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Social media platforms have implemented automated content moderation tools to preserve community norms and mitigate online hate and harassment. Recently, these platforms have started to offer Personalized Content Moderation (PCM), granting…

Social and Information Networks · Computer Science 2024-05-17 Necdet Gurkan , Mohammed Almarzouq , Pon Rahul Murugaraj

Relationship-centered care relies on trust and meaningful connection. As AI enters clinical settings, we must ask not just what it can do, but how it should be positioned to support these values. We examine a "middle, not top" approach…

Human-Computer Interaction · Computer Science 2026-04-02 Ut Gong , Yibo Meng , Qihan Zhang , Xin Chen , Yan Guan

Personalization plays an important role in many services, just as news does. Many studies have examined news personalization algorithms, but few have considered practical environments. This paper provides algorithms and system architecture…

Information Retrieval · Computer Science 2019-09-04 Takeshi Yoneda , Shunsuke Kozawa , Keisuke Osone , Yukinori Koide , Yosuke Abe , Yoshifumi Seki

Incorporating personal preference is crucial in advanced machine translation tasks. Despite the recent advancement of machine translation, it remains a demanding task to properly reflect personal style. In this paper, we introduce a…

Computation and Language · Computer Science 2023-04-14 Jihyeon Lee , Taehee Kim , Yunwon Tae , Cheonbok Park , Jaegul Choo

Personalized dialogue systems explore the problem of generating responses that are consistent with the user's personality, which has raised much attention in recent years. Existing personalized dialogue systems have tried to extract user…

Computation and Language · Computer Science 2022-04-19 Hanxun Zhong , Zhicheng Dou , Yutao Zhu , Hongjin Qian , Ji-Rong Wen

Effective emotional support hinges on understanding users' emotions and needs to provide meaningful comfort during multi-turn interactions. Large Language Models (LLMs) show great potential for expressing empathy; however, they often…

Computation and Language · Computer Science 2025-05-23 Jing Ye , Lu Xiang , Yaping Zhang , Chengqing Zong

The growing number of Large Language Models (LLMs) with diverse capabilities and response styles provides users with a wider range of choices, which presents challenges in selecting appropriate LLMs, as user preferences vary in terms of…

Machine Learning · Computer Science 2025-11-24 Zhongjie Dai , Tao Feng , Jiaxuan You

The Mediation Information System Engineering project is currently finishing its second iteration (MISE 2.0). The main objective of this scientific project is to provide any emerging collaborative situation with methods and tools to deploy a…

Software Engineering · Computer Science 2015-10-01 Frederick Benaben , Wenxin Mu , Nicolas Boissel-Dallier , Anne-Marie Barthe-Delanoë , Sarah Zribi , Herve Pingaud

Today, a wide variety of probabilistic and expert AI systems used to analyze real world inputs such as unstructured text, sounds, images, and statistical data. However, all these systems exist on different platforms, with different…

Neural and Evolutionary Computing · Computer Science 2012-04-30 Greg Fish

Lately, the children with speech disorder have more and more become object of specialists attention and investment in speech disorder therapy are increasing The development and use of information technology in order to assist and follow…

Computers and Society · Computer Science 2018-12-13 Mirela Danubianu , Stefan Gheorghe Pentiuc , Iolanda Tobolcea , Tiberiu Socaciu

It is difficult to train a personalized task-oriented dialogue system because the data collected from each individual is often insufficient. Personalized dialogue systems trained on a small dataset can overfit and make it difficult to adapt…

Artificial Intelligence · Computer Science 2017-05-29 Kaixiang Mo , Shuangyin Li , Yu Zhang , Jiajun Li , Qiang Yang

This work addresses the challenge of personalized question answering in long-term human-machine interactions: when conversational history spans weeks or months and exceeds the context window, existing personalization mechanisms struggle to…

Artificial Intelligence · Computer Science 2026-02-10 Junyu Feng , Binxiao Xu , Jiayi Chen , Mengyu Dai , Cenyang Wu , Haodong Li , Bohan Zeng , Yunliu Xie , Hao Liang , Ming Lu , Wentao Zhang

To provide consistent emotional interaction with users, dialog systems should be capable to automatically select appropriate emotions for responses like humans. However, most existing works focus on rendering specified emotions in responses…

Computation and Language · Computer Science 2021-07-01 Wen Zhiyuan , Cao Jiannong , Yang Ruosong , Liu Shuaiqi , Shen Jiaxing

Deploying large language model (LLM) on edge device enables personalized LLM agents for various users. The growing availability of diverse personalized agents presents a unique opportunity for peer-to-peer (P2P) collaboration, wherein each…

Computation and Language · Computer Science 2026-05-19 Zile Wang , Qianli Liu , Kaibin Guo , Haodong Wang , Jian Lin , Zicong Hong , Song Guo

To address the challenge of information overload from massive web contents, recommender systems are widely applied to retrieve and present personalized results for users. However, recommendation tasks are inherently constrained to filtering…

Artificial Intelligence · Computer Science 2025-06-04 Jiongnan Liu , Zhicheng Dou , Ning Hu , Chenyan Xiong

Smart assistants increasingly act proactively, yet mistimed or intrusive behavior often causes users to lose trust and disable these features. Learning user preferences for proactive assistance is difficult because real-world studies are…

Human-Computer Interaction · Computer Science 2026-02-05 Ziyi Xuan , Yiwen Wu , Zhaoyang Yan , Vinod Namboodiri , Yu Yang

Efficient patient-doctor interaction is among the key factors for a successful disease diagnosis. During the conversation, the doctor could query complementary diagnostic information, such as the patient's symptoms, previous surgery, and…

Computation and Language · Computer Science 2024-10-08 Xueshen Li , Xinlong Hou , Nirupama Ravi , Ziyi Huang , Yu Gan

Online spaces involve diverse communities engaging in various forms of collaboration, which naturally give rise to discussions, some of which inevitably escalate into conflict or disputes. To address such situations, AI has primarily been…

Human-Computer Interaction · Computer Science 2025-09-16 Soobin Cho , Mark Zachry , David W. McDonald

Personalized conversation models (PCMs) generate responses according to speaker preferences. Existing personalized conversation tasks typically require models to extract speaker preferences from user descriptions or their conversation…

Computation and Language · Computer Science 2021-05-24 Zhiliang Tian , Wei Bi , Zihan Zhang , Dongkyu Lee , Yiping Song , Nevin L. Zhang

Personalized dialogue generation aims to leverage persona profiles and dialogue history to generate persona-relevant and consistent responses. Mainstream models typically rely on token-level language model training with persona dialogue…

Computation and Language · Computer Science 2025-11-14 Guanrong Li , Xinyu Liu , Zhen Wu , Xinyu Dai
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