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<!DOCTYPE html>
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<!--[if IE 9]> <html lang="en" class="ie9"> <![endif]-->
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<head>
<title>Yutai Hou Homepage</title>
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<a class="btn hidden-xs" href="mailto:[email protected]"><i class="fa fa-paper-plane" aria-hidden="true"></i> Contact Me</a>
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</div><!--//actions-->
<ul class="social list-inline">
<li><a href="https://www.linkedin.com/in/yutai-hou-64013b120/"><i class="fa fa-linkedin" aria-hidden="true"></i></a></li>
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<div class="intro">
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<img class="profile-image" src="atma_assets/images/profile-image.png" alt="">
<h1 class="name">Yutai Hou(侯宇泰)</h1>
<div class="title">Computer Science PhD</div>
<div class="profile">
<p>Hi, I am Yutai Hou. I am now a computer science PhD of Harbin Institute of Technology advised by <a href="http://ir.hit.edu.cn/~car/english.htm">Wanxiang Che</a>. My research interest focuses on Natural Language Processing, Dialogue System, Nature Language Generation</p>
</div><!--//profile-->
</div><!--//container-->
</div><!--//intro-->
<div class="contact-info">
<div class="container text-center">
<ul class="list-inline">
<li class="email"><i class="fa fa-envelope"></i><a href="mailto:[email protected]">ythou AT ir DOT hit DOT edu DOT cn</a></li>
<li><i class="fa fa-phone"></i> <a href="tel: +86 451 86413683">+86-451-86413683</a></li>
<li class="website"><i class="fa fa-globe"></i><a href="https://www.linkedin.com/in/yutai-hou-64013b120/" target="_blank">Linkedin Homepage</a></li>
</ul>
</div><!--//container-->
</div><!--//contact-info-->
<div class="page-nav-space-holder hidden-xs">
<div id="page-nav-wrapper" class="page-nav-wrapper text-center">
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<ul id="page-nav" class="nav page-nav list-inline">
<li><a class="scrollto" href="#experiences-section">Experiences</a></li>
<li><a class="scrollto" href="#eudcation-section">Education</a></li>
<li><a class="scrollto" href="#publication-section">Publication</a></li>
<li><a class="scrollto" href="#activity-section">Activity</a></li>
<li><a class="scrollto" href="#skills-section">Skills</a></li>
<li><a class="scrollto" href="#project-section">Project</a></li>
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<!-- <li><a class="scrollto" href="#testimonials-section">Testimonials</a></li> -->
<!-- <li><a class="scrollto" href="#portfolio-section">Portfolio</a></li> -->
<li><a class="scrollto" href="#contact-section">Contact</a></li>
</ul><!--//page-nav-->
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</div><!--//page-nav-wrapper-->
</div>
</header><!--//header-->
<div class="wrapper container">
<section id="experiences-section" class="experiences-section section">
<h2 class="section-title">Experiences</h2>
<div class="timeline">
<div class="item">
<div class="work-place">
<h3 class="place">Microsoft Research Asia</h3>
<div class="location"><i class="fa fa-map-marker" aria-hidden="true"></i>Beijing</div>
</div>
<div class="job-meta">
<div class="title">Research Intern</div>
<div class="time">2020.9 - Present</div>
</div><!--//job-meta-->
<div class="job-desc">
<p>Working on Drug discovery with NLP and low-resource ML. | Mentor: Yingce Xia</p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="work-place">
<h3 class="place">Northwestern University (USA) </h3>
<div class="location"><i class="fa fa-map-marker" aria-hidden="true"></i>Evanston</div>
</div>
<div class="job-meta">
<div class="title">Visiting Researcher</div>
<div class="time">2019.3 – 2019.6</div>
</div><!--//job-meta-->
<div class="job-desc">
<p>Working on Meta Learning for few-shot sequence labeling. | Mentor: Han Liu</p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="work-place">
