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Self-learning paradigms in large-scale conversational AI agents tend to leverage user feedback in bridging between what they say and what they mean. However, such learning, particularly in Markov-based query rewriting systems have far from…

计算与语言 · 计算机科学 2022-05-03 Pragaash Ponnusamy , Clint Solomon Mathialagan , Gustavo Aguilar , Chengyuan Ma , Chenlei Guo

In task-oriented dialogues with symbiotic robots, the robot usually takes the initiative in dialogue progression and topic selection. In such robot-driven dialogue, the user's sense of participation in the dialogue is reduced because the…

机器人学 · 计算机科学 2022-10-19 Makoto Kawamoto , Masaki Shuzo , Eisaku Maeda

Conversational AI systems are increasingly used for personal reflection and emotional disclosure, raising concerns about their effects on vulnerable users. Recent anecdotal reports suggest that prolonged interactions with AI may reinforce…

人机交互 · 计算机科学 2026-03-23 Soorya Ram Shimgekar , Vipin Gunda , Jiwon Kim , Violeta J. Rodriguez , Hari Sundaram , Koustuv Saha

We describe a two-step approach for dialogue management in task-oriented spoken dialogue systems. A unified neural network framework is proposed to enable the system to first learn by supervision from a set of dialogue data and then…

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

Interactive AI systems, such as recommendation engines and virtual assistants, commonly use static user profiles and predefined rules to personalize interactions. However, these methods often fail to capture the dynamic nature of user…

人机交互 · 计算机科学 2026-03-02 Liu He

We describe an AI-powered chatbot to aid with health improvement by generating Episodic Future Thinking (EFT) cue texts that should reduce delay discounting. In prior studies, EFT has been shown to address maladaptive health behaviors.…

人机交互 · 计算机科学 2023-11-14 Sareh Ahmadi , Edward A. Fox

This work describes our group's submission to the PROCESS Challenge 2024, with the goal of assessing cognitive decline through spontaneous speech, using three guided clinical tasks. This joint effort followed a holistic approach,…

Supporting users in protecting sensitive information when using conversational agents (CAs) is crucial, as users may undervalue privacy protection due to outdated, partial, or inaccurate knowledge about privacy in CAs. Although privacy…

人机交互 · 计算机科学 2026-03-23 Mohammad Hadi Nezhad , Francisco Enrique Vicente Castro , Ivon Arroyo

Despite considerable performance improvements, current conversational AI systems often fail to meet user expectations. We discuss several pragmatic limitations of current conversational AI systems. We illustrate pragmatic limitations with…

计算与语言 · 计算机科学 2023-10-31 S. M. Seals , Valerie L. Shalin

Conversational AI (ConvAI) agents increasingly maintain structured memory to support long-term, task-oriented interactions. In-context memory approaches append the growing history to the model input, which scales poorly under context-window…

人工智能 · 计算机科学 2026-03-03 Yifan Simon Liu , Ruifan Wu , Liam Gallagher , Jiazhou Liang , Armin Toroghi , Scott Sanner

Current conversational AI systems often provide generic, one-size-fits-all interactions that overlook individual user characteristics and lack adaptive dialogue management. To address this gap, we introduce \textbf{HumAIne-chatbot}, an…

Conversational search systems, such as Google Assistant and Microsoft Cortana, enable users to interact with search systems in multiple rounds through natural language dialogues. Evaluating such systems is very challenging given that any…

信息检索 · 计算机科学 2021-04-29 Zeyang Liu , Ke Zhou , Max L. Wilson

Clarification resolution plays an important role in various information retrieval tasks such as interactive question answering and conversational search. In such context, the user often formulates their information needs as short and…

计算与语言 · 计算机科学 2021-10-29 Hadrien Lautraite , Nada Naji , Louis Marceau , Marc Queudot , Eric Charton

Conversational systems or chatbots are an example of AI-Infused Applications (AIIA). Chatbots are especially important as they are often the first interaction of clients with a business and are the entry point of a business into the AI…

Dialogue systems, commonly known as chatbots, have gained escalating popularity in recent times due to their wide-spread applications in carrying out chit-chat conversations with users and task-oriented dialogues to accomplish various user…

计算与语言 · 计算机科学 2024-06-18 Sahisnu Mazumder , Bing Liu

This article presents a hybrid approach based on a Grounded Text Generation (GTG) model to building robust task bots at scale. GTG is a hybrid model which uses a large-scale Transformer neural network as its backbone, combined with…

人工智能 · 计算机科学 2020-09-09 Jianfeng Gao , Baolin Peng , Chunyuan Li , Jinchao Li , Shahin Shayandeh , Lars Liden , Heung-Yeung Shum

Several approaches have been presented, which aim to extract models from natural language specifications. These approaches have inherent weaknesses for they assume an initial problem understanding that is perfect, and they leave no room for…

信息检索 · 计算机科学 2023-10-24 Vasiliy Seibert

The role of conversational assistants has become more prevalent in helping people increase their productivity. Document-centered assistance, for example to help an individual quickly review a document, has seen less significant progress,…

计算与语言 · 计算机科学 2020-02-04 Maartje ter Hoeve , Robert Sim , Elnaz Nouri , Adam Fourney , Maarten de Rijke , Ryen W. White

Conversational recommender systems (CRS) aim to recommend relevant items to users by eliciting user preference through natural language conversation. Prior work often utilizes external knowledge graphs for items' semantic information, a…

计算与语言 · 计算机科学 2024-02-27 Mathieu Ravaut , Hao Zhang , Lu Xu , Aixin Sun , Yong Liu