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The effectiveness of recommendation systems is pivotal to user engagement and satisfaction in online platforms. As these recommendation systems increasingly influence user choices, their evaluation transcends mere technical performance and…

Information Retrieval · Computer Science 2024-01-15 Aryan Jadon , Avinash Patil

Knowledge-grounded dialogue systems are intended to convey information that is based on evidence provided in a given source text. We discuss the challenges of training a generative neural dialogue model for such systems that is controlled…

Computation and Language · Computer Science 2021-07-16 Hannah Rashkin , David Reitter , Gaurav Singh Tomar , Dipanjan Das

This paper presents Dialogos, a real-time system for human-machine spoken dialogue on the telephone in task-oriented domains. The system has been tested in a large trial with inexperienced users and it has proved robust enough to allow…

Medical dialogue systems have attracted significant attention for their potential to act as medical assistants. Enabling these medical systems to emulate clinicians' diagnostic reasoning process has been the long-standing research focus.…

Computation and Language · Computer Science 2024-06-21 Kaishuai Xu , Yi Cheng , Wenjun Hou , Qiaoyu Tan , Wenjie Li

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

With the rapid development of Large Language Models, dialogue systems are shifting from information tools to emotional companions, heralding the era of Emotional Companionship Dialogue Systems (ECDs) that provide personalized emotional…

Artificial Intelligence · Computer Science 2025-11-25 Haifeng Jing , Yujie Hou , Junfei Liu , Rui Xie , alan Xu , Jinlong Ma , Qichun Deng

Research on dialogue constructiveness assessment focuses on (i) analysing conversational factors that influence individuals to take specific actions, win debates, change their perspectives or broaden their open-mindedness and (ii)…

Computation and Language · Computer Science 2024-10-03 Lexin Zhou , Youmna Farag , Andreas Vlachos

Specifying and implementing flexible human-computer dialogs, such as those used in kiosks and smart phone apps, is challenging because of the numerous and varied directions in which each user might steer a dialog. The objective of this…

Programming Languages · Computer Science 2015-12-22 Saverio Perugini

Evaluating the quality of a dialogue interaction between two agents is a difficult task, especially in open-domain chit-chat style dialogue. There have been recent efforts to develop automatic dialogue evaluation metrics, but most of them…

Computation and Language · Computer Science 2020-05-05 Koustuv Sinha , Prasanna Parthasarathi , Jasmine Wang , Ryan Lowe , William L. Hamilton , Joelle Pineau

The aim of this paper is to mitigate the shortcomings of automatic evaluation of open-domain dialog systems through multi-reference evaluation. Existing metrics have been shown to correlate poorly with human judgement, particularly in…

Computation and Language · Computer Science 2019-09-10 Prakhar Gupta , Shikib Mehri , Tiancheng Zhao , Amy Pavel , Maxine Eskenazi , Jeffrey P. Bigham

Learning suitable and well-performing dialogue behaviour in statistical spoken dialogue systems has been in the focus of research for many years. While most work which is based on reinforcement learning employs an objective measure like…

Computation and Language · Computer Science 2020-01-22 Stefan Ultes

Automatic dialogue evaluation plays a crucial role in open-domain dialogue research. Previous works train neural networks with limited annotation for conducting automatic dialogue evaluation, which would naturally affect the evaluation…

Computation and Language · Computer Science 2019-12-11 Lu Li , Zhongheng He , Xiangyang Zhou , Dianhai Yu

Though generative dialogue modeling is widely seen as a language modeling task, the task demands an agent to have a complex natural language understanding of its input text to carry a meaningful interaction with an user. The automatic…

Computation and Language · Computer Science 2020-08-25 Prasanna Parthasarathi , Joelle Pineau , Sarath Chandar

Identifying relevant knowledge to be used in conversational systems that are grounded in long documents is critical to effective response generation. We introduce a knowledge identification model that leverages the document structure to…

Computation and Language · Computer Science 2021-09-13 Zeqiu Wu , Bo-Ru Lu , Hannaneh Hajishirzi , Mari Ostendorf

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

User reviews on e-commerce and review sites are crucial for making purchase decisions, although creating detailed reviews is time-consuming and labor-intensive. In this study, we propose a novel use of dialogue systems to facilitate user…

Human-Computer Interaction · Computer Science 2026-03-10 Yoshiki Tanaka , Michimasa Inaba

We propose a novel preference alignment framework for improving spoken dialogue models on real-time conversations from user interactions. Current preference learning methods primarily focus on text-based language models, and are not…

Computation and Language · Computer Science 2025-06-27 Anne Wu , Laurent Mazaré , Neil Zeghidour , Alexandre Défossez

Human evaluation has been widely accepted as the standard for evaluating chat-oriented dialogue systems. However, there is a significant variation in previous work regarding who gets recruited as evaluators. Evaluator groups such as domain…

Computation and Language · Computer Science 2023-09-18 Sarah E. Finch , James D. Finch , Jinho D. Choi

Visually-grounded dialog systems, which integrate multiple modes of communication such as text and visual inputs, have become an increasingly popular area of investigation. However, the absence of a standardized evaluation framework poses a…

Computation and Language · Computer Science 2023-09-15 Yunshui Li , Binyuan Hui , Zhaochao Yin , Wanwei He , Run Luo , Yuxing Long , Min Yang , Fei Huang , Yongbin Li

Item difficulty plays a crucial role in test performance, interpretability of scores, and equity for all test-takers, especially in large-scale assessments. Traditional approaches to item difficulty modeling rely on field testing and…

Computation and Language · Computer Science 2025-09-30 Sydney Peters , Nan Zhang , Hong Jiao , Ming Li , Tianyi Zhou , Robert Lissitz