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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">
<meta name="theme-color" content="#222222">
<link rel="apple-touch-icon" sizes="512x512" href="images/nicons/charmander.png">
<link rel="icon" type="image/png" sizes="32x32" href="images/nicons/charmander-32x32.png">
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<link rel="stylesheet" href="assets/style-2.css">
<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=KPARaSQAAAAJ&hl=en">google scholar</a></div>
<div class=""><a class="menulink" target="_blank" href="mailto:[email protected]">email address</a></div>
<div class=""><a class="menulink" target="_blank" href="https://github.com/joshbarua">github profile</a></div>
<div class=""><a class="menulink" target="_blank" href="https://www.linkedin.com/in/joshbarua/">linkedin</a></div>
<!-- <div class="pt-5">usercontext</div> -->
<!-- <div class="">travel history</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 be advised by <a href="https://www.alanesuhr.com/">Alane Suhr</a>.
<br><br>
My research interests broadly span natural language processing and machine learning, with a focus on improving our understanding of neural models through interpretability and evaluation.
Recently, I have been exploring the multilingual capabilities of LLMs and mechanistic explanations of emergent behaviors.
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 grateful to have spent three wonderful semesters teaching the data structures & algos class (CS 61B) at Berkeley.
In my free time, I enjoy being outdoors, playing video games with my friends, and sending funny cat videos to <a href="https://angelabi.framer.website/">Angela</a>.
<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">Improving Medical Visual Representations via Radiology Report Generation</span><br>
Keegan Quigley, Miriam Cha, <span class="thisauthor">Josh Barua</span>, Geeticka Chauhan, Seth Berkowitz, Steven Horng, Polina Golland<br>
<span class="conf">ArXiv</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>
</div>
</div>
</div>
</div>
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</body>
<style>
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