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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>UNPIE</title>
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.container {
display: flex;
flex-direction: column;
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}
.hero-body .container {
max-width: 100%;
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width: 100%;
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<body>
<section class="section hero" style="padding-top: 0;">
<div class="hero-body">
<div class="container">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title" style="font-size: 3.5rem; line-height: 1.2;">
Can visual language models resolve textual <span style="color: rgb(255, 153, 0);">ambiguity</span> with visual cues?<br> Let <span style="color: blue;">visual puns</span> tell you!
</h1>
<div style="display: flex; justify-content: center; align-items: center; margin-top: 2rem;">
<figure class="image" style="width: 120px; height: auto; margin: 0 10px;">
<img src="./static/images/ys.png" alt="Logo 1">
</figure>
<figure class="image" style="width: 250px; height: auto; margin: 0 10px;">
<img src="./static/images/mir.png" alt="Logo 2">
</figure>
</div>
<div class="is-size-4 publication-authors" style="margin-top: 2rem; ">
<span class="author-block">
<a href="https://jiwanchung.github.io" target="_blank" style="font-size: 1.6rem;">Jiwan Chung</a>,
</span>
<span class="author-block">
<a href="https://github.com/pull-ups" target="_blank" style="font-size: 1.6rem;">Seungwon Lim</a>,
</span>
<span class="author-block">
<a href="https://mirlab.yonsei.ac.kr/people/jaehyun.html" target="_blank" style="font-size: 1.6rem;">Jaehyun Jeon</a>,
</span>
<span class="author-block">
<a href="https://seunbite.github.io/" target="_blank" style="font-size: 1.6rem;">Seungbeen Lee</a>,
</span>
<span style="font-size: 1.6rem;">and</span>
<span class="author-block">
<a href="https://yj-yu.github.io/home/" target="_blank" style="font-size: 1.6rem;">Youngjae Yu</a>
</span>
</div>
<div class="is-size-5 publication-authors">
<span class="author-block" style="font-size: 1.6rem;">Yonsei University<br>EMNLP 2024</span>
</div>
<div class="publication-links" style="margin-bottom: 4rem;">
<span class="link-block">
<a href="PAPER_LINK" class="button is-dark is-medium">
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<path fill="currentColor" d="M181.9 256.1c-5-16-4.9-46.9-2-46.9 8.4 0 7.6 36.9 2 46.9zm-1.7 47.2c-7.7 20.2-17.3 43.3-28.4 62.7 18.3-7 39-17.2 62.9-21.9-12.7-9.6-24.9-23.4-34.5-40.8zM86.1 428.1c0 .8 13.2-5.4 34.9-40.2-6.7 6.3-29.1 24.5-34.9 40.2zM248 160h136v328c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24V24C0 10.7 10.7 0 24 0h200v136c0 13.2 10.8 24 24 24zm-8 171.8c-20-12.2-33.3-29-42.7-53.8 4.5-18.5 11.6-46.6 6.2-64.2-4.7-29.4-42.4-26.5-47.8-6.8-5 18.3-.4 44.1 8.1 77-11.6 27.6-28.7 64.6-40.8 85.8-.1 0-.1.1-.2.1-27.1 13.9-73.6 44.5-54.5 68 5.6 6.9 16 10 21.5 10 17.9 0 35.7-18 61.1-61.8 25.8-8.5 54.1-19.1 79-23.2 21.7 11.8 47.1 19.5 64 19.5 29.2 0 31.2-32 19.7-43.4-13.9-13.6-54.3-9.7-73.6-7.2zM377 105L279 7c-4.5-4.5-10.6-7-17-7h-6v128h128v-6.1c0-6.3-2.5-12.4-7-16.9zm-74.1 255.3c4.1-2.7-2.5-11.9-42.8-9 37.1 15.8 42.8 9 42.8 9z"></path>
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<span>Arxiv</span>
</a>
</span> <span class="link-block">
<a href="CODE_LINK" class="button is-dark is-medium">
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</span>
<span>Code</span>
</a>
</span>
<span class="link-block">
<a href="DATASET_LINK" class="button is-dark is-medium">
<span class="icon">
<span class="emoji">🤗</span>
</span>
<span>Dataset</span>
</a>
</span>
</div>
<figure class="image" style="max-width: 300%; margin: 0 auto;">
<img src="./static/images/main1.png" alt="Main visual representation" style="width: 100%; height: auto;">
</figure>
</div>
</div>
</div>
</section>
<section class="section" style="padding-top: 0;">
<div class="container">
<div style="background-color: white; border-radius: 15px; padding: 2rem; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
<div class="columns is-vcentered is-marginless"> <!-- Added is-vcentered class -->
<div class="columns is-full">
<div class="column is-two-thirds" style="display: flex; flex-direction: column; align-items: flex-start;">
<h2 class="title is-2" style="color: #4a4a4a; font-size: 2.0rem; align-self: flex-start;">What is <span style="color: #4169E1;">multimodal literacy</span>?</h2>
<ul class="custom-list" style="font-size: 1.0rem; align-self: flex-start;">
<li>
The ability to effectively
<span style="color: #4169E1; font-weight: bold;">integrate multimodal contexts</span> <br> to
bridge <span style="color: #FFA500; font-weight: bold;">informational gaps</span>.
