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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
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<title>Homepage of Subhro Roy</title>
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<body>
<div class="container">
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<!-- <nav> -->
<!-- <ul class="nav nav-pills pull-right"> -->
<!-- <li role="presentation" class="active"><a href="index.html">Home</a></li> -->
<!-- <li role="presentation"><a href="publications.html">Publications</a></li> -->
<!-- </ul> -->
<!-- </nav> -->
<!-- <h3>Subhro Roy</h3> -->
</div>
<div class="row">
<div class="col-sm-4">
<img class="img-responsive" style="max-height:200px;"
src="images/subhro.jpg" alt="photo" height="220"/>
</div> <!--col-->
<div class="col-sm-8">
<h2>Subhro Roy</h2>
<!-- <p class="lead"><small> -->
<font size="+1">
Principal Researcher<br/>
<a href="http://www.semanticmachines.com/">Microsoft</a><br />
<span class="glyphicon glyphicon-envelope" aria-hidden="true"></span> <a href="mailto:[email protected]">[email protected]</a><br \>
<a href="SubhroRoyCV.pdf">[CV]</a>
</font>
<!-- </small></p> -->
</div> <!--col-->
</div> <!-- row -->
<br />
<!-- <div class="alert alert-info"> -->
<!-- From August 2017 onwards, I will be a postdoc -->
<!-- with <strong>Prof. Nick Roy</strong> at <strong>MIT</strong>. -->
<!-- </div> -->
<!-- <h3 id="research">About Me</h3> -->
<!-- <p>I am a Researcher at . -->
<!-- <a href="http://groups.csail.mit.edu/rrg/">Robust Robotics -->
<!-- Group</a> at <a href="https://www.csail.mit.edu/">CSAIL, -->
<!-- MIT</a>. I am working with Prof Nick Roy on problems at the -->
<!-- intersection of natural language processing and robotics. Prior -->
<!-- to MIT, I received my Ph.D. from the department -->
<!-- of <a href="http://cs.illinois.edu/" target="_blank">Computer -->
<!-- Science at University of Illinois, Urbana Champaign</a>, under -->
<!-- the supervision of <a href="http://l2r.cs.uiuc.edu/" -->
<!-- target="_blank"> Prof. Dan Roth</a>. Even prior to that, I got -->
<!-- my B.Tech degree from <a href="http://cse.iitkgp.ac.in/" -->
<!-- target="_blank"> Indian Institute of Technology, Kharagpur</a>. -->
<!-- </p> -->
<!-- <h3 id="news">News</h3> -->
<!-- <ul> <\!-- class="list-unstyled" -\-> -->
<!-- <li> Paper on using declarative knowledge for word problem solving accepted at TACL 2018. -->
<!-- <li> I started at CSAIL, MIT as a postdoc. -->
<!-- <li> I successfully defended my thesis. -->
<!-- <li> Paper on unit dependency graphs accepted at AAAI 2017. -->
<!-- <li> Long paper on Equation Parsing accepted at EMNLP 2016. -->
<!-- <li> Check out the demo of our math solver <a href="http://cogcomp.cs.illinois.edu/page/demo_view/Math" target="_blank">here </a>. -->
<!-- <li> One short and one demo paper accepted at NAACL 2016. </li> -->
<!-- </ul> -->
<h3 id="contact">Publications</h3>
<ul class="list-unstyled">
<li>
<div class="publication">
<span class="pub_title"><a href="https://arxiv.org/abs/2212.10815">ZeroTOP: Zero-Shot Task-Oriented Semantic Parsing using Large Language Models</a></span>
<span class="pub_author"> Dheeraj Mekala, Jason Wolfe, <strong>Subhro Roy</strong></span>
