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<!DOCTYPE html>
<html>
<head>
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<li><a href="#home"><img src="assets/assistgpt_logo_v2.png" alt="Home" style="height:30px; width:30px; vertical-align:middle; margin-right:5px;"> <strong>AssistGPT</strong> </a></li>
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<h1 class="title is-2 publication-title">
<br>
AssistGPT: A General Multi-modal Assistant that can </br> Plan, Execute, Inspect, and Learn
</h1>
<div class="is-size-5 publication-authors">
<div class="author-block">
Difei Gao<sup>♡</sup>,</div>
<div class="author-block">
Lei Ji<sup>♢</sup>,</div>
<div class="author-block">
Luowei Zhou<sup>♤</sup>,</div>
<div class="author-block">
Kevin Qinghong Lin<sup>♡</sup>,
</div>
<div class="author-block">
Joya Chen<sup>♡</sup>,
</div>
<div class="author-block">
Zihan Fan<sup>♡</sup>,
</div>
<div class="author-block">
Mike Zheng Shou<sup>♡</sup>
</div>
</div>
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<span class="author-block"><sup>♡</sup>Show Lab, National University of Singapore,</span>
<span class="author-block"><sup>♢</sup>Microsoft Research Asia</span>
<span class="author-block"><sup>♤</sup>Microsoft</span>
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<source src="./assets/fig1-v4.mp4" type="video/mp4">
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<figure style="width: 80%;">
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<img width="80%" src="assets/fig1-v4.gif">
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<p class="caption" style="margin-bottom: 1px; text-align: justify">
AssistGPT can reason in an interleaved language and code format. Given a query input and visual inputs,
AssistGPT plans the problem-solving path in language, using structured code to call upon various powerful
tools. The Inspector, part of the system, can manage visual inputs and intermediate results, assisting the
Planner to invoke tools. Meanwhile, the Learner can assess the reasoning process and collect in-context
examples.
</p>
</figure>
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<source src="./assets/vc_128_stitched_demo.mp4"
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</center>
<!-- <h2 class="subtitle has-text-centered">
PV3D is able to generate diverse videos with multi-view consistency and detailed dynamic 3D geometry.
</h2> -->
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<h2 class="title is-3">Abstract</h2>
<div class="content has-text-justified">
<p>
Recent advancements in Large Language Models (LLMs) have improved general NLP AI assistants and their
capacity to invoke models or APIs. However, complex visual tasks remain a challenge due to diversity in
reasoning paths and variable inputs, and intermediate results. In many real-world applications, it's hard
to break down a query based purely on the query itself, requiring specific visual content and step-by-step
results. Inputs can vary, often involving a combination of videos and images, and the reasoning process
can generate diverse multimodal intermediate results like video narrations and segmented video clips. <br>
To address such general cases, we propose a multi-modal AI assistant, AssistGPT, with an interleaved code
and language reasoning approach called Plan, Execute, Inspect, and Learn (PEIL) to integrate LLMs with
various tools. Specifically, the Planner is capable of using natural language to plan which tool in
Executor should do next based on the current reasoning progress. Inspector is an efficient memory manager
to assist the Planner to feed proper visual information into a specific tool. Finally, since the entire
reasoning process is complex and flexible, a Learner is designed to enable the model to autonomously
explore and discover the optimal solution.
</p>
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<h2 class="title is-3">Results</h2>
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<div class="column is-four-fifths">
<div class="content has-text-justified">
<p>
By integrating multiple models and employing an interleaved language and code reasoning manner, AssistGPT
possesses the following features:
<ul>
<li><strong>Understanding Complex Video Content:</strong> It can process various forms of information such as visual content, subtitle, and
OCR.</li>
<li><strong>Addressing High-Level Queries:</strong> The model can automatically plan reasoning path based on visual content.</li>
<li><strong>Supporting Flexible Inputs:</strong> It can accommodate a variety of input types, each serving different functions.</li>
</ul>
</p>
</div>
</div>
</div>
</br>
<CENter>
<video id="teaser" autoplay controls muted loop playsinline width="70%">
<source src="./assets/messi.mp4" type="video/mp4">
</video>
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<source src="./assets/badminton.mp4" type="video/mp4">
</video>
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<source src="./assets/gopro.mp4" type="video/mp4">
</video>
<video id="teaser" autoplay controls muted loop playsinline width="70%">
<source src="./assets/cook.mp4" type="video/mp4">
</video>
</CENter>
</div>
</div>
</br>
</br>
</br>
</br>
<section class="section" id="BibTeX">
<div class="container content is-max-desktop">
<h2 class="title">BibTeX</h2>
<pre><code>@article{gao2023assistgpt,
title = {AssistGPT: A General Multi-modal Assistant that can Plan, Execute, Inspect, and Learn},
author = {Gao, DiFei and Ji, Lei and Zhou, Luowei and Lin, Kevin Qinghong and Chen, Joya and Fan, Zihan and Shou, Mike Zheng},
year = {2023},
}
</code></pre>
</div>
</section>
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