</li>
<li>
Unlike conventional Visual Question Answering, <br>the informational gap is
only <span style="color: #FFA500; font-weight: bold;">indirectly provided</span>.
</li>
<li>
A typical example is
<span style="font-weight: bold;">multimodal ambiguity resolution</span>, <br>
in which multimodal inputs help disambiguating textual meaning.
</li>
</ul>
</div>
<div class="column is-one-third" style="display: flex; align-items: center;"> <!-- Added flex and align-items -->
<figure class="image">
<img src="./static/images/mmliteracy.png" alt="Multimodal literacy illustration">
</figure>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="section" style="padding-top: 0;">
<div class="container">
<div style="background-color: white; border-radius: 15px; padding: 2rem; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
<div class="columns is-vcentered is-marginless"> <!-- Added is-vcentered class -->
<div class="columns is-full">
<div class="column is-two-thirds" style="display: flex; flex-direction: column; align-items: flex-start;">
<h2 class="title is-2" style="color: #4a4a4a; font-size: 2.0rem; align-self: flex-start;">Why is it hard to evaluate?</h2>
<ul class="custom-list" style="font-size: 1.0rem; align-self: flex-start;">
<li>
<span style="font-weight: bold;">Eliminating textual bias</span> is challenging.
</li>
<li>
i.e. We should make sure that <span style="color: #FFA500; font-weight: bold;">the multimodal input is necessary!</span>
</li>
</ul>
<div style="width: 100%; display: flex; justify-content: center;">
<figure class="image" style="width: 60%;">
<img src="./static/images/scissor.png">
</figure>
</div>
</div>
<div class="column is-one-third" style="display: flex; justify-content: flex-end;">
<figure class="image" style="max-width: 100%;">
<img src="./static/images/imgcap.jpg" alt="Multimodal literacy illustration">
</figure>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="section" style="padding-top: 0;">
<div class="container">
<div style="background-color: white; border-radius: 15px; padding: 2rem; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
<div class="columns is-marginless">
<!-- <div class="column is-two-thirds" style="display: flex; flex-direction: column; align-items: flex-start;"> -->
<div class="column is-full">
<h2 class="title is-2" style="color: #4a4a4a; font-size: 2.0rem; align-self: flex-start;">Our Solution: </h2>
<ul class="custom-list" style="font-size: 1.0rem; align-self: flex-start;">
<li>
<span style="color: #FFA500; font-weight: bold;">Puns</span> have intrinsic ambiguity.
</li>
<li>
Let’ s design <span style="color: #4169E1; font-weight: bold;">visual cues</span> to explain each meaning.
</li>
<li>
<img src="./static/images/pie.png" alt="UNPIE icon" style="width: 1.5em; height: 1.5em; vertical-align: middle; margin-right: 0.3em;">
<span style="font-weight: bold; color: #AB7942;">UNPIE</span>: a <span style=" font-weight: bold;">controlled benchmark for multimodal ambiguity resolution</span>!