<span class="pub_appear_in"><span class="pub_venue"> EMNLP 2023 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://arxiv.org/abs/2206.10668">BenchCLAMP: A Benchmark for Evaluating Language Models on Semantic Parsing</a></span>
<span class="pub_author"> <strong>Subhro Roy</strong>, Sam Thomson, Tongfei Chen, Richard Shin, Adam Pauls, Jason Eisner, Benjamin Van Durme</span>
<span class="pub_appear_in"><span class="pub_venue"> NeurIPS 2023 Datasets and Benchmarks Track </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://aclanthology.org/2022.findings-acl.291.pdf"> Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation </a></span>
<span class="pub_author"> Kevin Yang, Olivia Deng, Charles Chen, Richard Shin, <strong>Subhro Roy</strong>, Benjamin Van Durme</span>
<span class="pub_appear_in"><span class="pub_venue"> Findings of ACL 2022 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://arxiv.org/abs/2104.08768"> Constrained Language Models Yield Few-Shot Semantic Parsers </a></span>
<span class="pub_author"> Richard Shin, Christopher H. Lin, Sam Thomson, Charles Chen,
<strong>Subhro Roy</strong>, Emmanouil Antonios Platanios, Adam Pauls, Dan Klein,
Jason Eisner, Benjamin Van Durme</span>
<span class="pub_appear_in"><span class="pub_venue"> EMNLP 2021 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://www.microsoft.com/en-us/research/publication/value-agnostic-conversational-semantic-parsing/"> Value-Agnostic Conversational Semantic Parsing </a></span>
<span class="pub_author"> Emmanouil Antonios Platanios, Adam Pauls,
<strong>Subhro Roy</strong>, Yuchen Zhang, Alex Kyte, Alan Guo, Sam Thomson,
Jayant Krishnamurthy, Jason Wolfe, Jacob Andreas, Dan Klein</span>
<span class="pub_appear_in"><span class="pub_venue"> ACL 2021 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="#"> An Intelligence Architecture for Grounded Language Communication with Field Robots </a></span>
<span class="pub_author"> Thomas M Howard, Nicholas Roy, Jonathan Fink, Jacob Arkin, Rohan Paul, Daehyung Park, <strong>Subhro Roy</strong>, D Barber, Rhyse Bendell, Karl Schmeckpeper, Junjiao Tian, Jean Oh, Maggie Wigness, Long Quang, Brandon Rothrock, Jeremy Nash, Matthew R Walter, Florian Jentsch, Ethan Stump</span>
<span class="pub_appear_in"><span class="pub_venue"> Field Robotics 2021 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://www.mitpressjournals.org/doi/10.1162/tacl_a_00333"> Task-Oriented Dialogue as Dataflow Synthesis </a></span>
<span class="pub_author"> Jacob Andreas, John Bufe, David Burkett, Charles Chen, Josh Clausman, Jean Crawford, Kate Crim, Jordan DeLoach, Leah Dorner, Jason Eisner, Hao Fang, Alan Guo, David Hall, Kristin Hayes, Kellie Hill, Diana Ho, Wendy Iwaszuk, Smriti Jha, Dan Klein, Jayant Krishnamurthy, Theo Lanman, Percy Liang, Christopher H. Lin, Ilya Lintsbakh, Andy McGovern, Aleksandr Nisnevich, Adam Pauls, Dmitrij Petters, Brent Read, Dan Roth, <strong>Subhro Roy</strong>, Jesse Rusak, Beth Short, Div Slomin, Ben Snyder, Stephon Striplin, Yu Su, Zachary Tellman, Sam Thomson, Andrei Vorobev, Izabela Witoszko, Jason Wolfe, Abby Wray, Yuchen Zhang and Alexander Zotov</span>
