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Recently, the development of large language models (LLMs) has been significantly enhanced the question answering and dialogue generation, and makes them become increasingly popular in current practical scenarios. While unlike the general…

Computation and Language · Computer Science 2023-09-19 Zhiyuan Hu , Yue Feng , Yang Deng , Zekun Li , See-Kiong Ng , Anh Tuan Luu , Bryan Hooi

Robotic systems are increasingly expected to operate in human-centered, unstructured environments where safety, adaptability, and generalization are essential. Vision-Language-Action (VLA) models have been proposed as a language guided…

Robotics · Computer Science 2025-10-21 Haochen Su , Cristian Meo , Francesco Stella , Andrea Peirone , Kai Junge , Josie Hughes

Data for human-human spoken dialogues for research and development are currently very limited in quantity, variety, and sources; such data are even scarcer in healthcare. In this work, we investigate fast prototyping of a dialogue…

Conversational Tree Search (V\"ath et al., 2023) is a recent approach to controllable dialog systems, where domain experts shape the behavior of a Reinforcement Learning agent through a dialog tree. The agent learns to efficiently navigate…

Computation and Language · Computer Science 2024-03-27 Dirk Väth , Lindsey Vanderlyn , Ngoc Thang Vu

Dialogue systems are a popular natural language processing (NLP) task as it is promising in real-life applications. It is also a complicated task since many NLP tasks deserving study are involved. As a result, a multitude of novel works on…

Computation and Language · Computer Science 2022-03-31 Jinjie Ni , Tom Young , Vlad Pandelea , Fuzhao Xue , Erik Cambria

Spoken language understanding (SLU), which is a core component of the task-oriented dialogue system, has made substantial progress in the research of single-turn dialogue. However, the performance in multi-turn dialogue is still not…

Computation and Language · Computer Science 2021-03-11 Lizhi Cheng , Weijia Jia , Wenmian Yang

Dialogue assistants are rapidly becoming an indispensable daily aid. To avoid the significant effort needed to hand-craft the required dialogue flow, the Dialogue Management (DM) module can be cast as a continuous Markov Decision Process…

End-to-end spoken language understanding (SLU) systems that process human-human or human-computer interactions are often context independent and process each turn of a conversation independently. Spoken conversations on the other hand, are…

Computation and Language · Computer Science 2021-08-20 Jatin Ganhotra , Samuel Thomas , Hong-Kwang J. Kuo , Sachindra Joshi , George Saon , Zoltán Tüske , Brian Kingsbury

Agents, whether software or hardware, perceive their environment through sensors and act using actuators, often operating in dynamic, partially observable settings. They face challenges like incomplete and noisy data, unforeseen situations,…

Artificial Intelligence · Computer Science 2024-05-29 Saeedeh Ghanadbashi , Fatemeh Golpayegani

Despite recent advances in understanding and leveraging long-range conversational memory, existing benchmarks still lack systematic evaluation of large language models(LLMs) across diverse memory dimensions, particularly in multi-session…

Computation and Language · Computer Science 2026-01-08 Ye Shen , Dun Pei , Yiqiu Guo , Junying Wang , Yijin Guo , Zicheng Zhang , Qi Jia , Jun Zhou , Guangtao Zhai

The ever-increasing amount of data in biomedical research, and in cancer research in particular, needs to be managed to support efficient data access, exchange and integration. Existing software infrastructures, such caGrid, support access…

Artificial Intelligence · Computer Science 2010-12-30 Alejandra Gonzalez-Beltran , Ben Tagger , Anthony Finkelstein

The main goal of modeling human conversation is to create agents which can interact with people in both open-ended and goal-oriented scenarios. End-to-end trained neural dialog systems are an important line of research for such generalized…

Computation and Language · Computer Science 2019-04-30 Chaitanya K. Joshi , Fei Mi , Boi Faltings

Task-oriented dialogue (ToD) benchmarks provide an important avenue to measure progress and develop better conversational agents. However, existing datasets for end-to-end ToD modeling are limited to a single language, hindering the…

Computation and Language · Computer Science 2021-06-08 Zhaojiang Lin , Andrea Madotto , Genta Indra Winata , Peng Xu , Feijun Jiang , Yuxiang Hu , Chen Shi , Pascale Fung

With the rapid explosion of the World Wide Web, it is becoming increasingly possible to easily acquire a wide variety of information such as flight schedules, yellow pages, used car prices, current stock prices, entertainment event…

cmp-lg · Computer Science 2008-02-03 Rajeev Agarwal

Natural Language Understanding (NLU) and Natural Language Generation (NLG) are the two critical components of every conversational system that handles the task of understanding the user by capturing the necessary information in the form of…

Computer Vision and Pattern Recognition · Computer Science 2023-05-30 Mauajama Firdaus , Avinash Madasu , Asif Ekbal

Ondex is a data integration and visualization platform developed to support Systems Biology Research. At its core is a data model based on two main principles: first, all information can be represented as a graph and, second, all elements…

Artificial Intelligence · Computer Science 2010-12-09 Catherine Canevet , Artem Lysenko , Andrea Splendiani , Matthew Pocock , Christopher Rawlings

Task-oriented dialogue (TOD) systems are required to identify key information from conversations for the completion of given tasks. Such information is conventionally specified in terms of intents and slots contained in task-specific…

Computation and Language · Computer Science 2022-01-25 Jeffrey Zhao , Raghav Gupta , Yuan Cao , Dian Yu , Mingqiu Wang , Harrison Lee , Abhinav Rastogi , Izhak Shafran , Yonghui Wu

Vision-Language-Action (VLA) models have recently emerged, demonstrating strong generalization in robotic scene understanding and manipulation. However, when confronted with long-horizon tasks that require defined goal states, such as LEGO…

In cognitive science and linguistic theory, dialogue is not seen as a chain of independent utterances but rather as a joint activity sustained by coherence, consistency, and shared understanding. However, many systems for open-domain and…

Computation and Language · Computer Science 2026-03-24 Tianyi Zhang , David Traum

In task-oriented dialogue (ToD), a user holds a conversation with an artificial agent to complete a concrete task. Although this technology represents one of the central objectives of AI and has been the focus of ever more intense research…

Computation and Language · Computer Science 2022-05-27 Evgeniia Razumovskaia , Goran Glavaš , Olga Majewska , Edoardo M. Ponti , Anna Korhonen , Ivan Vulić
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