</li>
</ul>
</div>
</div>
</div>
</div>
</section>
<section class="section" style="padding-top: 0;">
<div class="container">
<div style="background-color: white; border-radius: 15px; padding: 2rem; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
<div class="columns is-marginless">
<div class="column is-half">
<h2 class="title is-2" style="color: #4a4a4a; font-size: 2.0rem; align-self: flex-start;"> A. Data Collection</h2>
<div style="font-size: 1.0rem; align-self: flex-start; list-style-type: decimal;">
1. We started from an existing <span style="font-weight: bold;">text-only</span> pun dataset. <div style="margin-bottom: 1.5rem;"> </div>
2. Then, we retrieve and manually select <span style="font-weight: bold; color: #41e164;">natural images</span><br> matching <span style="font-weight: bold; color: #41e164;">each meaning</span> of the puns. <div style="margin-bottom: 1.5rem;"> </div>
3. Then, we use AI models to generate <span style="font-weight: bold; color: #E86E78;">synthetic images</span><br> that explain <span style="font-weight: bold; color: #E86E78;">both meanings</span> of the puns at the same time.<div style="margin-bottom: 1.5rem;"> </div>
<div class="field" style="margin-bottom: 1rem;">
<span id="toggleDetails" style="cursor: pointer; user-select: none;">
▼ Show Details
</span>
</div>
<div id="detailsContent" style="display: none; margin-bottom: 1.5rem; margin-left: 1.5rem; background-color: #f0f0f0; padding: 1rem; border-radius: 20px;">
<p>
Human annotators engaged in multi-turn editing with following criteria: <br>
1. The image should explain <span style="font-weight: bold;">both meanings</span> of the pun. <br>
2. The <span style="font-weight: bold;">scene text</span> should not directly explain the pun. <br>
</p>
<!-- Add more content here as needed -->
</div>
4. Finally, we ask <span style="font-weight: bold;">human translators</span> to <span style="font-weight: bold;">translate</span> each<br> meaning of a pun into the target language <span style="font-weight: bold;">(De, Fr, and Ko)</span>.
</div>
<br><br><br><br><br><br><br>
</div>
<div class="column is-half" style="display: flex; justify-content: flex-end;">
<figure class="image" style="width: 90%;">
<img src="./static/images/exp.png" alt="Data Collection illustration" style="width: 180%; height: auto;">
</figure>
</div>
</div>
<div class="columns is-marginless">
<div class="column is-two-thirds">
<h2 class="title is-4" st`yle="color: #4a4a4a; font-size: 2rem; align-self: flex-start;"> 🤔 Why do we need translation?</h2>
<ul class="custom-list" style="font-size: 1.0rem; align-self: flex-start;">
<li>Pun understanding is hard to evaluate.</li>
<li>We offer a workaround: composing the <span style="font-weight: bold;">latent “understanding”</span> with a <span style="font-weight: bold;">downstream task (translation)</span> enables tangible evaluation.</li>
<li>We can evaluate the translation task using existing VQA models.</li>
</ul>
</div>
</div>
</div>
</div>
</section>
<section class="section" style="padding-top: 0;">
<div class="container">
<div style="background-color: white; border-radius: 15px; padding: 2rem; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
<h2 class="title is-2" style="color: #4a4a4a; font-size: 2.0rem; align-self: flex-start;"> B. Tasks and Experiments</h2>
<div class="columns is-marginless">
<div class="column is-half">
<h3 class="title is-4" style="color: #4a4a4a; font-size: 2rem; align-self: flex-start;"> Task 1: Pun Grounding</h3>
<ul class="custom-list" style="font-size: 1.0rem; align-self: flex-start;">
<li>
<span style="font-weight: bold;">Specification:</span><br>
Given a <span style="color: #FFA500; font-weight: bold;">pun</span> and the <span style="color: #E86E78; font-weight: bold;">dual meaning image</span>,<br>
ground the pun phrase.
</li>
<li>
<span style="font-weight: bold;">Purpose:</span><br>
Assess if visual context aids <span style="font-weight: bold;">weak models</span><br>
in tasks solvable without the visuals.
</li>
<li>
<span style="font-weight: bold;">Findings:</span><br>
Weaker models benefit a lot from visual context.
</li>
</ul>
</div>
<div class="column is-half">
<figure class="image">
<img src="./static/images/exp1.png" alt="Task 1 Results Table">
</figure>
<p class="is-size-6 has-text-centered">
Results on the pun grounding task. We report the exact match accuracy of the generated pun phrase. ↑ denotes the performance gain from visual context.