<span class="pub_appear_in"><span class="pub_venue"> TACL 2020 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://journals.sagepub.com/doi/abs/10.1177/0278364920917755?journalCode=ijra">Multimodal estimation and communication of latent semantic knowledge for robust execution of robot instructions</a></span>
<span class="pub_author">Jacob Arkin, Daehyung Park, <strong>Subhro Roy</strong>, Matthew R Walter, Nicholas Roy, Thomas Howard, Rohan Paul</span>
<span class="pub_appear_in"><span class="pub_venue"> IJRR 2020 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://proceedings.mlr.press/v100/park20a/park20a.pdf">Inferring Task Goals and Constraints using Bayesian Nonparametric Inverse Reinforcement Learning</a></span>
<span class="pub_author">Daehyung Park, Michael Noseworthy, Rohan Paul, <strong>Subhro Roy</strong>, and Nicholas Roy</span>
<span class="pub_appear_in"><span class="pub_venue"> CoRL 2019 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://proceedings.mlr.press/v100/noseworthy20a.html">Task-Conditioned Variational Autoencoders for Learning Movement Primitives</a></span>
<span class="pub_author">Michael Noseworthy, Rohan Paul, <strong>Subhro Roy</strong>, Daehyung Park and Nicholas Roy</span>
<span class="pub_appear_in"><span class="pub_venue"> CoRL 2019 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://www.aclweb.org/anthology/K19-1040/">Leveraging Past References for Robust Language Grounding</a></span>
<span class="pub_author">Michael Noseworthy<sup>**</sup>, <strong>Subhro Roy</strong><sup>**</sup>, Rohan Paul, Daehyung Park and Nicholas Roy</span>
<span class="pub_appear_in"><span class="pub_venue"> CoNLL 2019 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://proceedings.mlr.press/v87/nyga18a/nyga18a.pdf">Grounding Robot Plans from Natural Language Instructions with Incomplete World Knowledge</a></span>
<span class="pub_author">Daniel Nyga<sup>**</sup>, <strong>Subhro Roy</strong><sup>**</sup>, Rohan Paul<sup>**</sup>, Daehyung Park, Mihai Pomarlan, Michael Beetz and Nicholas Roy</span>
<span class="pub_appear_in"><span class="pub_venue"> CoRL 2018 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://www.rohanpaul.in/content/Papers/2018ISER-interaction.pdf">Real-Time Human-Robot Communication for Manipulation Tasks in Partially Observed Environments</a></span>
<span class="pub_author">Jacob Arkin, Rohan Paul, Daehyung Park, <strong>Subhro Roy</strong>, Nicholas Roy and Thomas M. Howard</span>
<span class="pub_appear_in"><span class="pub_venue"> ISER 2018 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://arxiv.org/abs/1712.09391">Mapping to Declarative Knowledge for Word Problem Solving</a></span>
<span class="pub_author"><strong>Subhro Roy</strong> and Dan Roth</span>
<span class="pub_appear_in"><span class="pub_venue"> TACL 2018 </span></span>
<span class="pub_data"><a href="https://github.com/CogComp/arithmetic">[Code and Data]</a></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://arxiv.org/abs/1712.09391">CogCompNLP: Your Swiss Army Knife for NLP</a></span>
<span class="pub_author">D. Khashabi, M. Sammons, B. Zhou, T. Redman, C. Christodoulopoulos, V. Srikumar, N. Rizzolo,
