%%
%% This is file `sample-authordraft.tex',
%% generated with the docstrip utility.
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%% The original source files were:
%%
%% samples.dtx  (with options: `authordraft')
%% 
%% IMPORTANT NOTICE:
%% 
%% For the copyright see the source file.
%% 
%% Any modified versions of this file must be renamed
%% with new filenames distinct from sample-authordraft.tex.
%% 
%% For distribution of the original source see the terms
%% for copying and modification in the file samples.dtx.
%% 
%% This generated file may be distributed as long as the
%% original source files, as listed above, are part of the
%% same distribution. (The sources need not necessarily be
%% in the same archive or directory.)
%%
%% Commands for TeXCount
%TC:macro \cite [option:text,text]
%TC:macro \citep [option:text,text]
%TC:macro \citet [option:text,text]
%TC:envir table 0 1
%TC:envir table* 0 1
%TC:envir tabular [ignore] word
%TC:envir displaymath 0 word
%TC:envir math 0 word
%TC:envir comment 0 0
%%
%%
%% The first command in your LaTeX source must be the \documentclass command.
\documentclass[sigconf]{acmart}

%%
%% \BibTeX command to typeset BibTeX logo in the docs
\AtBeginDocument{%
  \providecommand\BibTeX{{%
    Bib\TeX}}}

%% Rights management information.  This information is sent to you
%% when you complete the rights form.  These commands have SAMPLE
%% values in them; it is your responsibility as an author to replace
%% the commands and values with those provided to you when you
%% complete the rights form.
\copyrightyear{2024}
\acmYear{2024}
\setcopyright{acmlicensed}\acmConference[MM '24]{Proceedings of the 32nd ACM International Conference on Multimedia}{October 28-November 1, 2024}{Melbourne, VIC, Australia}
\acmBooktitle{Proceedings of the 32nd ACM International Conference on Multimedia (MM '24), October 28-November 1, 2024, Melbourne, VIC, Australia}
\acmDOI{10.1145/3664647.3680978}
\acmISBN{979-8-4007-0686-8/24/10}
%% These commands are for a PROCEEDINGS abstract or paper.

%%
%%  Uncomment \acmBooktitle if the title of the proceedings is different
%%  from ``Proceedings of ...''!
%%
%%\acmBooktitle{Woodstock '18: ACM Symposium on Neural Gaze Detection,
%%  June 03--05, 2018, Woodstock, NY}
%\acmISBN{978-1-4503-XXXX-X/18/06}


%%
%% Submission ID.
%% Use this when submitting an article to a sponsored event. You'll
%% receive a unique submission ID from the organizers
%% of the event, and this ID should be used as the parameter to this command.
%%\acmSubmissionID{123-A56-BU3}

%%
%% For managing citations, it is recommended to use bibliography
%% files in BibTeX format.
%%
%% You can then either use BibTeX with the ACM-Reference-Format style,
%% or BibLaTeX with the acmnumeric or acmauthoryear sytles, that include
%% support for advanced citation of software artefact from the
%% biblatex-software package, also separately available on CTAN.
%%
%% Look at the sample-*-biblatex.tex files for templates showcasing
%% the biblatex styles.
%%

%%
%% The majority of ACM publications use numbered citations and
%% references.  The command \citestyle{authoryear} switches to the
%% "author year" style.
%%
%% If you are preparing content for an event
%% sponsored by ACM SIGGRAPH, you must use the "author year" style of
%% citations and references.
%% Uncommenting
%% the next command will enable that style.
%%\citestyle{acmauthoryear}
\usepackage{balance}
\usepackage{hyperref}
\usepackage{multirow}
\usepackage{multicol}
\usepackage{siunitx}
%%
%% end of the preamble, start of the body of the document source.
\begin{document}

%%
%% The "title" command has an optional parameter,
%% allowing the author to define a "short title" to be used in page headers.
\title[Integrating Stickers into Multimodal Dialogue Summarization]{Supplementary: Integrating Stickers into Multimodal Dialogue Summarization: A Novel Dataset and Approach for Enhancing Social Media Interaction}

