Evidence map›Paper›PMID 40258156›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

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

Nadav Matalon, Eyal Weinreb, Dominik Freche, Erez Volk, Tirza Biron, Elisha Moses, David Biron

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. A universal of speech timing: Intonation units form low-frequency rhythms.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Nadav Matalon *Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot 7610001, Israel.ORCID 0000-0001-6015-6304
Eyal Weinreb *Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot 7610001, Israel.ORCID 0000-0002-6168-2565
Dominik FrecheDepartment of Physics of Complex Systems, Weizmann Institute of Science, Rehovot 7610001, Israel.
Erez VolkNeuraLight Inc., Tel Aviv 6713818, Israel.
Tirza BironDepartment of Computer Science and Applied Mathematics, Weizmann Institute of Science, Rehovot 7610001, Israel.
Elisha MosesDepartment of Physics of Complex Systems, Weizmann Institute of Science, Rehovot 7610001, Israel.ORCID 0000-0002-0455-1323
David BironThe Data Science Institute, The University of Chicago, Chicago, IL 60637.ORCID 0000-0002-1182-5951

Funding

Minerva Foundation (Minerva Stiftung) N/AMinistry of Innovation, Science and Technology of Israel 3-16460Weizmann SABRA-Yeda-Sela-WRC Program N/A
6 · The paper itself

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.

Indexed as

CommunicationSemanticsSpeechVocabularyHumansLanguagelanguageprosodyspeechunsupervised analysis

Identifiers

PMID40258156
PMCPMC12054737

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.