L. Ratinov, G. Luo, Q. Do, C. Tsai, <strong>S. Roy</strong>, S. Mayhew, Z. Feng, J. Wieting, X Yu , Y. Song , S.
Gupta S. Upadhyay , N. Arivazhagan , Q. Ning , S. Ling and D. Roth</span>
<span class="pub_appear_in"><span class="pub_venue"> LREC 2018 </span></span>
<span class="pub_data"><a href="https://github.com/CogComp/cogcomp-nlp">[Link]</a></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://arxiv.org/abs/1612.00969">Unit Dependency Graph and its Application to Arithmetic Word Problem Solving </a></span>
<span class="pub_author"><strong>Subhro Roy</strong> and Dan Roth</span>
<span class="pub_appear_in"><span class="pub_venue"> AAAI 2017 </span></span>
<span class="pub_data"><a href="https://github.com/sroy9/arithmetic">[Code and Data]</a></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://arxiv.org/abs/1609.08824">Equation Parsing : Mapping Sentences to Grounded Equations </a></span>
<span class="pub_author"><strong>Subhro Roy</strong>, Shyam Upadhyay and Dan Roth</span>
<span class="pub_appear_in"><span class="pub_venue"> EMNLP 2016 </span></span>
<span class="pub_data"><a href="https://github.com/sroy9/equation-parsing">[Code and Data]</a></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://link.springer.com/article/10.1007/s00453-016-0152-9?wt_mc=internal.event.1.SEM.ArticleAuthorOnlineFirst">Approximating the Maximum Overlap of Polygons under Translation</a><sup>****</sup></span>
<span class="pub_author">Sariel Har-Peled and <strong>Subhro Roy</strong></span>
<span class="pub_appear_in"><span class="pub_venue">Algorithmica 2016 </span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://aclweb.org/anthology/N/N16/N16-1136.pdf">MAWPS: A Math Word Problem Repository</a></span>
<span class="pub_author">Rik Koncel-Kedziorski<sup>**</sup>, <strong>Subhro Roy</strong><sup>**</sup>, Aida Amini, Nate Kushman and Hannaneh Hajishirzi</span>
<span class="pub_appear_in"><span class="pub_venue">NAACL 2016 (Short)</span></span>
<span class="pub_data"><a href="https://github.com/sroy9/mawps">[Code]</a></span>
<span class="pub_data"><a href="http://lang.ee.washington.edu/MAWPS/">[Data]</a></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="https://arxiv.org/abs/1608.01413">Solving General Arithmetic Word Problems</a></span>
<span class="pub_author"><strong>Subhro Roy</strong> and Dan Roth</span>
<span class="pub_appear_in"><span class="pub_venue">EMNLP 2015</span></span>
<span class="pub_slides"><a href="pdfs/arithmetic.pdf">[Slides]</a></span>
<span class="pub_data"><a href="http://cogcomp.cs.illinois.edu/page/resource_view/98">[Data]</a></span>
<span class="pub_code"><a href="datacode/arithmetic_v1.zip">[Code V1]</a>(runs on new data)</span>
<span class="pub_code"><a href="datacode/arithmetic_v2.zip">[Code V2]</a>(reproduces results)</span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://www.aclweb.org/anthology/Q/Q15/Q15-1001.pdf">Reasoning about Quantities in Natural Language</a></span>
<span class="pub_author"><strong>Subhro Roy</strong>, Tim Vieira, Dan Roth</span>
<span class="pub_appear_in"><span class="pub_venue"> TACL 2015</span></span>
<span class="pub_slides"><a href="https://news.illinois.edu/view/6367/204435">[Press]</a></span>
<span class="pub_slides"><a href="pdfs/quant_ppt.pdf">[Slides]</a></span>
<span class="pub_slides"><a href="http://cogcomp.cs.illinois.edu/page/resource_view/95">[Data]</a></span>
<span class="pub_slides"><a href="https://cogcomp.cs.illinois.edu/page/software_view/Quantifier">[Tool]</a></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="pdfs/max_overlap_paper.pdf">Approximating the Maximum Overlap of Polygons under Translation</a><sup>****</sup></span>
<span class="pub_author">Sariel Har-Peled and <strong>Subhro Roy</strong></span>
<span class="pub_appear_in"><span class="pub_venue">ESA 2014 </span></span>
