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We introduce the first goal-driven training for visual question answering and dialog agents. Specifically, we pose a cooperative 'image guessing' game between two agents -- Qbot and Abot -- who communicate in natural language dialog so that…

Computer Vision and Pattern Recognition · Computer Science 2017-03-22 Abhishek Das , Satwik Kottur , José M. F. Moura , Stefan Lee , Dhruv Batra

End-to-end task bots are typically learned over a static and usually limited-size corpus. However, when deployed in dynamic, changing, and open environments to interact with users, task bots tend to fail when confronted with data that…

Computation and Language · Computer Science 2022-12-29 Xiaoying Zhang , Baolin Peng , Jianfeng Gao , Helen Meng

The next step for intelligent dialog agents is to escape their role as silent bystanders and become proactive. Well-defined proactive behavior may improve human-machine cooperation, as the agent takes a more active role during interaction…

Computation and Language · Computer Science 2023-06-23 Matthias Kraus , Nicolas Wagner , Ron Riekenbrauck , Wolfgang Minker

Dialogue systems have long supported learner reflections, with theoretically grounded, rule-based designs offering structured scaffolding but often struggling to respond to shifts in engagement. Large Language Models (LLMs), in contrast,…

We motivate and describe a new freely available human-human dialogue dataset for interactive learning of visually grounded word meanings through ostensive definition by a tutor to a learner. The data has been collected using a novel,…

Computation and Language · Computer Science 2017-10-02 Yanchao Yu , Arash Eshghi , Gregory Mills , Oliver Joseph Lemon

Social learning plays an important role in the development of human intelligence. As children, we imitate our parents' speech patterns until we are able to produce sounds; we learn from them praising us and scolding us; and as adults, we…

Machine Learning · Computer Science 2024-08-06 Dylan Hillier , Cheston Tan , Jing Jiang

As social robots see increasing deployment within the general public, improving the interaction with those robots is essential. Spoken language offers an intuitive interface for the human-robot interaction (HRI), with dialogue management…

Robotics · Computer Science 2025-02-04 Merle M. Reimann , Florian A. Kunneman , Catharine Oertel , Koen V. Hindriks

As AI is more and more pervasive in everyday life, humans have an increasing demand to understand its behavior and decisions. Most research on explainable AI builds on the premise that there is one ideal explanation to be found. In fact,…

Computation and Language · Computer Science 2022-09-07 Henning Wachsmuth , Milad Alshomary

Even in our increasingly text-intensive times, the primary site of language use is situated, co-present interaction. It is primary ontogenetically and phylogenetically, and it is arguably also still primary in negotiating everyday social…

Computation and Language · Computer Science 2023-02-20 David Schlangen

In this paper, we propose Tutoring bot, a generative chatbot trained on a large scale of tutor-student conversations for English-language learning. To mimic a human tutor's behavior in language education, the tutor bot leverages diverse…

Artificial Intelligence · Computer Science 2023-02-27 Hyungjoo Chae , Minjin Kim , Chaehyeong Kim , Wonseok Jeong , Hyejoong Kim , Junmyung Lee , Jinyoung Yeo

A learning dialogue agent can infer its behaviour from interactions with the users. These interactions can be taken from either human-to-human or human-machine conversations. However, human interactions are scarce and costly, making…

Computation and Language · Computer Science 2020-12-10 Thibault Cordier , Tanguy Urvoy , Lina M. Rojas-Barahona , Fabrice Lefèvre

In the rapidly evolving landscape of Human-Robot Collaboration (HRC), effective communication between humans and robots is crucial for complex task execution. Traditional request-response systems often lack naturalness and may hinder…

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

Dialogue systems, also called chatbots, are now used in a wide range of applications. However, they still have some major weaknesses. One key weakness is that they are typically trained from manually-labeled data and/or written with…

Computation and Language · Computer Science 2021-02-25 Bing Liu , Sahisnu Mazumder

As the use of Augmented Reality (AR) to enhance interactions between human agents and robotic systems in a work environment continues to grow, robots must communicate their intents in informative yet straightforward ways. This improves the…

Robotics · Computer Science 2023-03-13 Chrisantus Eze , Christopher Crick

Modern virtual personal assistants provide a convenient interface for completing daily tasks via voice commands. An important consideration for these assistants is the ability to recover from automatic speech recognition (ASR) and natural…

Computation and Language · Computer Science 2017-12-13 Maryam Fazel-Zarandi , Shang-Wen Li , Jin Cao , Jared Casale , Peter Henderson , David Whitney , Alborz Geramifard

Large language models (LLMs) encode a vast amount of world knowledge acquired from massive text datasets. Recent studies have demonstrated that LLMs can assist an embodied agent in solving complex sequential decision making tasks by…

Artificial Intelligence · Computer Science 2024-06-27 Bin Hu , Chenyang Zhao , Pu Zhang , Zihao Zhou , Yuanhang Yang , Zenglin Xu , Bin Liu

In this paper, we introduce a robotic agent specifically designed to analyze external environments and address participants' questions. The primary focus of this agent is to assist individuals using language-based interactions within…

Artificial Intelligence · Computer Science 2024-06-12 Haozheng Luo , Ruiyang Qin , Chenwei Xu , Guo Ye , Zening Luo

Due to the significance and value in human-computer interaction and natural language processing, task-oriented dialog systems are attracting more and more attention in both academic and industrial communities. In this paper, we survey…

Computation and Language · Computer Science 2020-06-24 Zheng Zhang , Ryuichi Takanobu , Qi Zhu , Minlie Huang , Xiaoyan Zhu

We consider the problem of designing an artificial agent capable of interacting with humans in collaborative dialogue to produce creative, engaging narratives. In this task, the goal is to establish universe details, and to collaborate on…

Human-Computer Interaction · Computer Science 2019-02-01 Kory W. Mathewson , Pablo Samuel Castro , Colin Cherry , George Foster , Marc G. Bellemare

The ultimate goal of embodied agents is to create collaborators that can interact with humans, not mere executors that passively follow instructions. This requires agents to communicate, coordinate, and adapt their actions based on human…

Robotics · Computer Science 2025-09-22 Xingyao Lin , Xinghao Zhu , Tianyi Lu , Sicheng Xie , Hui Zhang , Xipeng Qiu , Zuxuan Wu , Yu-Gang Jiang
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