<h3 class="place">Tencent AI Lab</h3>
<div class="location"><i class="fa fa-map-marker" aria-hidden="true"></i>Shen Zhen</div>
</div>
<div class="job-meta">
<div class="title">Research Intern</div>
<div class="time">2018.6 - 2018.10</div>
</div><!--//job-meta-->
<div class="job-desc">
<p>Working on low resource task-oriented chat bot. | Mentor: Meng Fang </p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="work-place">
<h3 class="place">Microsoft Research Asia</h3>
<div class="location"><i class="fa fa-map-marker" aria-hidden="true"></i>Beijing</div>
</div>
<div class="job-meta">
<div class="title">Research Intern</div>
<div class="time">2016.7 - 2017.7</div>
</div><!--//job-meta-->
<div class="job-desc">
<p>Working on Data2Text, e.g generate product description or sport news. | Mentor: Chin-yew Lin</p>
</div><!--//job-desc-->
</div><!--//item-->
</div><!--//timeline-->
</section><!--//section-->
<section id="eudcation-section" class="education-section section">
<h2 class="section-title">Education</h2>
<div class="row">
<div class="item col-xs-12 col-sm-4">
<div class="item-inner">
<h3 class="degree">Ph.D in Computer Science</h3>
<div class="education-body">
Harbin Institute of Technology
</div><!--//education-body-->
<div class="time">2017 - Present</div>
<div class="desc">
Mentor: Prof. Wanxiang Che
</div>
</div><!--//item-inner-->
</div><!--//item-->
<div class="item col-xs-12 col-sm-4">
<div class="item-inner">
<h3 class="degree">Student in Pre-PhD program</h3>
<div class="education-body">
MSRA, Pre-PHD Class
</div><!--//education-body-->
<div class="time">2016 - 2017</div>
<div class="desc">
Mentor: Chin-Yew Lin
</div>
</div><!--//item-inner-->
</div><!--//item-->
<div class="item col-xs-12 col-sm-4">
<div class="item-inner">
<h3 class="degree">B.S. in Computer Science</h3>
<div class="education-body">
Harbin Institute of Technology
</div><!--//education-body-->
<div class="time">2013 - 2017</div>
<div class="desc">
Mentor: Prof. Jiqing Han
</div>
</div><!--//item-inner-->
</div><!--//item-->
</div><!--//row-->
</section><!--//section-->
<section id="publication-section" class="experiences-section section">
<h2 class="section-title">Publication and Research Work</h2>
<div class="timeline">
<div class="item">
<div class="job-meta">
<div class="title">2022</div>
</div><!--//job-meta-->
<div class="job-desc">
<p><b>Yutai Hou</b>, Cheng Chen, Xianzhen Luo, Bohan Li, Wanxiang Che. Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging <b>(ACL 2022, Findings, CCF A)</b> <a href="https://arxiv.org/abs/2204.00885">[paper]</a> <a href="https://github.com/AtmaHou/PromptSlotTagging">[code]</a></p>
<p><b>Yutai Hou</b>, Xinghao Wang, Cheng Chen, Bohan Li, Wanxiang Che, Zhigang Chen. FewJoint: few-shot learning for joint dialogue understanding <b>(IJMLC 2022, ESI, IF=4.38)</b> <a href="https://link.springer.com/article/10.1007/s13042-022-01604-9">[paper]</a> </p>
<p><b>Yutai Hou</b>, Hongyuan Dong, Xinghao Wang, Bohan Li, Wanxiang Che. MetaPrompting: Learning to Learn Better Prompts. <b>(COLING 2022, CCF B)</b> <a href="attachments/MetaPrompting.pdf">[paper]</a></p>
<p>Bohan Li, <b>Yutai Hou</b>, Wanxiang Che. Data Augmentation Approaches in Natural Language Processing: A Survey. <b>(OpenAI 2022)</b> <a href=https://www.sciencedirect.com/science/article/pii/S2666651022000080">[paper]</a></p>
<p>Yang Xu, <b>Yutai Hou</b>, Wanxiang Che. Language Anisotropic Cross-Lingual Model Editing. <b>(Preprint)</b> <a href=https://arxiv.org/pdf/2205.12677.pdf">[paper]</a></p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2021</div>
</div><!--//job-meta-->
<div class="job-desc">
<p><b>Yutai Hou</b>, Yongkui Lai, Cheng Chen, Wanxiang Che, Ting Liu. Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling <b>(ACL 2021, Findings, CCF A)</b> <a href="attachments/Few-shot Joint Learning.pdf">[paper]</a> </p>