</p>
</div>
</div>
<div class="columns is-marginless" style="margin-top: 3rem; padding-top: 3rem; border-top: 1px solid #e0e0e0;">
<div class="column is-half">
<h3 class="title is-4" style="color: #4a4a4a; font-size: 2rem; align-self: flex-start;">Task 2: Pun Disambiguation</h3>
<ul class="custom-list" style="font-size: 1.0rem; align-self: flex-start;">
<li>
<span style="font-weight: bold;">Specification:</span><br>
Given a <span style="color: #FFA500; font-weight: bold;">pun</span> and a <span style="color: #41e164; font-weight: bold;">single meaning image</span>,<br>
translate to the target language while adhering to<br>
the given meaning.
</li>
<li>
<span style="font-weight: bold;">Purpose:</span><br>
Controlled evaluation of whether the visual context actually affects model decisions.
</li>
<li>
<span style="font-weight: bold;">Findings:</span><br>
Models integrate visual context, albeit at a <span style="font-weight: bold;">limited degree</span>.
</li>
</ul>
</div>
<div class="column is-half">
<figure class="image">
<img src="./static/images/exp2.png" alt="Task 2 Results Table">
</figure>
<p class="is-size-6 has-text-centered">
Experimental results on the pun disambiguation task. All scores are reported in terms of binary classification accuracy. The best scores are <span style="font-weight: bold;">bolded</span> and the second-best ones are <span style="text-decoration: underline;">underlined</span>.
</p>
</div>
</div>
<div class="columns is-marginless" style="margin-top: 3rem; padding-top: 3rem; border-top: 1px solid #e0e0e0;">
<div class="column is-full">
<h3 class="title is-4" style="color: #4a4a4a; font-size: 2rem; align-self: flex-start;">Task 3: Pun Reconstruction</h3>
<ul class="custom-list" style="font-size: 1.0rem; align-self: flex-start;">
<li>
<span style="font-weight: bold;">Specification:</span><br>
Given a <span style="color: #FFA500; font-weight: bold;">translated pun</span> and the <span style="color: #E86E78; font-weight: bold;">dual meaning image</span>, reconstruct the original pun sentence.
</li>
<li>
<span style="font-weight: bold;">Purpose:</span> Holistic downstream evaluation.
</li>
<li>
<span style="font-weight: bold;">Findings:</span> Stronger models benefit more from visual context.
</li>
</ul>
</div>
</div>
<div class="columns is-marginless" style="margin-top: 2rem;">
<div class="column is-full">
<figure class="image">
<img src="./static/images/exp3.png" alt="Task 3 Results Table" style="width: 100%; max-width: 1400px; margin: 0 auto;">
</figure>
<p class="is-size-6 has-text-centered" style="margin-top: 1rem;">
Experimental results on the pun reconstruction task. We report the percentage of correct reconstructions, BLEU-4, and METEOR scores. The best scores are <span style="font-weight: bold;">bolded</span> and improvements are shown in parentheses.
</p>
</div>
</div>
<!-- Conclusion -->
<div style="margin-top: 3rem; padding-top: 3rem; border-top: 1px solid #e0e0e0;">
<h3 class="title is-6" style="color: #4a4a4a; font-size: 2rem; align-self: flex-start;">Conclusion</h3>
<ul class="custom-list" style="font-size: 1.0rem; align-self: flex-start;">
<li>
Machines can indeed leverage <span style="font-weight: bold; color: #AB7942;">visual information</span>.
</li>
<li>
However, achieving <span style="font-weight: bold; color: #AB7942;">human proficiency in multimodal literacy is still a challenge.</span>
</li>
</ul>
</div>
</div>
</div>
</section>
<section class="section" style="padding-top: 0;">
<div class="container">
<div style="background-color: white; border-radius: 15px; padding: 2rem; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
<h2 class="title is-2" style="color: #4a4a4a; font-size: 2.0rem;">BibTeX</h2>
<pre style="background-color: #f5f5f5; padding: 1rem; border-radius: 5px; overflow-x: auto; font-size: 0.9rem;">
@inproceedings{chung2024can,
title={Can visual language models resolve textual ambiguity with visual cues? Let visual puns tell you!},
author={Chung, Jiwan and Lim, Seungwon and Jeon, Jaehyun and Lee, Seungbeen and Yu, Youngjae},
journal={Conference on Empirical Methods in Natural Language Processing},
year={2024}
}</pre>
</div>
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</section>
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