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We will demonstrate a conversational products recommendation agent. This system shows how we combine research in personalized recommendation systems with research in dialogue systems to build a virtual sales agent. Based on new deep…

Computation and Language · Computer Science 2016-10-06 Yueming Sun , Yi Zhang , Yunfei Chen , Roger Jin

The rapid evolution of Large Language Models (LLMs) has accelerated the transition from conversational chatbots to general agents. However, effectively balancing empathetic communication with budget-aware decision-making remains an open…

Computation and Language · Computer Science 2026-02-27 Ning Gao , Wei Zhang , Yuqin Dai , Ling Shi , Ziyin Wang , Yujie Wang , Wei He , Jinpeng Wang , Chaozheng Wang

Conversational agents ("bots") are beginning to be widely used in conversational interfaces. To design a system that is capable of emulating human-like interactions, a conversational layer that can serve as a fabric for chat-like…

Artificial Intelligence · Computer Science 2016-06-23 Abhay Prakash , Chris Brockett , Puneet Agrawal

Most commonsense reasoning models overlook the influence of personality traits, limiting their effectiveness in personalized systems such as dialogue generation. To address this limitation, we introduce the Personality-aware Commonsense…

Artificial Intelligence · Computer Science 2026-01-13 Weijie Li , Zhongqing Wang , Guodong Zhou

To build open-domain chatbots that are able to use diverse communicative skills, we propose a novel framework BotsTalk, where multiple agents grounded to the specific target skills participate in a conversation to automatically annotate…

Computation and Language · Computer Science 2022-10-25 Minju Kim , Chaehyeong Kim , Yongho Song , Seung-won Hwang , Jinyoung Yeo

With the increasing prevalence and diversity of robots interacting in the real world, there is need for flexible, on-the-fly planning and cooperation. Large Language Models are starting to be explored in a multimodal setup for…

Robotics · Computer Science 2024-03-01 William Hunt , Toby Godfrey , Mohammad D. Soorati

Large Language Models have demonstrated remarkable capabilities in open-domain dialogues. However, current methods exhibit suboptimal performance in service dialogues, as they rely on noisy, low-quality human conversation data. This…

Computation and Language · Computer Science 2026-05-06 Yuqin Dai , Ning Gao , Wei Zhang , Jie Wang , Zichen Luo , Jinpeng Wang , Yujie Wang , Ruiyuan Wu , Chaozheng Wang

Large Language Models (LLMs) demonstrate remarkable ability to comprehend instructions and generate human-like text, enabling sophisticated agent simulation beyond basic behavior replication. However, the potential for creating freely…

Computation and Language · Computer Science 2025-09-17 Bohao Yang , Dong Liu , Chenghao Xiao , Kun Zhao , Chen Tang , Chao Li , Lin Yuan , Guang Yang , Chenghua Lin

Role-playing with large language models is fundamentally a session-level task, requiring agents to sustain character identity and interaction quality across extended multi-turn conversations. Yet existing evaluation and optimization methods…

Computation and Language · Computer Science 2026-05-29 Rongsheng Zhang , Jiji Tang , Junnan Ren , Zuyi Bao , Weijie Chen , Ruofan Hu , Zhou Zhao , Tangjie Lv , Yan Zhang

This study explores the application of large language models (LLMs) with callable tools in energy and power engineering domain, focusing on gas path analysis of gas turbines. We developed a dual-agent tool-calling process to integrate…

Artificial Intelligence · Computer Science 2024-06-13 Tao Song , Yuwei Fan , Chenlong Feng , Keyu Song , Chao Liu , Dongxiang Jiang

Reinforcement learning (RL) has shown great promise for developing dialogue management (DM) agents that are non-myopic, conduct rich conversations, and maximize overall user satisfaction. Despite recent developments in RL and language…

Machine Learning · Computer Science 2023-10-31 Dhawal Gupta , Yinlam Chow , Aza Tulepbergenov , Mohammad Ghavamzadeh , Craig Boutilier

With a major focus on its history, difficulties, and promise, this research paper provides a thorough analysis of the chatbot technology environment as it exists today. It provides a very flexible chatbot system that makes use of…

Artificial Intelligence · Computer Science 2023-10-16 Shivom Aggarwal , Shourya Mehra , Pritha Mitra

NPCs in traditional games are often limited by static dialogue trees and a single platform for interaction. To overcome these constraints, this study presents a prototype system that enables large language model (LLM)-powered NPCs to…

Human-Computer Interaction · Computer Science 2025-04-22 Li Song

We present BlenderBot 3, a 175B parameter dialogue model capable of open-domain conversation with access to the internet and a long-term memory, and having been trained on a large number of user defined tasks. We release both the model…

Enterprises possess a vast array of API assets scattered across various functions, forming the backbone of existing business processes. By leveraging these APIs as functional tools, enterprises can design diverse, scenario-specific agent…

Artificial Intelligence · Computer Science 2024-12-23 Guancheng Zeng , Wentao Ding , Beining Xu , Chi Zhang , Wenqiang Han , Gang Li , Jingjing Mo , Pengxu Qiu , Xinran Tao , Wang Tao , Haowen Hu

Large Language Models (LLMs) have the capacity of performing complex scheduling in a multi-agent system and can coordinate these agents into completing sophisticated tasks that require extensive collaboration. However, despite the…

Artificial Intelligence · Computer Science 2023-09-20 Ran Gong , Qiuyuan Huang , Xiaojian Ma , Hoi Vo , Zane Durante , Yusuke Noda , Zilong Zheng , Song-Chun Zhu , Demetri Terzopoulos , Li Fei-Fei , Jianfeng Gao

In this paper, we introduce a robotic agent specifically designed to analyze external environments and address participants' questions. The primary focus of this agent is to assist individuals using language-based interactions within…

Artificial Intelligence · Computer Science 2024-06-12 Haozheng Luo , Ruiyang Qin , Chenwei Xu , Guo Ye , Zening Luo

Current works in the generation of personalized dialogue primarily contribute to the agent presenting a consistent personality and driving a more informative response. However, we found that the generated responses from most previous models…

Computation and Language · Computer Science 2022-08-23 Itsugun Cho , Dongyang Wang , Ryota Takahashi , Hiroaki Saito

On-device AI agents offer the potential for personalized, low-latency assistance, but their deployment is fundamentally constrained by limited memory capacity, which restricts usable context. This reduced practical context window creates a…

Artificial Intelligence · Computer Science 2025-11-25 Sanidhya Vijayvargiya , Rahul Lokesh

Task-oriented dialogue systems in industry settings need to have high conversational capability, be easily adaptable to changing situations and conform to business constraints. This paper describes a 3-step procedure to develop a…

Computation and Language · Computer Science 2022-10-27 Lahari Poddar , György Szarvas , Cheng Wang , Jorge Balazs , Pavel Danchenko , Patrick Ernst
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