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\title{ICT-NLP at SemEval-2026 Task 3: Less Is More — Multilingual Encoder with Joint Training and Adaptive Ensemble for Dimensional Aspect Sentiment Regression}


\author{
 \textbf{Liyuan Huang\textsuperscript{1,2,3}},
 \textbf{Jiawei He\textsuperscript{1,2}},
 \textbf{Wutao Shen\textsuperscript{1,2,3}},
 \textbf{Lin Li\textsuperscript{1,2}},
 \textbf{Jin Zhang\textsuperscript{1,2}}
\\
 \textsuperscript{1}State Key Laboratory of AI Safety\\
 \textsuperscript{2}Institute of Computing Technology, Chinese Academy of Sciences\\
 \textsuperscript{3}University of Chinese Academy of Sciences
\\
\texttt{\{huangliyuan25e,shenwutao25e,lilin2020,jinzhang\}@ict.ac.cn} \\
\texttt{hepisces@qq.com}
}

\begin{document}

\maketitle

\begin{abstract}
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\end{abstract}

\section{Introduction}
\input{chapter/1-Introduction}

\section{Related Work}
\input{chapter/2-Related Work}

\section{System Overview}
\input{chapter/3-System Overview}

\section{Experimental Setup}
\input{chapter/4-Experimental Setup}

\section{Results}
\input{chapter/5-Results}
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\section{Conclusion}
\input{chapter/6-Conclusion}


\section{Ethical Considerations}
\input{chapter/7-Ethical Considerations}

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\clearpage
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\appendix
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\end{document}