%%
%% The "author" command and its associated commands are used to define
%% the authors and their affiliations.
%% Of note is the shared affiliation of the first two authors, and the
%% "authornote" and "authornotemark" commands
%% used to denote shared contribution to the research.
\author{Yuanchen Shi}
\orcid{0009-0001-5651-5084}
\affiliation{%
  \institution{Soochow University}
  \department{School of Computer Science and Technology}
  % \streetaddress{1 Th{\o}rv{\"a}ld Circle}
  \city{Suzhou}
  \country{China}}
\email{20227927002@stu.suda.edu.cn}


\author{Fang Kong\textsuperscript{\textasteriskcentered}}
\orcid{0000-0002-7102-0143}
\affiliation{%
  \institution{Soochow University}
  \department{School of Computer Science and Technology}
  \city{Suzhou}
  \country{China}
}
\email{kongfang@suda.edu.cn}

\thanks{\textsuperscript{\textasteriskcentered} Corresponding author}

%%
%% By default, the full list of authors will be used in the page
%% headers. Often, this list is too long, and will overlap
%% other information printed in the page headers. This command allows
%% the author to define a more concise list
%% of authors' names for this purpose.
\renewcommand{\shortauthors}{Yuanchen Shi and Fang Kong}

%%
%% By default, the full list of authors will be used in the page
%% headers. Often, this list is too long, and will overlap
%% other information printed in the page headers. This command allows
%% the author to define a more concise list
%% of authors' names for this purpose.
% \renewcommand{\shortauthors}{Trovato and Tobin, et al.}

%%
%% The abstract is a short summary of the work to be presented in the
%% article.
% \begin{abstract}
%   A clear and well-documented \LaTeX\ document is presented as an
%   article formatted for publication by ACM in a conference proceedings
%   or journal publication. Based on the ``acmart'' document class, this
%   article presents and explains many of the common variations, as well
%   as many of the formatting elements an author may use in the
%   preparation of the documentation of their work.
% \end{abstract}

%%
%% The code below is generated by the tool at http://dl.acm.org/ccs.cfm.
%% Please copy and paste the code instead of the example below.
%%
% \begin{CCSXML}
% <ccs2012>
%  <concept>
%   <concept_id>00000000.0000000.0000000</concept_id>
%   <concept_desc>Do Not Use This Code, Generate the Correct Terms for Your Paper</concept_desc>
%   <concept_significance>500</concept_significance>
%  </concept>
%  <concept>
%   <concept_id>00000000.00000000.00000000</concept_id>
%   <concept_desc>Do Not Use This Code, Generate the Correct Terms for Your Paper</concept_desc>
%   <concept_significance>300</concept_significance>
%  </concept>
%  <concept>
%   <concept_id>00000000.00000000.00000000</concept_id>
%   <concept_desc>Do Not Use This Code, Generate the Correct Terms for Your Paper</concept_desc>
%   <concept_significance>100</concept_significance>
%  </concept>
%  <concept>
%   <concept_id>00000000.00000000.00000000</concept_id>
%   <concept_desc>Do Not Use This Code, Generate the Correct Terms for Your Paper</concept_desc>
%   <concept_significance>100</concept_significance>
%  </concept>
% </ccs2012>
% \end{CCSXML}

% \ccsdesc[500]{Do Not Use This Code~Generate the Correct Terms for Your Paper}
% \ccsdesc[300]{Do Not Use This Code~Generate the Correct Terms for Your Paper}
% \ccsdesc{Do Not Use This Code~Generate the Correct Terms for Your Paper}
% \ccsdesc[100]{Do Not Use This Code~Generate the Correct Terms for Your Paper}

%%
%% Keywords. The author(s) should pick words that accurately describe
%% the work being presented. Separate the keywords with commas.
% \keywords{Do, Not, Us, This, Code, Put, the, Correct, Terms, for,
%   Your, Paper}

%% A "teaser" image appears between the author and affiliation
%% information and the body of the document, and typically spans the
%% page.
% \begin{teaserfigure}
%   \includegraphics[width=\textwidth]{sampleteaser}
%   \caption{Seattle Mariners at Spring Training, 2010.}
%   \Description{Enjoying the baseball game from the third-base
%   seats. Ichiro Suzuki preparing to bat.}
%   \label{fig:teaser}
% \end{teaserfigure}

% \received{20 February 2007}
% \received[revised]{12 March 2009}
% \received[accepted]{5 June 2009}

