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Make website more viewable on mobile
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rcalef committed Dec 17, 2024
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<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<img src="static/images/ProCyon-02-cropped.png" alt="ProCyon banner" style="height: 20%; width: auto;">
<img src="static/images/ProCyon-02-cropped.png" alt="ProCyon banner" style="height: auto; max-width: 80vw;">
<h1 class="title is-1 publication-title">A multimodal foundation model for protein phenotypes</h1>
<div class="is-size-5 publication-authors">
<!-- Paper authors -->
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<section class="hero teaser">
<div class="container is-max-desktop">
<div class="hero-body">
<img src="static/images/model_use_cases.png" alt="ProCyon capabilities" style=" width: auto;">
<img src="static/images/model_use_cases.png" alt="ProCyon capabilities" style="height: auto; max-width: 60vw;">
<h2 class="subtitle has-text-left">
We present <strong>ProCyon, a foundation model for modeling, generating, and predicting protein phenotypes</strong>.
ProCyon supports flexible queries with interleaved protein and natural text inputs, enabling a vast array of applications, including:
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<!-- Paper video. -->
<h2 class="title is-2 has-text-centered">ProCyon Model</h2>
<div class="container is-centered has-text-centered">
<img src="static/images/detailed_arch.png" alt="ProCyon model architecture" style="height: 500px; width: auto;">
<img src="static/images/detailed_arch.png" alt="ProCyon model architecture" style="height: auto; max-width: 60vw;">
<section class="section hero is-light">
<h2 class="subtitle" style="max-width: 75%; margin: 0 auto; text-align: left;">
ProCyon is an 11-billion parameter multimodal model fusing state-of-the-art large language models
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<h2 class="title is-2 has-text-centered">ProCyon-Instruct Dataset</h2>
<div id="results-carousel" class="carousel results-carousel has-text-centered" data-autoplay-speed=100000>
<div class="item">
<img src="static/images/figure2a.png" alt="Schematic of instruction construction" style="height: 500px; padding-bottom: 60px; width: auto"/>
<img src="static/images/figure2a.png" alt="Schematic of instruction construction" style="height: auto; padding-bottom: 60px; max-width: 60vw"/>
</div>
<div class="item">
<img src="static/images/figure2c.png" class="centered-image" alt="Statistics on dataset size" style="height: 500px; width: auto"/>
<img src="static/images/figure2c.png" class="centered-image" alt="Statistics on dataset size" style="height: auto; width: 40vw"/>
</div>
</div>
<div class="hero-body content">
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<div class="container">
<h2 class="title is-2 has-text-centered">Performance Comparison</h2>
<div class="container is-centered has-text-centered">
<img src="static/images/baselines_for_website.png" alt="ProCyon benchmarking results" style="height: 500px; width: auto;">
<img src="static/images/baselines_for_website.png" alt="ProCyon benchmarking results" style="height: auto; max-width: 60vw;">
<section class="section hero is-light">
<h2 class="subtitle" style="max-width: 75%; margin: 0 auto; text-align: left;">
ProCyon shows strong performance on a benchmark of fourteen biologically-relevant tasks constructed from ProCyon-Instruct and framed
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<!-- Retrieval/STING -->
<div class="container is-centered has-text-centered">
<h2 class="title is-3 has-text-centered">Free-text protein retrieval</h2>
<img src="static/images/sting_fig_v2.png" alt="ProCyon STING figure" style="height: 400px; width: auto;">
<img src="static/images/sting_fig_v2.png" alt="ProCyon STING figure" style="height: auto; max-width: 70vw;">
<section class="section hero is-light">
<h2 class="subtitle" style="max-width: 75%; margin: 0 auto; text-align: left;">
ProCyon is able to successfully retrieve the STING protein given functional queries related to neuronal inflammatory stress response,
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<!-- Captioning/QA filtering AKNAD1 -->
<div class="container is-centered has-text-centered">
<h2 class="title is-3 has-text-centered">Functional annotation of under-studied proteins</h2>
<img src="static/images/aknad1.png" alt="ProCyon AKNAD1 figure" style="height: 400px; width: auto;">
<img src="static/images/aknad1.png" alt="ProCyon AKNAD1 figure" style="height: auto; max-width: 60vw;">
<section class="section hero is-light">
<h2 class="subtitle" style="max-width: 75%; margin: 0 auto; text-align: left;">
We generate a UniProt-style description for AKNAD1, a poorly-characterized protein that does not appear in the training data for
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<!-- Zero-shot task transfer -->
<div class="container is-centered has-text-centered">
<h2 class="title is-3 has-text-centered">Zero-shot task transfer</h2>
<img src="static/images/cross_kd.png" alt="ProCyon cross-KD figure" style="height: 500px; width: auto;">
<img src="static/images/cross_kd.png" alt="ProCyon cross-KD figure" style="height: auto; max-width: 40vw;">
<section class="section hero is-light">
<h2 class="subtitle" style="max-width: 75%; margin: 0 auto; text-align: left;">
We show that ProCyon exhibits <strong>zero-shot task transfer and cross-knowledge domain reasoning</strong>, exhibiting the
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