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Personalized Dialogue Generation (PDG) aims to create coherent responses according to roles or personas. Traditional PDG relies on external role data, which can be scarce and raise privacy concerns. Approaches address these issues by…

计算与语言 · 计算机科学 2024-07-03 Yihong Tang , Bo Wang , Dongming Zhao , Xiaojia Jin , Jijun Zhang , Ruifang He , Yuexian Hou

In this paper, we propose a novel model RevGAN that automatically generates controllable and personalized user reviews based on the arbitrarily given sentimental and stylistic information. RevGAN utilizes the combination of three novel…

计算与语言 · 计算机科学 2020-01-09 Pan Li , Alexander Tuzhilin

In an era where visual content generation is increasingly driven by machine learning, the integration of human feedback into generative models presents significant opportunities for enhancing user experience and output quality. This study…

计算机视觉与模式识别 · 计算机科学 2023-07-20 Dimitri von Rütte , Elisabetta Fedele , Jonathan Thomm , Lukas Wolf

Large language models (LLMs) are known to generate biased responses where the opinions of certain groups and populations are underrepresented. Here, we present a novel approach to achieve controllable generation of specific viewpoints using…

计算与语言 · 计算机科学 2024-04-04 Junyi Li , Ninareh Mehrabi , Charith Peris , Palash Goyal , Kai-Wei Chang , Aram Galstyan , Richard Zemel , Rahul Gupta

In modern commercial systems, including Recommendation, Ranking, and E-Commerce platforms, there is a trend towards improving customer experiences by incorporating Personalization context as input into Large Language Models (LLMs). However,…

计算与语言 · 计算机科学 2024-09-23 Jiarui Zhang

Open-domain dialogue systems have seen remarkable advancements with the development of large language models (LLMs). Nonetheless, most existing dialogue systems predominantly focus on brief single-session interactions, neglecting the…

计算与语言 · 计算机科学 2025-02-14 Hao Li , Chenghao Yang , An Zhang , Yang Deng , Xiang Wang , Tat-Seng Chua

In today's digital society, personalization has become a crucial aspect of software applications, significantly impacting user experience and engagement. A new wave of intelligent user interfaces, such as AI-based conversational agents, has…

软件工程 · 计算机科学 2025-06-02 Aaron Conrardy , Alfredo Capozucca , Jordi Cabot

Different users find different images generated for the same prompt desirable. This gives rise to personalized image generation which involves creating images aligned with an individual's visual preference. Current generative models are,…

计算机视觉与模式识别 · 计算机科学 2024-07-25 Sogand Salehi , Mahdi Shafiei , Teresa Yeo , Roman Bachmann , Amir Zamir

Natural Language Processing (NLP) offers new avenues for personality assessment by leveraging rich, open-ended text, moving beyond traditional questionnaires. In this study, we address the challenge of modeling long narrative interview…

计算与语言 · 计算机科学 2025-06-25 Rasiq Hussain , Jerry Ma , Rithik Khandelwal , Joshua Oltmanns , Mehak Gupta

Scaling and sustaining educational innovations is a common problem in the learning sciences. Professional development resources around educational innovations that are personalized to appeal to the needs and motivations of different types…

The successful emotional conversation system depends on sufficient perception and appropriate expression of emotions. In a real-life conversation, humans firstly instinctively perceive emotions from multi-source information, including the…

计算与语言 · 计算机科学 2022-03-31 Yunlong Liang , Fandong Meng , Ying Zhang , Jinan Xu , Yufeng Chen , Jie Zhou

Endowing chatbots with a consistent personality plays a vital role for agents to deliver human-like interactions. However, existing personalized approaches commonly generate responses in light of static predefined personas depicted with…

计算与语言 · 计算机科学 2022-08-24 Yifan Liu , Wei Wei , Jiayi Liu , Xianling Mao , Rui Fang , Dangyang Chen

Endowing chatbots with a consistent persona is essential to an engaging conversation, yet it remains an unresolved challenge. In this work, we propose a new retrieval-enhanced approach for personalized response generation. Specifically, we…

计算与语言 · 计算机科学 2023-06-13 Shuai Liu , Hyundong J. Cho , Marjorie Freedman , Xuezhe Ma , Jonathan May

Encoder-decoder based neural architectures serve as the basis of state-of-the-art approaches in end-to-end open domain dialog systems. Since most of such systems are trained with a maximum likelihood~(MLE) objective they suffer from issues…

Although people have the ability to engage in vapid dialogue without effort, this may not be a uniquely human trait. Since the 1960's researchers have been trying to create agents that can generate artificial conversation. These programs…

计算与语言 · 计算机科学 2021-06-07 Thomas Conley , Jack St. Clair , Jugal Kalita

Using persona-conditioned LLMs as synthetic survey respondents has become a common practice in computational social science and agent-based simulations. Yet, it remains unclear whether multi-attribute persona prompting improves LLM…

计算机与社会 · 计算机科学 2026-02-24 Erika Elizabeth Taday Morocho , Lorenzo Cima , Tiziano Fagni , Marco Avvenuti , Stefano Cresci

Integrating argumentation mechanisms into negotiation dialogue systems improves conflict resolution through exchanges of arguments and critiques. Moreover, incorporating personality attributes enhances adaptability by aligning interactions…

计算与语言 · 计算机科学 2025-09-16 Priyanshu Priya , Saurav Dudhate , Desai Vishesh Yasheshbhai , Asif Ekbal

In this paper, we propose an end-to-end sentiment-aware conversational agent based on two models: a reply sentiment prediction model, which leverages the context of the dialogue to predict an appropriate sentiment for the agent to express…

计算与语言 · 计算机科学 2022-07-26 Isabel Dias , Ricardo Rei , Patrícia Pereira , Luisa Coheur

Accurately detecting emotions in conversation is a necessary yet challenging task due to the complexity of emotions and dynamics in dialogues. The emotional state of a speaker can be influenced by many different factors, such as…

计算与语言 · 计算机科学 2023-02-07 Jiachen Luo , Huy Phan , Joshua Reiss

Personal knowledge bases (PKBs) are critical to many applications, such as Web-based chatbots and personalized recommendation. Conversations containing rich personal knowledge can be regarded as a main source to populate the PKB. Given a…

计算与语言 · 计算机科学 2022-09-21 Yinan Liu , Hu Chen , Wei Shen