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Task oriented language understanding in dialog systems is often modeled using intents (task of a query) and slots (parameters for that task). Intent detection and slot tagging are, in turn, modeled using sentence classification and word…

Computation and Language · Computer Science 2019-11-14 Arash Einolghozati , Sonal Gupta , Mrinal Mohit , Rushin Shah

This study aims to understand users' perceptions of using the Dialogflow framework and verify the relationships among service awareness, task-technology fit, output quality, and TAM variables. Generalized Structured Component Analysis was…

Human-Computer Interaction · Computer Science 2023-02-09 Vinh T. Nguyen , Chuyen T. H. Nguyen

$ $Dialogue systems are evaluated depending on their type and purpose. Two categories are often distinguished: (1) task-oriented dialogue systems (TDS), which are typically evaluated on utility, i.e., their ability to complete a specified…

Information Retrieval · Computer Science 2022-04-27 Clemencia Siro , Mohammad Aliannejadi , Maarten de Rijke

Chatbots are intelligent software built to be used as a replacement for human interaction. Existing studies typically do not provide enough support for low-resource languages like Bangla. Due to the increasing popularity of social media, we…

Computation and Language · Computer Science 2021-10-14 Fahim Shahriar Khan , Mueeze Al Mushabbir , Mohammad Sabik Irbaz , MD Abdullah Al Nasim

A long-standing goal of task-oriented dialogue research is the ability to flexibly adapt dialogue models to new domains. To progress research in this direction, we introduce DialoGLUE (Dialogue Language Understanding Evaluation), a public…

Computation and Language · Computer Science 2020-10-02 Shikib Mehri , Mihail Eric , Dilek Hakkani-Tur

Extracting structure information from dialogue data can help us better understand user and system behaviors. In task-oriented dialogues, dialogue structure has often been considered as transition graphs among dialogue states. However,…

Computation and Language · Computer Science 2022-03-17 Liang Qiu , Chien-Sheng Wu , Wenhao Liu , Caiming Xiong

An interactive robot framework accomplishes long-horizon task planning and can easily generalize to new goals and distinct tasks, even during execution. However, most traditional methods require predefined module design, making it hard to…

Robotics · Computer Science 2025-02-11 Boyi Li , Philipp Wu , Pieter Abbeel , Jitendra Malik

End-to-end task-oriented dialog models have achieved promising performance on collaborative tasks where users willingly coordinate with the system to complete a given task. While in non-collaborative settings, for example, negotiation and…

Computation and Language · Computer Science 2019-12-02 Yu Li , Kun Qian , Weiyan Shi , Zhou Yu

As artificial intelligence (AI) becomes a prominent part of modern life, AI literacy is becoming important for all citizens, not just those in technology careers. Previous research in AI education materials has largely focused on the…

Computation and Language · Computer Science 2022-12-16 Kate Pearce , Sharifa Alghowinem , Cynthia Breazeal

Chatbots can serve as a viable tool for preliminary depression diagnosis via interactive conversations with potential patients. Nevertheless, the blend of task-oriented and chit-chat in diagnosis-related dialogues necessitates professional…

Artificial Intelligence · Computer Science 2024-04-09 Kunyao Lan , Cong Ming , Binwei Yao , Lu Chen , Mengyue Wu

This short position paper is intended to provide a critique of current approaches to dialogue, as well as a roadmap for collaborative dialogue research. It is unapologetically opinionated, but informed by 40 years of dialogue re-search. No…

Artificial Intelligence · Computer Science 2018-12-05 Philip R Cohen

Recent research in dialogue systems and corpora has focused on two main categories: task-oriented (TOD) and open-domain (chit-chat) dialogues. TOD systems help users accomplish specific tasks, while open-domain systems aim to create…

Computation and Language · Computer Science 2024-04-30 Wen-Yu Chang , Yun-Nung Chen

LLM based chatbots have become central interfaces in technical, educational, and analytical domains, supporting tasks such as code reasoning, problem solving, and information exploration. As these systems scale, sustainability concerns have…

Software Engineering · Computer Science 2025-12-17 Ronnie de Souza Santos , Cleyton Magalhães , Italo Santos

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

At present, executable visual workflows have emerged as a mainstream paradigm in real-world industrial deployments, offering strong reliability and controllability. However, in current practice, such workflows are almost entirely…

Computation and Language · Computer Science 2026-05-27 Yi Zhong , Buqiang Xu , Yijun Wang , Zifei Shan , Shuofei Qiao , Guozhou Zheng , Ningyu Zhang

We study the interpretability issue of task-oriented dialogue systems in this paper. Previously, most neural-based task-oriented dialogue systems employ an implicit reasoning strategy that makes the model predictions uninterpretable to…

Computation and Language · Computer Science 2022-03-14 Shiquan Yang , Rui Zhang , Sarah Erfani , Jey Han Lau

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…

Computation and Language · Computer Science 2023-05-10 Yang Deng , Wenqiang Lei , Wai Lam , Tat-Seng Chua

Conventionally, generation of natural language for dialogue agents may be viewed as a statistical learning problem: determine the patterns in human-provided data and generate appropriate responses with similar statistical properties.…

Computation and Language · Computer Science 2022-04-19 Siddharth Verma , Justin Fu , Mengjiao Yang , Sergey Levine

Conversational practice, while crucial for all language learners, can be challenging to get enough of and very expensive. Chatbots are computer programs developed to engage in conversations with humans. They are designed as software avatars…

Human-Computer Interaction · Computer Science 2020-11-17 Jasna Petrovic , Mladjan Jovanovic

Despite many recent advances for the design of dialogue systems, a true bottleneck remains the acquisition of data required to train its components. Unlike many other language processing applications, dialogue systems require interactions…

Computation and Language · Computer Science 2018-10-03 Matthieu Riou , Bassam Jabaian , Stéphane Huet , Fabrice Lefèvre