<p><b>Yutai Hou</b>, Sanyuan Chen, Wanxiang Che, Cheng Chen, Ting Liu. C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling <b>(AAAI 2021, CCF A)</b> <a href="https://arxiv.org/abs/2012.07004">[paper]</a> <a href="https://github.com/Sanyuan-Chen/C2C-DA">[code]</a> </p>
<p><b>Yutai Hou</b>, Yongkui Lai, Yushan Wu, Wanxiang Che, Ting Liu. Few-shot Learning for Multi-label Intent Detection <b>(AAAI 2021, CCF A)</b> <a href="https://arxiv.org/abs/2010.05256">[paper]</a> <a href="https://github.com/AtmaHou/FewShotMultiLabel">[code]</a> </p>
<p><b>Yutai Hou</b>, Yingce Xia, Lijun Wu, Shufang Xie, Yang Fan, Jinhua Zhu, Wanxiang Che, Tao Qin, Tie-Yan Liu. Discovering Drug-Target Interaction Knowledge from Biomedical Literature <b>(preprint)</b> <a href="https://arxiv.org/pdf/2109.13187">[paper]</a> <a href="https://github.com/bert-nmt/BERT-DTI">[code]</a> </p>
<p>Yingce Xia, Jinhua Zhu, Lijun Wu, Yang Fan, Shufang Xie, <b>Yutai Hou</b>, Tao Qin. When Transformer Meets Graph Neural Networks <b>(KDD 2021 - OGB-LSC)</b> </p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2020</div>
</div><!--//job-meta-->
<div class="job-desc">
<p><b>Yutai Hou</b>, Wanxiang Che, Yongkui Lai, Zhihan Zhou, Yijia Liu, Han Liu and Ting Liu. Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network <b>(ACL 2020, CCF A)</b> <a href="attachments/atma's_acl2020_FewShot.pdf">[paper]</a> <a href="https://github.com/AtmaHou/FewShotTagging">[code]</a> <a href="attachments/ACL2020data.zip">[data]</a> <a href="attachments/ACL_few_shot_slot_tagging_slides.pdf">[slides]</a><a href="https://slideslive.com/38929212/exploration-on-fewshot-tagging">[video]</a></p>
<p><b>Yutai Hou</b>, Jiafeng Mao, Yongkui Lai, Cheng Chen, Wanxiang Che, Zhigang Chen, Ting Liu. FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding <b>(Preprint 2020)</b> <a href="https://arxiv.org/abs/2009.08138">[paper]</a> <a href="https://github.com/AtmaHou/MetaDialog">[code]</a> <a href="attachments/FewJoint.zip">[data]</a></p>
<p>Sanyuan Chen, <b>Yutai Hou</b>, Yiming Cui, Wanxiang Che, Ting Liu, Xiangzhan Yu. Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting. <b>(EMNLP 2020, CCF B)</b> <a href="https://arxiv.org/pdf/2004.12651.pdf">[paper]</a> <a href="https://github.com/Sanyuan-Chen/RecAdam">[code]</a> </p>
<p><b>Yutai Hou</b>, Yongkui Lai, Wanxiang Che. Meta Dialog Platform: a toolkit platform for NLP Few-Shot Learning <b> (Project) 80+ Stars</b> <a href="https://github.com/AtmaHou/MetaDialog">[Link]</a></p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2019</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> Yuxuan Wang, <b>Yutai Hou</b>, Wanxiang Che, and Ting Liu. Static to Dynamic Word Representations: A Survey <b>(JMLC, SCI IF=3.753)</b> <a href="http://ir.hit.edu.cn/~car/papers/icmlc2020-wang.pdf">[paper]</a></p>
<p> <b>Yutai Hou</b>, Meng Fang, Wanxiang Che, and Ting Liu. A Corpus-free State2Seq User Simulator for Task-oriented Dialogue <b>(CCL 2019, EI)</b> <b style="color: red">Best poster</b> <a href="https://arxiv.org/abs/1909.04448">[paper]</a> <a href="https://github.com/AtmaHou/UserSimulator">[code]</a> <a href="attachments/ccl19_poster.pdf">[slides]</a> </p>
<p><b>Yutai Hou</b>, Z Zhou, Y Liu, N Wang, W Che, H Liu, T Liu. Few-Shot Sequence Labeling with Label Dependency Transfer and Pair-wise Embedding <a href="https://arxiv.org/abs/1906.08711">[paper]</a> <a href="https://github.com/AtmaHou/FewShotNLU">[code]</a></p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2018</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> <b>Yutai Hou</b>, Yijia Liu, Wanxiang Che, and Ting Liu. Sequence-to-Sequence Data Augmentation for Dialogue Language Understanding <b>(COLING 2018, CCF B)</b> <a href="https://arxiv.org/abs/1807.01554">[paper]</a> <a href="https://github.com/AtmaHou/Seq2SeqDataAugmentationForLU">[code]</a> <a href="attachments/coling_oral.pdf">[slides]</a></p>
