English
Related papers

Related papers: Challenges in Building Intelligent Open-domain Dia…

200 papers

In the field of natural language processing, open-domain chatbots have emerged as an important research topic. However, a major limitation of existing open-domain chatbot research is its singular focus on short single-session dialogue,…

Computation and Language · Computer Science 2023-10-23 Jihyoung Jang , Minseong Boo , Hyounghun Kim

Conversational search systems enable information retrieval via natural language interactions, with the goal of maximizing users' information gain over multiple dialogue turns. The increasing prevalence of conversational interfaces adopting…

Computation and Language · Computer Science 2024-07-02 Phillip Schneider , Wessel Poelman , Michael Rovatsos , Florian Matthes

Conversational AI systems are becoming famous in day to day lives. In this paper, we are trying to address the following key question: To identify whether design, as well as development efforts for search oriented conversational AI are…

Artificial Intelligence · Computer Science 2017-09-15 Mahipal Jadeja , Neelanshi Varia

Predicting user satisfaction in conversational systems has become critical, as spoken conversational assistants operate in increasingly complex domains. Online satisfaction prediction (i.e., predicting satisfaction of the user with the…

Human-Computer Interaction · Computer Science 2020-06-04 Jason Ingyu Choi , Ali Ahmadvand , Eugene Agichtein

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…

Robotics · Computer Science 2022-10-19 Makoto Kawamoto , Masaki Shuzo , Eisaku Maeda

Open-domain dialog involves generating search queries that help obtain relevant knowledge for holding informative conversations. However, it can be challenging to determine what information to retrieve when the user is passive and does not…

Computation and Language · Computer Science 2023-10-24 Revanth Gangi Reddy , Hao Bai , Wentao Yao , Sharath Chandra Etagi Suresh , Heng Ji , ChengXiang Zhai

Long-term, open-domain dialogue capabilities are essential for chatbots aiming to recall past interactions and demonstrate emotional intelligence (EI). Yet, most existing research relies on synthetic, LLM-generated data, leaving open…

Computation and Language · Computer Science 2025-02-20 Dong-Ho Lee , Adyasha Maharana , Jay Pujara , Xiang Ren , Francesco Barbieri

Building a natural language dataset requires caution since word semantics is vulnerable to subtle text change or the definition of the annotated concept. Such a tendency can be seen in generative tasks like question-answering and dialogue…

Computation and Language · Computer Science 2023-04-04 Won Ik Cho , Yoon Kyung Lee , Seoyeon Bae , Jihwan Kim , Sangah Park , Moosung Kim , Sowon Hahn , Nam Soo Kim

Notwithstanding the tremendous progress that is taking place in spoken language technology, effective speech-based human-robot interaction still raises a number of important challenges. Not only do the fields of robotics and spoken language…

Human-Computer Interaction · Computer Science 2019-12-03 Roger K. Moore

Building socially-intelligent AI agents (Social-AI) is a multidisciplinary, multimodal research goal that involves creating agents that can sense, perceive, reason about, learn from, and respond to affect, behavior, and cognition of other…

Human-Computer Interaction · Computer Science 2024-10-10 Leena Mathur , Paul Pu Liang , Louis-Philippe Morency

The field of eXplainable Artificial Intelligence (XAI) is increasingly recognizing the need to personalize and/or interactively adapt the explanation to better reflect users' explanation needs. While dialogue-based approaches to XAI have…

Machine Learning · Computer Science 2024-08-15 Dimitry Mindlin , Amelie Sophie Robrecht , Michael Morasch , Philipp Cimiano

Maintaining a consistent attribute profile is crucial for dialogue agents to naturally converse with humans. Existing studies on improving attribute consistency mainly explored how to incorporate attribute information in the responses, but…

Computation and Language · Computer Science 2021-05-18 Haoyu Song , Yan Wang , Wei-Nan Zhang , Zhengyu Zhao , Ting Liu , Xiaojiang Liu

Conversational agents promise conversational interaction but fail to deliver. Efforts often emulate functional rules from human speech, without considering key characteristics that conversation must encapsulate. Given its potential in…

Dialogue systems (DS), including the task-oriented dialogue system (TOD) and the open-domain dialogue system (ODD), have always been a fundamental task in natural language processing (NLP), allowing various applications in practice. Owing…

Computation and Language · Computer Science 2025-07-22 Hongru Wang , Lingzhi Wang , Yiming Du , Liang Chen , Jingyan Zhou , Yufei Wang , Kam-Fai Wong

Task-oriented dialogue systems are designed to achieve specific goals while conversing with humans. In practice, they may have to handle simultaneously several domains and tasks. The dialogue manager must therefore be able to take into…

Computation and Language · Computer Science 2022-10-12 Thibault Cordier , Tanguy Urvoy , Fabrice Lefèvre , Lina M. Rojas-Barahona

Task-oriented dialogues must maintain consistency both within the dialogue itself, ensuring logical coherence across turns, and with the conversational domain, accurately reflecting external knowledge. We propose to conceptualize dialogue…

Computation and Language · Computer Science 2024-07-17 Tiziano Labruna , Bernardo Magnini

Today, as seen in smart speakers, spoken dialogue technology is rapidly advancing to enable human-like interaction. However, current dialogue systems cannot pay attention not only to the content of speech, but also to the way of speaking…

Robotics · Computer Science 2022-10-20 Koki Inoue , Shuichiro Ogake , Hayato Kawamura , Naoki Igo

As conversational AI-based dialogue management has increasingly become a trending topic, the need for a standardized and reliable evaluation procedure grows even more pressing. The current state of affairs suggests various evaluation…

Computation and Language · Computer Science 2020-06-12 Sarah E. Finch , Jinho D. Choi

In the rapidly evolving landscape of human-robot collaboration, effective communication between humans and robots is crucial for complex task execution. Traditional request-response systems often lack naturalness and may hinder efficiency.…

Robotics · Computer Science 2024-09-12 Davide Ferrari , Filippo Alberi , Cristian Secchi

Building an open-domain conversational agent is a challenging problem. Current evaluation methods, mostly post-hoc judgments of static conversation, do not capture conversation quality in a realistic interactive context. In this paper, we…

Computation and Language · Computer Science 2019-11-05 Asma Ghandeharioun , Judy Hanwen Shen , Natasha Jaques , Craig Ferguson , Noah Jones , Agata Lapedriza , Rosalind Picard