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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>LUKA -- The Capital NLP Group of California</title>
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="Language Understanding and Knowledge Acquisition Lab, LUKA @ UC Davis">
<meta name="author" content="">
<!-- Le styles -->
<link href="css/bootstrap.min.css" rel="stylesheet">
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<link rel="icon" href="./img/thinking_small.png">
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</head>
<body>
<div class="container">
<div w3-include-html="./src/header.html" id="common_header"></div>
<div class="row-fluid">
<div class="span12">
<div id="main-carousel" class="carousel slide">
<div class="carousel-inner">
<div class="item active">
<img src="images/ucd0.jpg" class="carousel-image" alt="">
<div class="carousel-caption">
<h4>Welcome to the LUKA Group -- the Capital NLP Group of California</h4>
<!-- -->
<p></p>
</div>
</div>
<div class="item">
<img src="images/ucd1.jpg" class="carousel-image" alt="">
<div class="carousel-caption">
<h4>Welcome to the LUKA Group -- the Capital NLP Group of California</h4>
<p></p>
</div>
</div>
<div class="item">
<img src="images/ucd2.jpg" class="carousel-image" alt="">
<div class="carousel-caption">
<h4>Welcome to the LUKA Group -- the Capital NLP Group of California</h4>
<p></p>
</div>
</div>
<div class="item">
<img src="images/ucd3.jpg" class="carousel-image" alt="">
<div class="carousel-caption">
<h4>Welcome to the LUKA Group -- the Capital NLP Group of California</h4>
<p></p>
</div>
</div>
<div class="item">
<img src="images/sac0.jpg" class="carousel-image" alt="">
<div class="carousel-caption">
<h4>Welcome to the LUKA Group -- the Capital NLP Group of California</h4>
<p></p>
</div>
</div>
<div class="item">
<img src="images/sac1.jpg" class="carousel-image" alt="">
<div class="carousel-caption">
<h4>Welcome to the LUKA Group -- the Capital NLP Group of California</h4>
<p></p>
</div>
</div>
<div class="item">
<img src="images/sac2.jpg" class="carousel-image" alt="">
<div class="carousel-caption">
<h4>Welcome to the LUKA Group -- the Capital NLP Group of California</h4>
<p></p>
</div>
</div>
</div>
<a class="left carousel-control" href="#main-carousel" data-slide="prev">‹</a>
<a class="right carousel-control" href="#main-carousel" data-slide="next">›</a>
</div>
</div>
</div>
<hr>
<div class="container-fluid">
<div class="row-fluid marketing">
<div class="span12">
<div>
<img src="./img/logo_zekun.png" title="Logo by our friends at UMN Knowledge Computing Group." alt="LUKA_qubies" class="centered" width="200px" style="display: block; margin-left: auto; margin-right: auto;"/>
</div>
<p>
The Language Understanding and Knowledge Acquisition (LUKA) Lab is directed by Dr. <a href="https://muhaochen.github.io/">Muhao Chen</a>. Our research focuses on robust and accountable machine learning methods for natural language processing and multi-modal data processing. Most recently, we have been focusing on robustness and security problems with large (multi-modal) language models and foundation model agents. Our long-term goal is to develop robust, generalizable and trustworthy learning systems that help machines understand nature.
</p>
<br/>
<!--p><b><font color="blue">We are looking for several new Ph.D. students to join the lab. Prospective students please read <a href="https://luka-group.github.io/openings.html">this</a>.</b></p-->
<br/>
</div>
<div class="row-fluid">
<hr>
<h2 class="centered">Recent News</h2>
<hr>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Nov 15, 2025 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Outstanding Paper
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/rich1.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
Congratulations to Tenghao for winning the Outstanding Paper Award at EMNLP 2024!
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Sept 21, 2024 </span> </h5>
<h4 class="feature-heading">
<a href="#">
EMNLP 2024
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/casual_afternoon.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We will present 5 long papers at <a href="https://2024.emnlp.org/">EMNLP 2024</a> (incl. 3 main and 2 findings). See you in Vice City (wrong)!
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> March 13, 2024 </span> </h5>
<h4 class="feature-heading">
<a href="#">
NAACL 2024
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/holiday.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We will present 10 long papers at <a href="https://2024.naacl.org/">NAACL 2024</a> (incl. 7 main and 3 findings). See you in Mexico City!
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Dec 10, 2023 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Outstanding Paper
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/rich1.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
Congratulations to James for winning the Outstanding Paper Award at EMNLP 2023!