<p> <b>Yutai Hou</b>, Wanxiang Che. Task-Oriented Dialogue Dataset Survey <b style="color: red">1000+ Stars</b> <a href="https://github.com/AtmaHou/Task-Oriented-Dialogue-Dataset-Survey">[Link]</a></p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2017</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> Shi R., Wang H., Wang T., <b>Hou Y.</b>, & Tang Y. Similarity Search Combining Query Relaxation and Diversification <b>(DASFAA 2017, CCF B)</b> <a href="https://rd.springer.com/chapter/10.1007/978-3-319-55699-4_5">[paper]</a> </p>
<p> J Wang, <b>Yutai Hou</b>, J Liu, Y Cao, CY Lin. A Statistical Framework for Product Description Generation <b>(IJCNLP 2017)</b> <a href="http://aclweb.org/anthology/I17-2032">[paper]</a></p>
</div><!--//job-desc-->
</div><!--//item-->
</div><!--//timeline-->
</section><!--//section-->
<section id="activity-section" class="experiences-section section">
<h2 class="section-title">Activities</h2>
<div class="timeline">
<div class="item">
<div class="job-meta">
<div class="title">2020</div>
</div><!--//job-meta-->
<div class="job-desc">
<p><b>Talk: </b> An Exploration of Few-shot Slot Tagging <a href="attachments/侯宇泰ACL雷锋网直播工作介绍.pdf">[slides]</a> <a href="https://mooc.yanxishe.com/open/course/795">[video]</a></p>
</div><!--//job-desc-->
</div><!--//item-->
</div><!--//timeline-->
</section><!--//section-->
<section id="skills-section" class="skills-section section text-center">
<h2 class="section-title">Professional Skills</h2>
<div class="other-skills">
<div class="misc-skills">
<span class="skill-tag">Python</span>
<span class="skill-tag">Java Scripts</span>
<span class="skill-tag">Pytorch</span>
<span class="skill-tag">Django</span>
</div>
</div><!--//other-skills-->
</section><!--//skills-section-->
<section id="project-section" class="portfolio-section section">
<h2 class="section-title">Projects</h2>
<ul id="filters" class="filters clearfix">
<li class="type active" data-filter="*">All</li>
<li class="type" data-filter=".engineering">Engineering</li>
<li class="type" data-filter=".research">Research</li>
</ul><!--//filters-->
<div class="items-wrapper isotope row">
<div class="item research col-md-3 col-xs-6 ">
<div class="item-inner">
<figure class="figure">
<img class="img-responsive" src="atma_assets/images/portfolio/MDP.jpg" alt="" />
</figure>
<div class="content text-left">
<h3 class="sub-title"><a href="#">Meta Dialog Platform (MDP)</a></h3>
<div class="meta">(2020)</div>
<div>
<b>Brief:</b> A Few-Shot Learning platform for common NLP tasks, e.g. text classification and sequence labeling.
<br>
<b> 100+ Git Stars. </b>
<!-- <a href="https://www.bilibili.com/video/av17818250">Video Link</a>-->
<br>
<b>Participation:</b>Team leader.
</div>
<div class="action"><a href="#"></a></div>
</div><!--//content -->
<a class="link-mask" href=https://github.com/AtmaHou/MetaDialog></a>
</div><!--//item-inner-->
</div><!--//item-->
<div class="item research engineering col-md-3 col-xs-6 ">
<div class="item-inner">
<figure class="figure">
<img class="img-responsive" src="atma_assets/images/portfolio/chatbot.png" alt="" />
</figure>
<div class="content text-left">
<h3 class="sub-title"><a href="#">Few-shot Dialog Understanding</a></h3>
<div class="meta">(2019)</div>
<div>
<b>Brief:</b> Commercial solution for Huawei and China Merchants Bank on few-shot dialogue language understanding.
<br>
<b>Participation:</b> Team leader.
</div>
<div class="action"><a href="#"></a></div>
</div><!--//content -->
<a class="link-mask" href="#"></a>
<!-- <a class="link-mask" href=http://dtp-cloud.cn/></a>-->
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<div class="item research col-md-3 col-xs-6 ">
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<figure class="figure">
<img class="img-responsive" src="atma_assets/images/portfolio/DTP.jpg" alt="" />
</figure>
<div class="content text-left">
<h3 class="sub-title"><a href="#">Dialog Technology Platform</a></h3>
<div class="meta">(2018)</div>
<div>
<b>Brief:</b> A free-open platform for rapid development of Task-oriented chat-bot.
