent utterances. We identify distinct compound functions associated with pairs of consecutive patterns and show that the Markovian syntax is more prevalent in spontaneous prosody, as compared to scripted speech. These findings offer invaluable insights into the underlying mechanisms of conversational prosody: They empirically inform and refine existing theoretical concepts. The methodology we present, combining unsupervised analysis of large datasets of spontaneous speech with manual sampling of the results, could guide future research aimed at refining our model and expanding it to other languages.

Article Details

Volume / Issue Vol. 122, Issue 17
Published April 29, 2025
ISSN 0027-8424
Publisher National Academy of Sciences

Authors (7)

N

Nadav Matalon

Department of Physics of Complex Systems, Weizmann Institute of Science

E

Eyal Weinreb

Department of Physics of Complex Systems, Weizmann Institute of Science

D

Dominik Freche

Department of Physics of Complex Systems, Weizmann Institute of Science

E

Erez Volk

NeuraLight Inc.

T

Tirza Biron

Weizmann Institute of Science

E

Elisha Moses

Department of Physics of Complex Systems, Weizmann Institute of Science

D

David Biron

The Data Science Institute, The University of Chicago