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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta content="width=device-width, initial-scale=1.0" name="viewport">
<title>Song FENG | Home</title>
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<!-- ======= Header ======= -->
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<h1 class="logo me-auto me-lg-0"></h1>
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<main id="main">
<!-- ======= About Section ======= -->
<section id="about" class="about">
<div class="container" data-aos="fade-up">
<div class="row">
<div class="col-lg-6 pt-4 pt-lg-0 content">
<h3>About</h3>
<p>I am a Senior Applied Scientist at <a href="https://aws.amazon.com">Amazon Web Services</a>. My research interests are in the fields of Natural Language Processing, Machine Learning and Artificial Intelligence. My recent research focuses are document-grounded dialogue modeling, discourse analysis and interactive text generation based on multimodal data. </p>
<div class="row">
<div class="col-lg-10">
<ul>
<li><i class="bi bi-rounded-right"></i> <strong>Office: </strong>
<span>Building JFK 14 (7 W. 34th St.
New York, NY)</span>
</li>
<li><i class="bi bi-rounded-right"></i> <strong>Email: </strong>sofeng@amazon.com</li>
</ul>
</div>
</div>
</div>
<div class="col-lg-2"></div>
<div class="col-lg-2 content">
<h4><b>Song FENG</b></h4>
<img src="assets/img/songfeng.jpeg" class="img-fluid" alt="">
<div>
<!-- <a href="mailto:sfeng@us.ibm.com"><i class="bi bi-envelope-fill" style="font-size: 1.8rem;"></i> </a> -->
<a href="https://scholar.google.com/citations?user=aWmHP7IAAAAJ&hl=en&oi=ao"><i class="ai ai-google-scholar ai-2x"></i> </a>
<a href="https://www.semanticscholar.org/author/Song-Feng/145480864"><i class="ai ai-semantic-scholar ai-2x"></i> </a>
<a href="https://www.linkedin.com/in/songfeng/" class="linkedin"><i class="bi bi-linkedin " style="font-size: 1.5rem;"></i></i> </a>
<a href="https://twitter.com/sngfng?lang=en" class="twitter"><i class="bi bi-twitter" style="font-size: 1.5rem;"></i></a>
</div>
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</div>
</section><!-- End About Section -->
<!-- ======= Publication Section ======= -->
<section id="pub" class="about">
<div class="container" data-aos="fade-up">
<div class="row">
<div class="col-lg-9 pt-4 pt-lg-0 content">
<h3>Publications</h3>
<p>
<a href="https://arxiv.org/abs/2112.08342">DG2: Data Augmentation Through Document Grounded Dialogue Generation</a><br>
Qingyang Wu, <u>Song Feng</u>, Derek Chen, Sachindra Joshi, Luis A. Lastras, Zhou Yu. <br>
<span class="fst-italic">The 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL), 2022</span>
</p>
<p>
<a href="https://arxiv.org/abs/2109.12595">MultiDoc2Dial: Modeling Dialogues Grounded in Multiple Documents</a> <br>
<u>Song Feng</u>, Siva Sankalp Patel, Hui Wan, Sachindra Joshi. <br>
<span class="fst-italic">Empirical Methods in Natural Language Processing (EMNLP), 2021 </span> <br>
<a href="https://arxiv.org/abs/2109.12595" class="paper" target="blank_">
<i class="bi bi-book-fill"></i></a> <a href="https://doc2dial.github.io/multidoc2dial/" class="home"><i class="bi bi-house-fill"></i></a>
<a href="https://github.com/IBM/multidoc2dial" class="github"><i class="bi bi-github"></i></a>
<a href="https://eval.ai/web/challenges/challenge-page/1437/overview" target="blank_"><b>[leaderboard] </b></a>
<a href="https://doc2dial.github.io/workshop2022#shared"><b>[Shared Task - DialDoc Workshop@ACL2022]</b></a>
</p>
<p>
<a href="https://aclanthology.org/2021.naacl-main.367.pdf">Does Structure Matter? Encoding Documents for Machine Reading Comprehension </a><br>
Hui Wan, <u>Song Feng</u>, Chulaka Gunasekara, Siva Sankalp Patel, Sachindra Joshi, Luis Lastras. <br>
<span class="fst-italic">North American Chapter of the Association for Computational Linguistics (NAACL-HLT), 2021</span>
</p>
<p>
<a href="https://arxiv.org/abs/2104.04488">Explaining Neural Network Predictions on Sentence Pairs via Learning Word-Group Masks</a><br>
Hanjie Chen, <u>Song Feng</u>, Jatin Ganhotra, Hui Wan, Chulaka Gunasekara, Sachindra Joshi, Yangfeng Ji.<br>
<span class="fst-italic">North American Chapter of the Association for Computational Linguistics (NAACL-HLT), 2021</span><br>
<a href="https://arxiv.org/abs/2104.04488" class="paper" target="blank_"><i class="bi bi-book-fill"></i></a>
