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<!DOCTYPE html>
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<title>PolyU NLP</title>
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<img src="logo1.png" alt="PolyU NLP" class="logo">
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<ul>
<li><a href="index" class="active">Home</a></li>
<li><a href="publications">Publications</a></li>
<li><a href="projects">Projects</a></li>
<li><a href="people">People</a></li>
<li><a href="alumni">Alumni</a></li>
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<section class="welcome-banner">
<h2>Welcome!</h2>
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<section class="content">
<div class="overview">
<h2>Overview</h2>
<p>Welcome to the Natural Language Processing Group at <a class="text-link" href="https://www.polyu.edu.hk/comp/" target="_blank">The Hong Kong Polytechnic University</a>!</p>
<p>Our group is composed of enthusiastic and diverse members including students, postdocs, and research assistants and supervised by <a class="text-link" href="https://www4.comp.polyu.edu.hk/~cswjli" target="_blank">Prof. LI, Wenjie Maggie</a>. Together, we focus on developing algorithms that enable computers to process, generate, and comprehend human languages. Our research interests are wide-ranging and include topics such as Emotion-Driven Conversation, Goal-Driven Conversational Recommendation, Multi-Modal Conversational Question Answering, and Causality Mining and Reasoning in NLP, etc.</p>
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<div class="news-container">
<h2>Latest News:</h2>
<p><b>[December 2, 2024]</b> Congratulations to Ruifeng Yuan! His work on "Evolving Large Language Model Assistant with Long-Term Verbal Memory" was accepted by COLING2025.</p>
<p><b>[November 22, 2024]</b> Congratulations to Chaktou Leong for being recognized as a Top Reviewer at NeurIPS2024! We would also like to extend our congratulations to Heming Xia and Shichao Sun for receiving the prestigious Outstanding Reviewer Award at EMNLP2024!</p>
<p><b>[September 20, 2024]</b> Congratulations to Hanlin Wang, Qiancheng Xu, Wenjun Hou and Feiteng Mu! Their papers were accepted into Findings at EMNLP2024.</p>
<p><b>[July 21, 2024]</b> Congratulations to Dongding Lin. His work on <a class="text-link" href="https://openreview.net/forum?id=BfjHOCFvyf" target="_blank">SCREEN: A Benchmark for Situated Conversational Recommendation</a> was accepted by ACMMM2024.</p>
<p><b>[May 16, 2024]</b> We have 10 papers accepted into ACL2024. Congratulations to all students!</p>
<p><b>[October 7, 2023]</b> Congratulations to Yongqi Li and Yi Cheng for their hard work and the papers accepted into AAAI2024.</p>
<p><b>[October 7, 2023]</b> We have 4 papers accepted into EMNLP2023. Congratulations to Chak Tou Leong, Jian Wang, Wenjun Hou and Shichao Sun.</p>
<p><b>[September 22, 2023]</b> Congratulations to our lovely girl, Jiashuo Wang. It is really good for her to have a paper, <a class="text-link" href="https://openreview.net/forum?id=HGFcM3UU50" target="_blank">Aligning Language Models with Human Preferences via a Bayesian Approach</a>, accepted into NeurIPS2023.</p>
<p><b>[May 2, 2023]</b> Congratulations to all the students who contributed. 3 papers were accepted by ACL2023 main conference (<a class="text-link" href="https://aclanthology.org/2023.acl-long.366" target="_blank">Multiview Identifiers Enhanced Generative Retrieval</a>, <a class="text-link" href="https://aclanthology.org/2023.acl-long.451" target="_blank">ORGAN: Observation-Guided Radiology Report Generation via Tree Reasoning</a>, and <a class="text-link" href="https://aclanthology.org/2023.acl-short.83" target="_blank">Enhancing Event Causality Identification with Counterfactual Reasoning</a>), and 3 papers were accepted by ACL Findings (<a class="text-link" href="https://aclanthology.org/2023.findings-acl.25" target="_blank">Dialogue Planning via Brownian Bridge Stochastic Process for Goal-directed Dialogue Generation</a>, <a class="text-link" href="https://aclanthology.org/2023.findings-acl.423" target="_blank">Medical Dialogue Generation via Dual Flow Modeling</a>, and <a class="text-link" href="https://aclanthology.org/2023.findings-acl.479" target="_blank">Separating Context and Pattern: Learning Disentangled Sentence Representations for Low-Data Extractive Summarization</a>). The acceptance rate is approaching to 100%.</p>
<p><b>[November 11, 2022]</b> Congratulations to Dongding Lin, Jian Wang and Ruifeng Yuan. Their work on <a class="text-link" href="https://arxiv.org/abs/2212.07767" target="_blank">Improving Conversational Recommender Systems by Collaborative Augmentation</a> and <a class="text-link" href="https://ojs.aaai.org/index.php/AAAI/article/view/26631" target="_blank">Preserve Context Information through Interpretability for Extract-Generate Long-Input Summarization Framework</a> was accepted into AAAI2022.</p>
<p><b>[October 6, 2022]</b> Yi Cheng, Ruifeng Yuan and Jiashuo Wang have their papers, <a class="text-link" href="https://aclanthology.org/2022.emnlp-main.243" target="_blank">Few-shot Query-Focused Summarization with Prefix-Merging</a>, <a class="text-link" href="https://aclanthology.org/2022.findings-emnlp.51" target="_blank">CARE: Causality Reasoning for Empathetic Responses by Conditional Graph Generation</a> and <a class="text-link" href="https://aclanthology.org/2022.emnlp-main.195" target="_blank">Improving Multi-turn Emotional Support Dialogue Generation with Lookahead Strategy Planning</a>, accepted into EMNLP2022. Congratulations!</p>
<p><b>[April 21, 2022]</b> Congratulations to Feiteng Mu, Yi Cheng and Wenge Liu. Their work on causality reasoning enhanced text generation and interpretable medical diagnosis were accepted into IJCAI2022.</p>
<p><b>[February 10, 2022]</b> Congratulations to Yongqi Li. His work on <a class="text-link" href="https://aclanthology.org/2022.acl-long.290" target="_blank">Conversational Question Answering over Text, Tables, and Images</a> was accepted by ACL2022.</p>
<p><b>[June 10, 2021]</b> Jian Wang and Dongding Lin 2021 won the third prizes (fourth place) in 语言与智能技术竞赛: 多技能对话任务.</p>
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