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Training chatbots using the reinforcement learning paradigm is challenging due to high-dimensional states, infinite action spaces and the difficulty in specifying the reward function. We address such problems using clustered actions instead…

Artificial Intelligence · Computer Science 2019-08-28 Heriberto Cuayáhuitl , Donghyeon Lee , Seonghan Ryu , Sungja Choi , Inchul Hwang , Jihie Kim

We have reached a practical and realistic phase in human-support dialogue agents by developing a large language model (LLM). However, when requiring expert knowledge or anticipating the utterance content using the massive size of the…

Human-Computer Interaction · Computer Science 2023-12-22 Naoki Yoshimaru , Motoharu Okuma , Takamasa Iio , Kenji Hatano

The Turing test examines whether AIs exhibit human-like behaviour in natural language conversations. The traditional setting limits each participant to one message at a time and requires constant human participation. This fails to reflect a…

Computation and Language · Computer Science 2025-05-30 Weiqi Wu , Hongqiu Wu , Hai Zhao

We introduce a dynamic benchmarking system for conversational agents that evaluates their performance through a single, simulated, and lengthy user$\leftrightarrow$agent interaction. The interaction is a conversation between the user and…

Computation and Language · Computer Science 2024-10-14 David Castillo-Bolado , Joseph Davidson , Finlay Gray , Marek Rosa

This paper describes a recently initiated research project aiming at supporting development of computerised dialogue systems that handle breaches of conversational norms such as the Gricean maxims, which describe how dialogue participants…

Computation and Language · Computer Science 2021-03-03 Maitreyee Tewari , Thomas Hellström , Suna Bensch

This paper presents the findings from the third edition of the Chat Translation Shared Task. As with previous editions, the task involved translating bilingual customer support conversations, specifically focusing on the impact of…

Computation and Language · Computer Science 2024-10-16 Wafaa Mohammed , Sweta Agrawal , M. Amin Farajian , Vera Cabarrão , Bryan Eikema , Ana C. Farinha , José G. C. de Souza

This paper introduces the human-like embodied AI interviewer which integrates android robots equipped with advanced conversational capabilities, including attentive listening, conversational repairs, and user fluency adaptation. Moreover,…

Computation and Language · Computer Science 2024-12-16 Zi Haur Pang , Yahui Fu , Divesh Lala , Mikey Elmers , Koji Inoue , Tatsuya Kawahara

Human robot collaboration is becoming increasingly important as robots become more involved in various aspects of human life in the era of Artificial Intelligence. However, the issue of human operators trust in robots remains a significant…

Robotics · Computer Science 2023-04-26 Yang Ye , Hengxu You , Jing Du

With the rapid development of artificial intelligence, conversational bots have became prevalent in mainstream E-commerce platforms, which can provide convenient customer service timely. To satisfy the user, the conversational bots need to…

Computation and Language · Computer Science 2021-09-23 Zhenyu Zhang , Tao Guo , Meng Chen

The Multi-modal Multiple Appropriate Facial Reaction Generation Challenge (REACT2023) is the first competition event focused on evaluating multimedia processing and machine learning techniques for generating human-appropriate facial…

Computer Vision and Pattern Recognition · Computer Science 2023-06-13 Siyang Song , Micol Spitale , Cheng Luo , German Barquero , Cristina Palmero , Sergio Escalera , Michel Valstar , Tobias Baur , Fabien Ringeval , Elisabeth Andre , Hatice Gunes

Interactive robot learning is a challenging problem as the robot is present with human users who expect the robot to learn novel skills to solve novel tasks perpetually with sample efficiency. In this work we present a framework for robots…

Robotics · Computer Science 2026-03-31 Weiwei Gu , Suresh Kondepudi , Anmol Gupta , Lixiao Huang , Nakul Gopalan

By evaluating Large Language Models (LLMs) through uniform, text-only interfaces, current academic benchmarks obscure how the unique designs and affordances of distinct commercial platforms shape real-world user behavior and system…

Computation and Language · Computer Science 2026-05-19 Yueru Yan , Tuc Nguyen , Bo Su , Melissa Lieffers , Thai Le

As conversational models become increasingly available to the general public, users are engaging with this technology in social interactions. Such unprecedented interaction experiences may pose considerable social and psychological risks to…

Computation and Language · Computer Science 2023-08-28 Ekaterina Svikhnushina , Pearl Pu

Multi-party open-ended conversation remains a major challenge in human-robot interaction, particularly when robots must recognise speakers, allocate turns, and respond coherently under overlapping or rapidly shifting dialogue. This paper…

Human-Computer Interaction · Computer Science 2025-12-15 Giulio Antonio Abbo , Maria Jose Pinto-Bernal , Martijn Catrycke , Tony Belpaeme

Although there have been remarkable advances in dialogue systems through the dialogue systems technology competition (DSTC), it remains one of the key challenges to building a robust task-oriented dialogue system with a speech interface.…

Computation and Language · Computer Science 2024-01-10 Jaeseok Yoon , Seunghyun Hwang , Ran Han , Jeonguk Bang , Kee-Eung Kim

We propose a novel approach to multi-robot collaboration that harnesses the power of pre-trained large language models (LLMs) for both high-level communication and low-level path planning. Robots are equipped with LLMs to discuss and…

Robotics · Computer Science 2023-07-11 Zhao Mandi , Shreeya Jain , Shuran Song

The integration of large language models (LLMs) into conversational robots has made human-robot conversations more dynamic. Yet, LLM-powered conversational robots remain prone to errors, e.g., misunderstanding user intent, prematurely…

We introduce TacoBot, a user-centered task-oriented digital assistant designed to guide users through complex real-world tasks with multiple steps. Covering a wide range of cooking and how-to tasks, we aim to deliver a collaborative and…

Computation and Language · Computer Science 2023-08-01 Lingbo Mo , Shijie Chen , Ziru Chen , Xiang Deng , Ashley Lewis , Sunit Singh , Samuel Stevens , Chang-You Tai , Zhen Wang , Xiang Yue , Tianshu Zhang , Yu Su , Huan Sun

TalkWithMachines aims to enhance human-robot interaction by contributing to interpretable industrial robotic systems, especially for safety-critical applications. The presented paper investigates recent advancements in Large Language Models…

Robotics · Computer Science 2024-12-23 Ammar N. Abbas , Csaba Beleznai

Between 2021 and 2023, AI-Olympics, a series of online AI competitions was hosted by the online evaluation platform Jidi in collaboration with the IJCAI committee. In these competitions, an agent is required to accomplish diverse sports…

Multiagent Systems · Computer Science 2024-05-24 Chen Wang , Yan Song , Shuai Wu , Sa Wu , Ruizhi Zhang , Shu Lin , Haifeng Zhang
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