<a href="https://github.com/UVa-NLP/GMASK" class="github"><i class="bi bi-github"></i></a>
</p>
<p>
<a href="https://arxiv.org/abs/2011.06623">doc2dial: A Goal-Oriented Document-Grounded Dialogue Dataset</a><br>
<u>Song Feng</u>, Hui Wan, Chulaka Gunasekara, Siva Sankalp Patel, Sachindra Joshi, Luis Lastras. <br>
<span class="fst-italic">Empirical Methods in Natural Language Processing (EMNLP), 2020</span>
<br>
<a href="https://arxiv.org/abs/2011.06623" class="paper" target="blank_"><i class="bi bi-book-fill"></i></a>
<a href="https://doc2dial.github.io/data.html" class="home"><i class="bi bi-house-fill"></i></a>
<a href="https://github.com/doc2dial/sharedtask-dialdoc2021" class="github"><i class="bi bi-github"></i></a>
<a href="https://eval.ai/web/challenges/challenge-page/793/overview" target="blank_"><b>[leaderboard]</b></a>
<a href="https://doc2dial.github.io/workshop2021/shared.html"><b>[Shared Task - DialDoc Workshop@ACL2021]</b></a>
</p>
<p>
<a href="https://aclanthology.org/2020.acl-main.480/">Implicit Discourse Relation Classification: We Need to Talk About Evaluation</a><br>
Najoung Kim, <u>Song Feng</u>, Chulaka Gunasekara, Luis A. Lastras. <br>
<span class="fst-italic">Annual Conference of the Association for Computational Linguistics (ACL) , 2020</span><br>
<a href="https://aclanthology.org/2020.acl-main.480/" class="paper" target="blank_"><i class="bi bi-book-fill"></i></a>
<a href="https://github.com/najoungkim/pdtb3" class="github"><i class="bi bi-github"></i></a>
</p>
<p>
<a href="https://ojs.aaai.org//index.php/AAAI/article/view/7089">Doc2Dial: a Framework for Dialogue Composition Grounded in Documents</a><br>
<u>Song Feng</u>, Kshitij Fadnis, Vera Liao, Luis Lastras. <br>
<span class="fst-italic">The Thirty-Fourth Conference on Artificial Intelligence (AAAI), 2020
</span> </p>
<p>
<a href="https://arxiv.org/abs/1911.03826">Drill-down: Interactive Retrieval of Complex Scenes using Natural Language Queries </a><br>
Fuwen Tan, Paola Cascante-Bonilla, Hui Wu, Xiaoxiao Guo, <u>Song Feng</u>, Vicente Ordonez. <br>
<span class="fst-italic">Conference on Neural Information Processing Systems. NeurIPS, 2019</span>
<br>
<a href="https://arxiv.org/abs/1911.03826" class="paper" target="blank_"><i class="bi bi-book-fill"></i></a>
<a href="https://github.com/uvavision/DrillDown" class="github"><i class="bi bi-github"></i></a>
https://arxiv.org/abs/1911.03826
</p>
<p>
<a href="https://arxiv.org/abs/1812.04081">Chat-crowd: A Dialog-based Platform for Visual Layout Composition </a><br>
Paola Cascante-Bonilla, Xuwang Yin, Vicente Ordonez, <u>Song Feng</u>.<br>
<span class="fst-italic">North American Chapter of the Association for Computational Linguistics (NAACL), 2019</span>
<br>
<a href="https://arxiv.org/abs/1812.04081" class="paper" target="blank_"><i class="bi bi-book-fill"></i></a>
<a href="https://github.com/uvavision/chat-crowd" class="github"><i class="bi bi-github"></i></a>
</p>
<p>
<a href="https://arxiv.org/abs/1809.01110">Text2Scene: Generating Compositional Scenes from Textual Descriptions </a><br>
Fuwen Tan, <u>Song Feng</u>, Vicente Ordonez. <br>
<span class="fst-italic">International Conference on Computer Vision and Pattern Recognition (CVPR), 2019</span>
<br>
<a href="https://arxiv.org/abs/1809.01110" class="paper" target="blank_"><i class="bi bi-book-fill"></i></a>
<a href="https://www.vislang.ai/text2scene" class="home"><i class="bi bi-house-fill"></i></a>
<a href="https://github.com/uvavision/Text2Scene" class="github"><i class="bi bi-github"></i></a>
</p>
<p>
<a href="https://aclanthology.org/L18-1492.pdf">World Knowledge for Semantic Parsing with Abstract Meaning Representation</a><br>
Charlie Welch, Jonathan Kummerfeld, <u>Song Feng</u>, Rada Mihalcea. <br>
<span class="fst-italic">Language Resources and Evaluation Conference (LREC), 2018</span>
</p>
<p>
<a href="https://arxiv.org/abs/1802.04358">A Unified Implicit Dialog Framework for Conversational Commerce </a><br>
<u>Song Feng</u>, R. Chulaka Gunasekara, Sunil Shashidhara, Kshitij Fadnis, Lazaros C. Polymenakos. <br>
<span class="fst-italic">The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI), 2018</span>
</p>
<p>
Please check <a href="https://scholar.google.com/citations?user=aWmHP7IAAAAJ&hl=en">Google Scholar</a> for my other publications.
</p>
</div>
</div>
</div>
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