Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models

Maziyar Amini Alashti; Seyed Abbas Bagheri

Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models

Maziyar Amini Alashti, Seyed Abbas Bagheri

Correct Metadata for

Use this form to create a GitHub issue with structured data describing the correction. You will need a GitHub account. Once you create that issue, the correction will be reviewed by a staff member.

⚠️ Mobile Users: Submitting this form to create a new issue will only work with github.com, not the GitHub Mobile app.

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>. You may use ... for bold, ... for italic, ... for underline, <sc>...</sc> for small-caps, <tt>...<tt> for typewriter text, <url>...</url> for URLs, <a href=...> for hyperlinks, and <par/> for paragraph breaks.

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:: 2026.icnlsp-1.14
Volume:: Proceedings of the 9th International Conference on Natural Language and Speech Processing (ICNLSP-2026)
Month:: September
Year:: 2026
Address:: University of Trento, Trento, Italy
Editors:: Mourad Abbas, Abed Alhakim Freihat
Venue:: ICNLSP
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 138–147
Language:
URL:: https://aclanthology.org/2026.icnlsp-1.14/
DOI:
Bibkey:
Cite (ACL):: Maziyar Amini Alashti and Seyed Abbas Bagheri. 2026. Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models. In Proceedings of the 9th International Conference on Natural Language and Speech Processing (ICNLSP-2026), pages 138–147, University of Trento, Trento, Italy. Association for Computational Linguistics.
Cite (Informal):: Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models (Alashti & Bagheri, ICNLSP 2026)
Copy Citation:
PDF:: https://aclanthology.org/2026.icnlsp-1.14.pdf

PDF Cite Search Fix data

Export citation

BibTeX
MODS XML
Endnote
Preformatted

@inproceedings{alashti-bagheri-2026-improving,
    title = "Improving {P}ersian Sentiment Classification through {LLM}-Assisted Label Refinement and Small Language Models",
    author = "Alashti, Maziyar Amini  and
      Bagheri, Seyed Abbas",
    editor = "Abbas, Mourad  and
      Freihat, Abed Alhakim",
    booktitle = "Proceedings of the 9th International Conference on Natural Language and Speech Processing ({ICNLSP}-2026)",
    month = sep,
    year = "2026",
    address = "University of Trento, Trento, Italy",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.icnlsp-1.14/",
    pages = "138--147",
    ISBN = "979-8-89176-458-3"
}

Download as File

<?xml version="1.0" encoding="UTF-8"?>
<modsCollection xmlns="http://www.loc.gov/mods/v3">
<mods ID="alashti-bagheri-2026-improving">
    <titleInfo>
        <title>Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models</title>
    </titleInfo>
    <name type="personal">
        <namePart type="given">Maziyar</namePart>
        <namePart type="given">Amini</namePart>
        <namePart type="family">Alashti</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <name type="personal">
        <namePart type="given">Seyed</namePart>
        <namePart type="given">Abbas</namePart>
        <namePart type="family">Bagheri</namePart>
        <role>
            <roleTerm authority="marcrelator" type="text">author</roleTerm>
        </role>
    </name>
    <originInfo>
        <dateIssued>2026-09</dateIssued>
    </originInfo>
    <typeOfResource>text</typeOfResource>
    <relatedItem type="host">
        <titleInfo>
            <title>Proceedings of the 9th International Conference on Natural Language and Speech Processing (ICNLSP-2026)</title>
        </titleInfo>
        <name type="personal">
            <namePart type="given">Mourad</namePart>
            <namePart type="family">Abbas</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <name type="personal">
            <namePart type="given">Abed</namePart>
            <namePart type="given">Alhakim</namePart>
            <namePart type="family">Freihat</namePart>
            <role>
                <roleTerm authority="marcrelator" type="text">editor</roleTerm>
            </role>
        </name>
        <originInfo>
            <publisher>Association for Computational Linguistics</publisher>
            <place>
                <placeTerm type="text">University of Trento, Trento, Italy</placeTerm>
            </place>
        </originInfo>
        <genre authority="marcgt">conference publication</genre>
        <identifier type="isbn">979-8-89176-458-3</identifier>
    </relatedItem>
    <identifier type="citekey">alashti-bagheri-2026-improving</identifier>
    <location>
        <url>https://aclanthology.org/2026.icnlsp-1.14/</url>
    </location>
    <part>
        <date>2026-09</date>
        <extent unit="page">
            <start>138</start>
            <end>147</end>
        </extent>
    </part>
</mods>
</modsCollection>

Download as File

%0 Conference Proceedings
%T Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models
%A Alashti, Maziyar Amini
%A Bagheri, Seyed Abbas
%Y Abbas, Mourad
%Y Freihat, Abed Alhakim
%S Proceedings of the 9th International Conference on Natural Language and Speech Processing (ICNLSP-2026)
%D 2026
%8 September
%I Association for Computational Linguistics
%C University of Trento, Trento, Italy
%@ 979-8-89176-458-3
%F alashti-bagheri-2026-improving
%U https://aclanthology.org/2026.icnlsp-1.14/
%P 138-147

Download as File

Markdown (Informal)

[Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models](https://aclanthology.org/2026.icnlsp-1.14/) (Alashti & Bagheri, ICNLSP 2026)

Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models (Alashti & Bagheri, ICNLSP 2026)

ACL

Maziyar Amini Alashti and Seyed Abbas Bagheri. 2026. Improving Persian Sentiment Classification through LLM-Assisted Label Refinement and Small Language Models. In Proceedings of the 9th International Conference on Natural Language and Speech Processing (ICNLSP-2026), pages 138–147, University of Trento, Trento, Italy. Association for Computational Linguistics.