Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances

Zehui Wu; Ziwei Gong; Lin Ai; Pengyuan Shi; Kaan Donbekci; Julia Hirschberg

doi:10.18653/v1/2025.findings-naacl.117

Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances

Zehui Wu, Ziwei Gong, Lin Ai, Pengyuan Shi, Kaan Donbekci, Julia Hirschberg

Correct Metadata for

Important: The Anthology treat PDFs as authoritative. Please use this form only to correct data that is out of line with the PDF. See our corrections guidelines if you need to change the PDF.

Title Adjust the title. Retain tags such as <fixed-case>.

Authors Adjust author names and order to match the PDF.

Abstract Correct abstract if needed. Retain XML formatting tags such as <tex-math>.

Verification against PDF Ensure that the new title/authors match the snapshot below. (If there is no snapshot or it is too small, consult the PDF.)

Authors concatenated from the text boxes above:

ALL author names match the snapshot above—including middle initials, hyphens, and accents.

Anthology ID:: 2025.findings-naacl.117
Volume:: Findings of the Association for Computational Linguistics: NAACL 2025
Month:: April
Year:: 2025
Address:: Albuquerque, New Mexico
Editors:: Luis Chiruzzo, Alan Ritter, Lu Wang
Venue:: Findings
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 2202–2218
Language:
URL:: https://aclanthology.org/2025.findings-naacl.117/
DOI:: 10.18653/v1/2025.findings-naacl.117
Bibkey:
Cite (ACL):: Zehui Wu, Ziwei Gong, Lin Ai, Pengyuan Shi, Kaan Donbekci, and Julia Hirschberg. 2025. Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances. In Findings of the Association for Computational Linguistics: NAACL 2025, pages 2202–2218, Albuquerque, New Mexico. Association for Computational Linguistics.
Cite (Informal):: Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances (Wu et al., Findings 2025)
Copy Citation:
PDF:: https://aclanthology.org/2025.findings-naacl.117.pdf

PDF Cite Search Fix data

Export citation

BibTeX
MODS XML
Endnote
Preformatted

@inproceedings{wu-etal-2025-beyond,
    title = "Beyond Silent Letters: Amplifying {LLM}s in Emotion Recognition with Vocal Nuances",
    author = "Wu, Zehui  and
      Gong, Ziwei  and
      Ai, Lin  and
      Shi, Pengyuan  and
      Donbekci, Kaan  and
      Hirschberg, Julia",
    editor = "Chiruzzo, Luis  and
      Ritter, Alan  and
      Wang, Lu",
    booktitle = "Findings of the Association for Computational Linguistics: NAACL 2025",
    month = apr,
    year = "2025",
    address = "Albuquerque, New Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.findings-naacl.117/",
    doi = "10.18653/v1/2025.findings-naacl.117",
    pages = "2202--2218",
    ISBN = "979-8-89176-195-7"
}

Download as File

<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="wu-etal-2025-beyond">
    <titleInfo>
        <title>Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Zehui</namePart>
        <namePart type="family">Wu</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Ziwei</namePart>
        <namePart type="family">Gong</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Lin</namePart>
        <namePart type="family">Ai</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Pengyuan</namePart>
        <namePart type="family">Shi</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Kaan</namePart>
        <namePart type="family">Donbekci</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Julia</namePart>
        <namePart type="family">Hirschberg</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <originInfo>
        <dateIssued>2025-04</dateIssued>
    </originInfo>
    <typeOfResource>text</typeOfResource>
    <relatedItem type="host">
        <titleInfo>
            <title>Findings of the Association for Computational Linguistics: NAACL 2025</title>
        </titleInfo>
        <name type="personal">
            <namePart type="given">Luis</namePart>
            <namePart type="family">Chiruzzo</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Alan</namePart>
            <namePart type="family">Ritter</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Lu</namePart>
            <namePart type="family">Wang</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <originInfo>
            <publisher>Association for Computational Linguistics</publisher>
            <place>
                <placeTerm type="text">Albuquerque, New Mexico</placeTerm>
            </place>
        </originInfo>
        <genre authority="marcgt">conference publication</genre>
        <identifier type="isbn">979-8-89176-195-7</identifier>
    </relatedItem>
    <identifier type="citekey">wu-etal-2025-beyond</identifier>
    <identifier type="doi">10.18653/v1/2025.findings-naacl.117</identifier>
    <location>
        <url>https://aclanthology.org/2025.findings-naacl.117/</url>
    </location>
    <part>
        <date>2025-04</date>
        <extent unit="page">
            <start>2202</start>
            <end>2218</end>
        </extent>
    </part>
</mods>
</modsCollection>

Download as File

%0 Conference Proceedings
%T Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances
%A Wu, Zehui
%A Gong, Ziwei
%A Ai, Lin
%A Shi, Pengyuan
%A Donbekci, Kaan
%A Hirschberg, Julia
%Y Chiruzzo, Luis
%Y Ritter, Alan
%Y Wang, Lu
%S Findings of the Association for Computational Linguistics: NAACL 2025
%D 2025
%8 April
%I Association for Computational Linguistics
%C Albuquerque, New Mexico
%@ 979-8-89176-195-7
%F wu-etal-2025-beyond
%R 10.18653/v1/2025.findings-naacl.117
%U https://aclanthology.org/2025.findings-naacl.117/
%U https://doi.org/10.18653/v1/2025.findings-naacl.117
%P 2202-2218

Download as File

Markdown (Informal)

[Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances](https://aclanthology.org/2025.findings-naacl.117/) (Wu et al., Findings 2025)

Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances (Wu et al., Findings 2025)

ACL

Zehui Wu, Ziwei Gong, Lin Ai, Pengyuan Shi, Kaan Donbekci, and Julia Hirschberg. 2025. Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances. In Findings of the Association for Computational Linguistics: NAACL 2025, pages 2202–2218, Albuquerque, New Mexico. Association for Computational Linguistics.