<span class="pub_slides"><a href="pdfs/max_overlap_talk.pdf">[Slides]</a></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="pdfs/outlier_paper.pdf">Local Learning for Mining Outlier Subgraphs from Network Datasets</a></span>
<span class="pub_author">Manish Gupta, Arun Mallya, <strong>Subhro Roy</strong>, Jason H.D. Cho, Jiawei Han</span>
<span class="pub_appear_in"><span class="pub_venue">SDM 2014</span></span>
</div>
</li>
</ul>
<br \>
<sup>****</sup>Author names in alphabetical order
<sup>**</sup>Equal contribution
<br \><br \>
<h3>Workshops and Demos</h3>
<ul class="list-unstyled">
<li>
<div class="publication">
<span class="pub_title"><a href="https://aclanthology.org/2022.acl-demo.11.pdf">Guided K-best Selection for Semantic Parsing Annotation</a></span>
<span class="pub_author">Anton Belyy, Chieh-Yang Huang, Jacob Andreas, Emmanouil Antonios Platanios, Sam Thomson, Richard Shin, <strong>Subhro Roy</strong>,
Aleksandr Nisnevich, Charles Chen Jr, Benjamin Van Durme</span>
<span class="pub_appear_in"><span class="pub_venue">ACL Demonstrations 2022</span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://aclweb.org/anthology/N/N16/N16-3011.pdf">Illinois Math Solver: Math Reasoning on the Web</a></span>
<span class="pub_author"><strong>Subhro Roy</strong> and Dan Roth</span>
<span class="pub_appear_in"><span class="pub_venue">NAACL Demonstrations 2016</span></span>
<span class="pub_slides"><a href="http://cogcomp.cs.illinois.edu/page/demo_view/Math">[Demo]</a></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="#">Illinois CCG TAC 2015 Event Nugget, Entity Discovery And Linking, and Slot Filler Validation Systems</a></span>
<span class="pub_author">M. Sammons, H. Peng, Y. Song, S. Upadhyay, C. Tsai, P. Reddy, <strong>S. Roy</strong>, D. Roth</span>
<span class="pub_appear_in"><span class="pub_venue">TAC 2015</span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://aclweb.org/anthology/W15-3023">The University Of Illinois Submission to the WMT 2015 Shared Translation Task</a></span>
<span class="pub_author">L. Schwartz, B. Bryce, C. Geigle, S. Massung, Y. Liu, H. Peng and V. Raja, <strong>S. Roy</strong>, S. Upadhyay</span>
<span class="pub_appear_in"><span class="pub_venue">Workshop on Statistical Machine Translation 2015</span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="http://cogcomp.cs.illinois.edu/papers/UI_CCG.TAC2013.proceedings.pdf">Illinois Cognitive Computation Group UI-CCG TAC 2013 Entity Linking and Slot Filler Validation Systems</a></span>
<span class="pub_author">X. Cheng, B. Chen, R. Samdani, K. Chang, Z. Fei, M. Sammons, J. Wieting, <strong>S. Roy</strong>, C. Wang, D. Roth</span>
<span class="pub_appear_in"><span class="pub_venue">TAC 2013</span></span>
</div>
</li>
</ul>
<h3>Pre-2012</h3>
<ul class="list-unstyled">
<li>
<div class="publication">
<span class="pub_title"><a href="http://link.springer.com/chapter/10.1007%2F978-3-642-23672-3_39">MAESTRO: Making Art-Enabled Sketches Through Randomized Operations</a></span>
<span class="pub_author"><strong>Subhro Roy</strong>, Rahul Chatterjee, Partha Bhowmick, Reinhard Klette</span>
<span class="pub_appear_in"><span class="pub_venue">CAIP 2011</span></span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="">A Simulation of Realistic Sketching by Randomized Pencil Strokes</a></span>
<span class="pub_author">Rahul Chatterjee, <strong>Subhro Roy</strong>, Partha Bhowmick</span>
<span class="pub_appear_in"><span class="pub_venue">IEEE Students’ Technology Symposium 2011, IIT Kharagpur, India</span></span>
<span class="pub_author"><strong>Best Paper Award</strong> on Web, Multimedia, Computers and Embedded Systems</span>
</div>
</li>
<li>
<div class="publication">
<span class="pub_title"><a href="#">SLAM using Relational Trees and Semantics</a></span>
<span class="pub_author">A. Sarkar, R. Reiger, <strong>S. Roy</strong>, R. Chaterjee, A. Datta, J.P. Gupta, A. Sowmyan</span>
<span class="pub_appear_in"><span class="pub_venue">ICMMM 2011 </span></span>
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