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In order to build dialogue systems to tackle the ambitious task of holding social conversations, we argue that we need a data driven approach that includes insight into human conversational chit chat, and which incorporates different…

计算与语言 · 计算机科学 2017-09-12 Kevin K. Bowden , Shereen Oraby , Amita Misra , Jiaqi Wu , Stephanie Lukin

Proactive dialogue systems, related to a wide range of real-world conversational applications, equip the conversational agent with the capability of leading the conversation direction towards achieving pre-defined targets or fulfilling…

计算与语言 · 计算机科学 2023-05-10 Yang Deng , Wenqiang Lei , Wai Lam , Tat-Seng Chua

Building socially-intelligent AI agents (Social-AI) is a multidisciplinary, multimodal research goal that involves creating agents that can sense, perceive, reason about, learn from, and respond to affect, behavior, and cognition of other…

人机交互 · 计算机科学 2024-10-10 Leena Mathur , Paul Pu Liang , Louis-Philippe Morency

The next step for intelligent dialog agents is to escape their role as silent bystanders and become proactive. Well-defined proactive behavior may improve human-machine cooperation, as the agent takes a more active role during interaction…

计算与语言 · 计算机科学 2023-06-23 Matthias Kraus , Nicolas Wagner , Ron Riekenbrauck , Wolfgang Minker

The development of AI agents based on large, open-domain language models (LLMs) has paved the way for the development of general-purpose AI assistants that can support human in tasks such as writing, coding, graphic design, and scientific…

人工智能 · 计算机科学 2025-06-03 Mustafa Mert Çelikok , Saptarashmi Bandyopadhyay , Robert Loftin

Task-oriented conversational systems are essential for efficiently addressing diverse user needs, yet their development requires substantial amounts of high-quality conversational data that is challenging and costly to obtain. While large…

信息检索 · 计算机科学 2025-11-06 Zhefan Wang , Ning Geng , Zhiqiang Guo , Weizhi Ma , Min Zhang

It may be difficult for some individuals to open up and share their thoughts and feelings in front of a mental health expert. For those who are more at ease with a virtual agent, conversational agents can serve as an intermediate step in…

计算与语言 · 计算机科学 2021-11-17 Harsh Sakhrani , Saloni Parekh , Shubham Mahajan

Large-scale language technologies are increasingly used in various forms of communication with humans across different contexts. One particular use case for these technologies is conversational agents, which output natural language text in…

计算机与社会 · 计算机科学 2022-12-22 Atoosa Kasirzadeh , Iason Gabriel

Mental models play an important role in whether user interaction with intelligent systems, such as dialog systems is successful or not. Adaptive dialog systems present the opportunity to align a dialog agent's behavior with heterogeneous…

计算与语言 · 计算机科学 2024-08-27 Lindsey Vanderlyn , Dirk Väth , Ngoc Thang Vu

Building a persona-based conversation agent is challenging owing to the lack of large amounts of speaker-specific conversation data for model training. This paper addresses the problem by proposing a multi-task learning approach to training…

计算与语言 · 计算机科学 2017-10-23 Yi Luan , Chris Brockett , Bill Dolan , Jianfeng Gao , Michel Galley

The rapid advancement of chat-based language models has led to remarkable progress in complex task-solving. However, their success heavily relies on human input to guide the conversation, which can be challenging and time-consuming. This…

人工智能 · 计算机科学 2023-11-03 Guohao Li , Hasan Abed Al Kader Hammoud , Hani Itani , Dmitrii Khizbullin , Bernard Ghanem

Advances in machine intelligence have enabled conversational interfaces that have the potential to radically change the way humans interact with machines. However, even with the progress in the abilities of these agents, there remain…

人机交互 · 计算机科学 2019-10-17 Deepali Aneja , Rens Hoegen , Daniel McDuff , Mary Czerwinski

Task-oriented dialog systems have been applied in various tasks, such as automated personal assistants, customer service providers and tutors. These systems work well when users have clear and explicit intentions that are well-aligned to…

计算与语言 · 计算机科学 2018-01-09 Zhou Yu , Alan W Black , Alexander I. Rudnicky

In this paper, we present a methodology for the development of embodied conversational agents for social virtual worlds. The agents provide multimodal communication with their users in which speech interaction is included. Our proposal…

音频与语音处理 · 电气工程与系统科学 2025-01-29 D. Griol , A. Sanchis , J. M. Molina , Z. Callejas

Large language models have enabled agents of all kinds to interact with users through natural conversation. Consequently, agents now have two jobs: conversing and planning/reasoning. Their conversational responses must be informed by all…

人工智能 · 计算机科学 2024-10-14 Konstantina Christakopoulou , Shibl Mourad , Maja Matarić

Building a machine learning driven spoken dialog system for goal-oriented interactions involves careful design of intents and data collection along with development of intent recognition models and dialog policy learning algorithms. The…

计算与语言 · 计算机科学 2019-12-24 Saurav Sahay , Shachi H Kumar , Eda Okur , Haroon Syed , Lama Nachman

Conversational agents promise conversational interaction but fail to deliver. Efforts often emulate functional rules from human speech, without considering key characteristics that conversation must encapsulate. Given its potential in…

We present a method for combining multi-agent communication and traditional data-driven approaches to natural language learning, with an end goal of teaching agents to communicate with humans in natural language. Our starting point is a…

计算与语言 · 计算机科学 2020-05-15 Angeliki Lazaridou , Anna Potapenko , Olivier Tieleman

Recent work in open-domain conversational agents has demonstrated that significant improvements in model engagingness and humanness metrics can be achieved via massive scaling in both pre-training data and model size (Adiwardana et al.,…

计算与语言 · 计算机科学 2020-10-05 Kurt Shuster , Eric Michael Smith , Da Ju , Jason Weston

Building embodied autonomous agents capable of participating in social interactions with humans is one of the main challenges in AI. This problem motivated many research directions on embodied language use. Current approaches focus on…

机器学习 · 计算机科学 2021-04-28 Grgur Kovač , Rémy Portelas , Katja Hofmann , Pierre-Yves Oudeyer
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