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gentaiscool committed Oct 17, 2024
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<meta name="twitter:image" content="static/images/your_twitter_banner_image.png">
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<meta name="keywords" content="multilingual, multimodal, multicultural, vqa, world dishes, food">
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<title>Academic Project Page</title>
<title>WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines</title>
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<div class="container is-max-desktop">
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<h1 class="title is-1 publication-title">Academic Project Page</h1>
<h1 class="title is-1 publication-title">WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines</h1>
<div class="is-size-5 publication-authors">
<!-- Paper authors -->
<span class="author-block">
<a href="FIRST AUTHOR PERSONAL LINK" target="_blank">First Author</a><sup>*</sup>,</span>
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<a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Second Author</a><sup>*</sup>,</span>
<span class="author-block">
<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Third Author</a>
</span>
<a href="https://gentawinata.com" target="_blank">Genta Indra Winata</a><sup>*</sup>,</span>
<span class="author-block">Frederikus Hudi<sup>*</sup>,</span>
<span class="author-block">Patrick Amadeus Irawan<sup>*</sup>,</span>
<span class="author-block">Frederikus Hudi<sup>*</sup>,</span>
<span class="author-block">David Anugraha<sup>*</sup>,</span>
<span class="author-block">Rifki Afina Putri<sup>*</sup>,</span>
<span class="author-block">Yutong Wang</span>
<span class="author-block">Adam Nohejl</span>
<span class="author-block">Ubaidillah Ariq Prathama</span>
<span class="author-block">Nedjma Ousidhoum</span>
<span class="author-block">Afifa Amriani</span>
<span class="author-block">Anar Rzayev</span>
<span class="author-block">Anirban Das</span>
<span class="author-block">Ashmari Pramodya</span>
<span class="author-block">Aulia Adila</span>
<span class="author-block">Bryan Wilie</span>
<span class="author-block">Candy Olivia Mawalim</span>
<span class="author-block">Ching Lam Cheng</span>
<span class="author-block">Daud Abolade</span>
<span class="author-block">Emmanuele Chersoni</span>
<span class="author-block">Enrico Santus</span>
<span class="author-block">Fariz Ikhwantri</span>
<span class="author-block">Garry Kuwanto</span>
<span class="author-block">Hanyang Zhao</span>
<span class="author-block">Haryo Akbarianto Wibowo</span>
<span class="author-block">Holy Lovenia</span>
<span class="author-block">Jan Christian Blaise Cruz</span>
<span class="author-block">Jan Wira Gotama Putra</span>
<span class="author-block">Junho Myung</span>
<span class="author-block">Lucky Susanto</span>
<span class="author-block">Maria Angelica Riera Machin</span>
<span class="author-block">Marina Zhukova</span>
<span class="author-block">Michael Anugraha</span>
<span class="author-block">Muhammad Farid Adilazuarda</span>
<span class="author-block">Natasha Santosa</span>
<span class="author-block">Peerat Limkonchotiwat</span>
<span class="author-block">Raj Dabre</span>
<span class="author-block">Rio Alexander Audino</span>
<span class="author-block">Samuel Cahyawijaya</span>
<span class="author-block">Shi-Xiong Zhang</span>
<span class="author-block">Stephanie Yulia Salim</span>
<span class="author-block">Yi Zhou</span>
<span class="author-block">Yinxuan Gui</span>
<span class="author-block">David Ifeoluwa Adelani</span>
<span class="author-block">En-Shiun Annie Lee</span>
<span class="author-block">Shogo Okada</span>
<span class="author-block">Ayu Purwarianti</span>
<span class="author-block">Alham Fikri Aji</span>
<span class="author-block">Taro Watanabe</span>
<span class="author-block">Derry Tanti Wijaya</span>
<span class="author-block">Alice Oh</span>
<span class="author-block">Chong-Wah Ngo</span>
</div>

<div class="is-size-5 publication-authors">
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<a href="https://arxiv.org/pdf/<ARXIV PAPER ID>.pdf" target="_blank"
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</div>
</section>


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Lorem ipsum dolor sit amet, consectetur adipiscing elit. Proin ullamcorper tellus sed ante aliquam tempus. Etiam porttitor urna feugiat nibh elementum, et tempor dolor mattis. Donec accumsan enim augue, a vulputate nisi sodales sit amet. Proin bibendum ex eget mauris cursus euismod nec et nibh. Maecenas ac gravida ante, nec cursus dui. Vivamus purus nibh, placerat ac purus eget, sagittis vestibulum metus. Sed vestibulum bibendum lectus gravida commodo. Pellentesque auctor leo vitae sagittis suscipit.
Vision Language Models (VLMs) often struggle with culture-specific knowledge, particularly in languages other than English and in underrepresented cultural contexts. To evaluate their understanding of such knowledge, we introduce WorldCuisines, a massive-scale benchmark for multilingual and multicultural, visually grounded language understanding. This benchmark includes a visual question answering (VQA) dataset with text-image pairs across 30 languages and dialects, spanning 9 language families and featuring over 1 million data points, making it the largest multicultural VQA benchmark to date. It includes tasks for identifying dish names and their origins. We provide evaluation datasets in two sizes (12k and 60k instances) alongside a training dataset (1 million instances). Our findings show that while VLMs perform better with correct location context, they struggle with adversarial contexts and predicting specific regional cuisines and languages. To support future research, we release a knowledge base with annotated food entries and images along with the VQA data.
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<!--BibTex citation -->
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<h2 class="title">BibTeX</h2>
<pre><code>BibTex Code Here</code></pre>
<pre><code>@misc{winata2024worldcuisines,
title={WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines},
author={Genta Indra Winata and Frederikus Hudi and Patrick Amadeus Irawan and David Anugraha and Rifki Afina Putri and Yutong Wang and Adam Nohejl and Ubaidillah Ariq Prathama and Nedjma Ousidhoum and Afifa Amriani and Anar Rzayev and Anirban Das and Ashmari Pramodya and Aulia Adila and Bryan Wilie and Candy Olivia Mawalim and Ching Lam Cheng and Daud Abolade and Emmanuele Chersoni and Enrico Santus and Fariz Ikhwantri and Garry Kuwanto and Hanyang Zhao and Haryo Akbarianto Wibowo and Holy Lovenia and Jan Christian Blaise Cruz and Jan Wira Gotama Putra and Junho Myung and Lucky Susanto and Maria Angelica Riera Machin and Marina Zhukova and Michael Anugraha and Muhammad Farid Adilazuarda and Natasha Santosa and Peerat Limkonchotiwat and Raj Dabre and Rio Alexander Audino and Samuel Cahyawijaya and Shi-Xiong Zhang and Stephanie Yulia Salim and Yi Zhou and Yinxuan Gui and David Ifeoluwa Adelani and En-Shiun Annie Lee and Shogo Okada and Ayu Purwarianti and Alham Fikri Aji and Taro Watanabe and Derry Tanti Wijaya and Alice Oh and Chong-Wah Ngo},
year={2024},
eprint={2410.12705},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2410.12705},
}</code></pre>
</div>
</section>
<!--End BibTex citation -->
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