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<!doctype html>
<html lang="en">
<head>
<!-- Required meta tags -->
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<meta name="description" content="Undergraduate Researcher, UC Berkeley">
<meta name="author" content="Josh Barua">
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<title>Josh Barua</title>
</head>
<body>
<!-- <h1>Hello, world!</h1> -->
<div class="container pt-5 allstuffp">
<div class="row pt-5 allstuff">
<div class="col-md-4 pt-5">
<div class="fixed-posi">
<p class="name">Josh Barua</p>
<img src="images/Josh Barua Photo.png" class="profilepic pt-3 pb-2">
<div class=""><a class="menulink" target="_blank" href="https://scholar.google.com/citations?user=QGXOvTkAAAAJ&hl=en">google scholar</a></div>
<div class=""><a class="menulink" target="_blank" href="mailto:joshbarua@berkeley.edu">email address</a></div>
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<div class=""><a class="menulink" target="_blank" href="https://www.linkedin.com/in/joshbarua/">linkedin</a></div>
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<div class="col-md-8 pt-5 about">
Hey there! I am a Senior studying Computer Science at UC Berkeley.
Previously, I spent a great summer interning with the AI Technology Group
at the <a href="https://www.ll.mit.edu/r-d/technology-office/artificial-intelligence-technology">MIT Lincoln Lab</a>. Currently, I am an undergraduate researcher in the <a href="https://nlp.cs.berkeley.edu/index.shtml">Berkeley NLP Group</a>,
where I have been very fortunate to collaborate with and learn from <a href="https://www.alanesuhr.com/">Alane Suhr</a>,
<a href="https://people.eecs.berkeley.edu/~sanjayss/">Sanjay Subramanian</a>,
<a href="https://kayoyin.github.io/">Kayo Yin</a>, and
<a href="https://people.eecs.berkeley.edu/~klein/">Dan Klein</a>.
<br><br>
My research interests broadly span natural language processing, with a focus on improving our understanding of models through interpretability and evaluation.
Recently, I have been exploring the multilingual capabilities of LLMs and mechanistic explanations of emergent behavior in neural models.
I'm also excited about work that draws on linguistic principles to study the foundations of language modeling!
<br><br>
In addition to research, I'm very grateful to have spent three semesters teaching the data structures & algos course (CS 61B) at Berkeley.
In my free time, I enjoy being outdoors (hiking, climbing, volleyball), playing couch co-op games like Overcooked, and fulfilling my boba addiction.
<p class="header pt-5">Preprints & Publications</p>
<div class="py-2">
<p class="paper my-2 pl-2">
<span class="papertitle">Using Language Models to Disambiguate Lexical Choices in Translation</span><br>
<span class="thisauthor">Josh Barua</span>, Sanjay Subramanian, Kayo Yin, Alane Suhr<br>
<span class="conf">EMNLP 2024</span><br>
<a class="tag" href="http://arxiv.org/abs/2411.05781" target="_blank">paper</a><span class="tagsep">|</span>
<a class="tag" href="https://github.com/Berkeley-NLP/Lex-Rules" target="_blank">code</a>
</p>
</div>
<div class="py-2">
<p class="paper my-2 pl-2">
<span class="papertitle">Bidirectional Captioning for Clinically Accurate and Interpretable Models</span><br>
Keegan Quigley, Miriam Cha, <span class="thisauthor">Josh Barua</span>, Geeticka Chauhan, Seth Berkowitz, Steven Horng, Polina Golland<br>
<span class="conf">Under Review</span><br>
<a class="tag" href="https://arxiv.org/abs/2310.19635" target="_blank">paper</a><span class="tagsep">|</span>
<a class="tag" href="cites/Quigley2023.bib" target="_blank">cite</a>
</p>
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