%%
%% This command processes the author and affiliation and title
%% information and builds the first part of the formatted document.
\maketitle

\section{Dialogue Length Statistics}
\label{appA}
Table \ref{tabdep} summarizes the syntactic tree depth of sentences used to generate dialogues in the MCDSCS dataset, along with the corresponding dialogue lengths.

\begin{table}[!ht] 
    \centering
    \caption{The number and percentage of syntactic dependency tree depth and dialogue length statistics.}
    \begin{tabular}{c|cc}
    \toprule
          \textbf{Tree Depth/Dialogue Length} & \textbf{Quantity} &  \textbf{Percent} \\
     \midrule
            2 / Short  &922 &16.68\%\\
             3/ Short  &1805 &32.66\%\\
             4 / Medium     & 1618 &29.27\%\\
             5 / Medium  &748 &13.53\%\\
           6+ / Long     & 434 &7.85\%\\
    \bottomrule
    \end{tabular}

    \label{tabdep}
\end{table}




\section{Dialogue Generation COT Example}
\label{appB}
Figure \ref{fig.A} illustrates an example of generating a social media chat dialogue that adhere to the constraints of dialogue length, scenario, and characteristics using a initial sentence and GPT4 through COT. It also includes automatic logical error checking.


\begin{figure}[!ht]
\begin{center}
\includegraphics[scale=1.1]{figures/COTexample.pdf} 
\caption{An COT example for textual dialogue generation using GPT4, along with logical check.}
\label{fig.A}
\end{center}
\end{figure}


\begin{figure*}[!ht]
\begin{center}
\includegraphics[scale=0.61]{figures/cot.pdf} 
\caption{An COT example for getting summaries of multimodal dialogues containing stickers.}
\label{fig.B}
\end{center}
\end{figure*}

\section{Summary Generation COT Example}
\label{appC}


Figure \ref{fig.B} illustrates an example of extracting summaries from multimodal dialogues containing stickers using COT and the GPT4-Vision model. Compared to simple summarization prompts that consider both text and images, our COT produces more natural and conversational summaries, seamlessly integrating sticker content directly into the textual summary rather than rigidly mentioning specific stickers.

\section{Experimental Results of VLMs}
\label{appD}
We randomly select 300 pieces of data from the MCDSCS dataset three times and conduct experiments using LLaVA-V1.6-7b, Yi-6b, and Qwen-VL, respectively, for each selection. As shown in Table \ref{VLMs}, the results of the experiments are averaged over the three trials. Since these VLMs emphasize images, the generated summaries are significantly influenced by sticker images, resulting in more abstract summaries that have difficulty overlapping with the standard answers in terms of n-grams. Consequently, the BLEU and Meteor scores are very low, almost zero. Therefore, we only report the ROUGE scores here.

\begin{table}[ht]
    \caption{Results of VLM experiments.}
    \label{VLMs}
    \begin{tabular}{l|ccccc}
    \toprule
    Model & R1 & R2 & RL \\
    \midrule
   LLaVA-v1.6-7b&35.43 &12.42 &26.99 \\
   Yi-6b &10.05&2.76 &7.54 \\
   Qwen-VL& 16.96 &4.74 &13.61 \\
    \bottomrule
    \end{tabular}
\end{table}

\section{Implementation Details}
Each of the fine-tuned models is trained for 100 epochs on two NVIDIA-RTX3090 GPUs with the same parameters: training batch size of 16; validation and test batch size of 4; learning rate of \num{5e-5}.

%%
%% The acknowledgments section is defined using the "acks" environment
%% (and NOT an unnumbered section). This ensures the proper
%% identification of the section in the article metadata, and the
%% consistent spelling of the heading.
% \begin{acks}
% To Robert, for the bagels and explaining CMYK and color spaces.
% \end{acks}

%%
%% The next two lines define the bibliography style to be used, and
%% the bibliography file.
\bibliographystyle{ACM-Reference-Format}
%\bibliography{sample-base}

%%
%% If your work has an appendix, this is the place to put it.
% \appendix

% \section{Research Methods}

% \subsection{Part One}

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% \section{Online Resources}

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\end{document}
\endinput
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%% End of file `sample-authordraft.tex'.
