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The aim of the workshop was to bring together experts working on open-domain dialogue research. In this speedily advancing research area many challenges still exist, such as learning information from conversations, and engaging in a…

Computation and Language · Computer Science 2024-11-20 Yvette Graham , Mohammed Rameez Qureshi , Haider Khalid , Gerasimos Lampouras , Ignacio Iacobacci , Qun Liu

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.,…

Computation and Language · Computer Science 2020-10-05 Kurt Shuster , Eric Michael Smith , Da Ju , Jason Weston

Various studies have been conducted on human-supporting robot systems. These systems have been put to practical use over the years and are now seen in our daily lives. In particular, robots communicating smoothly with people are expected to…

With the rapid development of large language models, researchers have created increasingly advanced spoken dialogue systems that can naturally converse with humans. However, these systems still struggle to handle the full complexity of…

Computation and Language · Computer Science 2025-01-03 Xize Cheng , Dongjie Fu , Xiaoda Yang , Minghui Fang , Ruofan Hu , Jingyu Lu , Bai Jionghao , Zehan Wang , Shengpeng Ji , Rongjie Huang , Linjun Li , Yu Chen , Tao Jin , Zhou Zhao

Open-domain dialogue systems aim to generate natural and engaging conversations, providing significant practical value in real applications such as social robotics and personal assistants. The advent of large language models (LLMs) has…

Artificial Intelligence · Computer Science 2025-05-20 Yufeng Wang , Jinwu Hu , Ziteng Huang , Kunyang Lin , Zitian Zhang , Peihao Chen , Yu Hu , Qianyue Wang , Zhuliang Yu , Bin Sun , Xiaofen Xing , Qingfang Zheng , Mingkui Tan

Language Models have previously shown strong negotiation capabilities in closed domains where the negotiation strategy prediction scope is constrained to a specific setup. In this paper, we first show that these models are not generalizable…

Computation and Language · Computer Science 2024-06-18 Darshan Deshpande , Shambhavi Sinha , Anirudh Ravi Kumar , Debaditya Pal , Jonathan May

The predominant approach to open-domain dialog generation relies on end-to-end training of neural models on chat datasets. However, this approach provides little insight as to what these models learn (or do not learn) about engaging in…

Computation and Language · Computer Science 2020-08-04 Abdelrhman Saleh , Tovly Deutsch , Stephen Casper , Yonatan Belinkov , Stuart Shieber

Building dialogue systems that naturally converse with humans is being an attractive and an active research domain. Multiple systems are being designed everyday and several datasets are being available. For this reason, it is being hard to…

Computation and Language · Computer Science 2019-07-31 Basma El Amel Boussaha , Nicolas Hernandez , Christine Jacquin , Emmanuel Morin

Existing dialogue corpora and models are typically designed under two disjoint motives: while task-oriented systems focus on achieving functional goals (e.g., booking hotels), open-domain chatbots aim at making socially engaging…

Computation and Language · Computer Science 2021-05-04 Kai Sun , Seungwhan Moon , Paul Crook , Stephen Roller , Becka Silvert , Bing Liu , Zhiguang Wang , Honglei Liu , Eunjoon Cho , Claire Cardie

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…

Computation and Language · Computer Science 2017-09-12 Kevin K. Bowden , Shereen Oraby , Amita Misra , Jiaqi Wu , Stephanie Lukin

Creating open-domain chatbots requires large amounts of conversational data and related benchmark tasks to evaluate them. Standardized evaluation tasks are crucial for creating automatic evaluation metrics for model development; otherwise,…

Computation and Language · Computer Science 2020-08-20 Katri Leino , Juho Leinonen , Mittul Singh , Sami Virpioja , Mikko Kurimo

Building an end-to-end conversational agent for multi-domain task-oriented dialogues has been an open challenge for two main reasons. First, tracking dialogue states of multiple domains is non-trivial as the dialogue agent must obtain…

Computation and Language · Computer Science 2020-11-17 Hung Le , Doyen Sahoo , Chenghao Liu , Nancy F. Chen , Steven C. H. Hoi

Recent work building open-domain chatbots has demonstrated that increasing model size improves performance. On the other hand, latency and connectivity considerations dictate the move of digital assistants on the device. Giving a digital…

Computation and Language · Computer Science 2022-04-11 Greyson Gerhard-Young , Raviteja Anantha , Srinivas Chappidi , Björn Hoffmeister

Prior approaches to realizing mixed-initiative human--computer referential communication have adopted information-state or collaborative problem-solving approaches. In this paper, we argue for a new approach, inspired by coherence-based…

Computation and Language · Computer Science 2020-07-10 Baber Khalid , Malihe Alikhani , Michael Fellner , Brian McMahan , Matthew Stone

This paper describes a dialogue system developed for the Dialogue Robot Competition 2023 that achieves topic control for trip planning by inserting text into prompts using the ChatGPT-API. We built a system that is capable of generating…

Human-Computer Interaction · Computer Science 2023-12-21 Miyama Tamotsu , Okada Shogo

Robust dialogue belief tracking is a key component in maintaining good quality dialogue systems. The tasks that dialogue systems are trying to solve are becoming increasingly complex, requiring scalability to multi domain, semantically rich…

Computation and Language · Computer Science 2018-07-18 Osman Ramadan , Paweł Budzianowski , Milica Gašić

Despite end-to-end neural systems making significant progress in the last decade for task-oriented as well as chit-chat based dialogue systems, most dialogue systems rely on hybrid approaches which use a combination of rule-based, retrieval…

Computation and Language · Computer Science 2021-05-07 Ashish Shrivastava , Kaustubh Dhole , Abhinav Bhatt , Sharvani Raghunath

There has been an increased focus on creating conversational open-domain dialogue systems in the spoken dialogue community. Unlike traditional dialogue systems, these conversational systems cannot assume any specific information need or…

Computation and Language · Computer Science 2023-03-10 Kevin K. Bowden , Marilyn Walker

We investigate the task of building open domain, conversational dialogue systems based on large dialogue corpora using generative models. Generative models produce system responses that are autonomously generated word-by-word, opening up…

Computation and Language · Computer Science 2016-04-08 Iulian V. Serban , Alessandro Sordoni , Yoshua Bengio , Aaron Courville , Joelle Pineau

Recently, research on open domain dialogue systems have attracted extensive interests of academic and industrial researchers. The goal of an open domain dialogue system is to imitate humans in conversations. Previous works on single turn…

Computation and Language · Computer Science 2024-10-29 Wei-Nan Zhang , Yiming Cui , Kaiyan Zhang , Yifa Wang , Qingfu Zhu , Lingzhi Li , Ting Liu
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