<br>
<b> Demo & Doc available! </b>
<!-- <a href="https://www.bilibili.com/video/av17818250">Video Link</a>-->
<br>
<b>Participation:</b> Platform Design.
</div>
<div class="action"><a href="#"></a></div>
</div><!--//content -->
<a class="link-mask" href="https://www.bilibili.com/video/av17818250"></a>
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<div class="item engineering col-md-3 col-xs-6 ">
<div class="item-inner">
<figure class="figure">
<img class="img-responsive" src="atma_assets/images/portfolio/portfolio-1.jpg" alt="" />
</figure>
<div class="content text-left">
<h3 class="sub-title"><a href="#">Xiaodou voice assistant</a></h3>
<div class="meta">(2015)</div>
<div>
<b>Brief:</b> Intelligent voice APP and Award-Winning work in IBM Bluemix developer contest
<br>
<b>Participation:</b> Front end designation and implementation
</div>
<div class="action"><a href="#"></a></div>
</div><!--//content -->
<a class="link-mask" href="#"></a>
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<div class="item engineering col-md-3 col-xs-6 ">
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<figure class="figure">
<img class="img-responsive" src="atma_assets/images/portfolio/portfolio-2.jpg" alt="" />
</figure>
<div class="content text-left">
<h3 class="sub-title"><a href="#">Intelligent news robot</a></h3>
<div class="meta">(2015)</div>
<div>
<b>Brief:</b> A intelligence news robot project of Wujie Chuanmei Co. Ltd. (Watching Co. Ltd.).
<br>
<b>Participation:</b> leader of Android client and server development
</div>
<div class="action"><a href="#"></a></div>
</div><!--//content -->
<a class="link-mask" href="#"></a>
</div><!--//item-inner-->
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<div class="item engineering research col-md-3 col-xs-6 ">
<div class="item-inner">
<figure class="figure">
<img class="img-responsive" src="atma_assets/images/portfolio/portfolio-3.jpg" alt="" />
</figure>
<div class="content text-left">
<h3 class="sub-title"><a href="#">Rehabilitation Medical Robot Project</a></h3>
<div class="meta">(2015)</div>
<div>
<b>Brief:</b> A project of Image Processing Lab that focuses on medical rehabilitation
<br>
<b>Participation:</b> Voice control interface implementation with java code
</div>
<div class="action"><a href="#"></a></div>
</div><!--//content -->
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<h2 class="section-title">Honors</h2>
<div class="timeline">
<div class="item">
<div class="job-meta">
<div class="title">2021</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> CETC Scholarship </p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2020</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> National Scholarship </p>
</div><!--//job-desc-->
</div><!--//item-->
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<div class="job-meta">
<div class="title">2019</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> Best Poster of CCL2019 </p>
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</div><!--//item-->
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<div class="job-meta">
<div class="title">2018</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> National University Internet Application Innovation Competition (3rd)</p>
</div><!--//job-desc-->
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<div class="item">
<div class="job-meta">
<div class="title">2017</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> Microsoft Research Asia · Stars of Tomorrow Internship Award (Top10%)</p>
<p> HIT Outstanding Graduate </p>
<p> Top 100 Graduation Thesis </p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2016</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> People Scholarship (Second)</p>
<p> People Scholarship (Third)</p>
<p> Suzhou Industrial Park Scholarship </p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2015</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> IBM Bluemix Developer Contest </p>
<ul>
<li> Best Product Design Award </li><li> Mobile Group Third Prize </li><li> University Group Outstanding Application Award</li></ul>
</ul>
<p> First Prize, National Mathematical Modeling Contest Northeast Division </p>
<p> People Scholarship (Third) </p>
<p> Outstanding Youth League Cadre/ member </p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2014</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> Outstanding Youth League Cadre/ member </p>
<p> Outstanding Student Cadre of the University </p>
</div><!--//job-desc-->
</div><!--//item-->
<div class="item">
<div class="job-meta">
<div class="title">2013</div>
</div><!--//job-meta-->
<div class="job-desc">
<p> Outstanding Youth League Cadre/ member </p>
</div><!--//job-desc-->
</div><!--//item-->
</div><!--//timeline-->
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<p>I really welcome all kinds of academic discussions, or just simply making friends.</p>
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<p>Drop me a line at <a href="mailto:[email protected]">ythou AT ir DOT hit DOT edu DOT cn</a></p>
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