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Oct 7, 2023 </span> </h5>
<h4 class="feature-heading">
<a href="#">
EMNLP 2023
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/shaky.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We will present 9 papers at EMNLP 2023 (incl. 4 main and 5 findings), as well as 1 paper at CoNLL 2023.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Oct 01, 2023 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Upcoming Tutorials at NAACL and EMNLP
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/acl.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We will give a tutorial on "Combating Security and Privacy Issues in the Era of Large Language Models" at <a href="https://2024.naacl.org/">NAACL 2024</a> and another tutorial on "Enhancing LLM Capabilities Beyond Scaling Up" at EMNLP 2024.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Sept 8, 2023 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Amazon Research Award
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/ara.png" alt="acl" style="width:150px;height:auto;"/>
</div>
<hr>
<p>
We are delighted to receive the Amazon Research Award on Generative AI.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Sept 1, 2023 </span> </h5>
<h4 class="feature-heading">
<a href="#">
NSF Proto-OKN
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/nsf.png" alt="nsf" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We have received the NSF Proto-OKN grant that will support our research on knowledge acquisition.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> May 02, 2023 </span> </h5>
<h4 class="feature-heading">
<a href="#">
ACL 2023
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/five.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We have 7 papers accepted to <a href="https://2023.aclweb.org/">ACL 2023</a>. Congratulations to all the authors, especially to Tanay and Shudi who are undergraduate lead-authors to two of those.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> May 01, 2023 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Dissertation Defense
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/school0.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
Congratulations to our first two PhD graduates, Ehsan and Wenxuan, for passing their dissertation defense.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Feb 03, 2023 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Upcoming Tutorial at ACL
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/acl.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We will give a tutorial about "Indirectly Supervised Natural Language Processing" at <a href="https://2022.naacl.org/">ACL 2023</a>.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Dec 20, 2022 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Amazon Research Award
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/ara.png" alt="acl" style="width:150px;height:auto;"/>
</div>
<hr>
<p>
We are delighted to receive the Amazon Research Award on Responsible AI.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Oct 6, 2022 </span> </h5>
<h4 class="feature-heading">
<a href="#">
EMNLP 2022
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/shaking_together.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We have 6 long papers accepted to EMNLP 2022. (Also check out our recent <a href="https://luka-group.github.io/publications.html">AACL papers</a>)
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date">June 14, 2022 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Cisco Award
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/cisco.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We have received a Cisco Faculty Award to support our research on robust knowledge extraction.</a>)
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> April 7, 2022 </span> </h5>
<h4 class="feature-heading">
<a href="#">
NAACL 2022
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/offsite.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We will present 7 long papers at NAACL 2022 (incl. 4 main, 2 findings and 1 TACL). See you in Seattle. (Also check out our recent <a href="https://luka-group.github.io/publications.html">ACL and ICLR papers</a>)
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Jan 27, 2022 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Upcoming TACL Paper
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/great0.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We have a new paper on indirect supervision accepted to TACL. Congratulations to the great work by our undergraduate scholar Bangzheng.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Dec 15, 2021 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Upcoming Tutorial at NAACL
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/acl.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We will give a tutorial about "New Frontiers in Information Extraction" at <a href="https://2022.naacl.org/">NAACL 2022</a>.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> Aug 8, 2021 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Upcoming EMNLP Papers
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/clapping.png" alt="clapping" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We have 6 long papers accepted to EMNLP 2021. Also check out our new <a href="https://luka-group.github.io/publications.html"> ACL papers</a>.
</p>
<br/>
<br/>
</div>
<div class="span3 feature-item">
<h5> <span class="date"> July 14, 2021 </span> </h5>
<h4 class="feature-heading">
<a href="#">
NSF CRII Award
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/nsf.png" alt="nsf" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We have received the NSF CRII Award that will support our research on transferable representation learning.
</p>
<br/>
<br/>
</div>
<!--div class="span3 feature-item">
<h5> <span class="date"> June 30, 2021 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Upcoming tutorials
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logos/acl.png" alt="acl" style="width:100px;height:auto;"/>
</div>
<hr>
<p>
We have two upcoming tutorials at <a href="https://2021.aclweb.org/tutorials/program/">ACL 2021</a> and <a href="https://kdd.org/kdd2021/tutorials">KDD 2021</a>.
</p>
<br/>
<br/>
</div-->
<div class="span3 feature-item">
<h5> <span class="date"> June 30, 2021 </span> </h5>
<h4 class="feature-heading">
<a href="#">
Hello RPG World!
</a>
<br/>
</h4>
<hr>
<div class="centered">
<img src="./img/logo_feiwang.png" title="Logo by Fei Wang." alt="LUKA_qubies" style="width:200px;height:auto;"/>
</div>
<hr>
<p>
Our group website is online.
</p>
<br/>
<br/>
</div>
<hr>
</div>
</div>
</div>
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