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Related papers: Instruction Clarification Requests in Multimodal C…

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Instruction Clarification Requests are a mechanism to solve communication problems, which is very functional in instruction-following interactions. Recent work has argued that the CoDraw dataset is a valuable source of naturally occurring…

Computation and Language · Computer Science 2023-07-27 Brielen Madureira , David Schlangen

In this work, we propose a goal-driven collaborative task that combines language, perception, and action. Specifically, we develop a Collaborative image-Drawing game between two agents, called CoDraw. Our game is grounded in a virtual world…

Computer Vision and Pattern Recognition · Computer Science 2019-06-05 Jin-Hwa Kim , Nikita Kitaev , Xinlei Chen , Marcus Rohrbach , Byoung-Tak Zhang , Yuandong Tian , Dhruv Batra , Devi Parikh

A key feature of human collaboration is the ability to iteratively refine the concepts we have communicated. In contrast, while generative AI excels at the \textit{generation} of content, it often struggles to make specific language-guided…

Artificial Intelligence · Computer Science 2025-04-30 William P. McCarthy , Saujas Vaduguru , Karl D. D. Willis , Justin Matejka , Judith E. Fan , Daniel Fried , Yewen Pu

Collaborative tasks are ubiquitous activities where a form of communication is required in order to reach a joint goal. Collaborative building is one of such tasks. We wish to develop an intelligent builder agent in a simulated building…

Computation and Language · Computer Science 2022-04-22 Zhengxiang Shi , Yue Feng , Aldo Lipani

Clarification requests are a mechanism to help solve communication problems, e.g. due to ambiguity or underspecification, in instruction-following interactions. Despite their importance, even skilful models struggle with producing or…

Computation and Language · Computer Science 2024-01-31 Brielen Madureira , David Schlangen

Intelligent systems need to be able to recover from mistakes, resolve uncertainty, and adapt to novel concepts not seen during training. Dialog interaction can enable this by the use of clarifications for correction and resolving…

Computer Vision and Pattern Recognition · Computer Science 2020-12-15 Aishwarya Padmakumar , Raymond J. Mooney

Most previous work on Conversational Query Rewriting employs an end-to-end rewriting paradigm. However, this approach is hindered by the issue of multiple fuzzy expressions within the query, which complicates the simultaneous identification…

Computation and Language · Computer Science 2025-09-17 Zhiyu Cao , Peifeng Li , Qiaoming Zhu

In human conversation, both interlocutors play an active role in maintaining mutual understanding. When listeners are uncertain about what speakers mean, for example, they can request clarification. It is an open question for language…

Computation and Language · Computer Science 2026-05-18 Manar Ali , Judith Sieker , Sina Zarrieß , Hendrik Buschmeier

Teaching systems physical tasks is a long standing goal in HCI, yet most prior work has focused on non collaborative physical activities. Collaborative tasks introduce added complexity, requiring systems to infer users assumptions about…

Artificial Intelligence · Computer Science 2026-04-13 Edward Kim , Daniel He , Jorge Chao , Wiktor Rajca , Mohammed Amin , Nishant Malpani , Ruta Desai , Antti Oulasvirta , Bjoern Hartmann , Sanjit Seshia

Communicating with humans is challenging for AIs because it requires a shared understanding of the world, complex semantics (e.g., metaphors or analogies), and at times multi-modal gestures (e.g., pointing with a finger, or an arrow in a…

Recent text-only models demonstrate remarkable mathematical reasoning capabilities. Extending these to visual domains requires vision-language models to translate images into text descriptions. However, current models, trained to produce…

Machine Learning · Computer Science 2025-10-01 John Gkountouras , Ivan Titov

Traditional recommendation systems produce static rather than interactive recommendations invariant to a user's specific requests, clarifications, or current mood, and can suffer from the cold-start problem if their tastes are unknown.…

Computation and Language · Computer Science 2019-09-10 Dongyeop Kang , Anusha Balakrishnan , Pararth Shah , Paul Crook , Y-Lan Boureau , Jason Weston

Effective communication is essential in collaborative tasks, so AI-equipped robots working alongside humans need to be able to explain their behaviour in order to cooperate effectively and earn trust. We analyse and classify communications…

Human-Computer Interaction · Computer Science 2024-11-20 Marc Roig Vilamala , Jack Furby , Julian de Gortari Briseno , Mani Srivastava , Alun Preece , Carolina Fuentes Toro

Robotic agents performing domestic chores by natural language directives are required to master the complex job of navigating environment and interacting with objects in the environments. The tasks given to the agents are often composite…

Robotics · Computer Science 2024-03-14 Suvaansh Bhambri , Byeonghwi Kim , Jonghyun Choi

This work presents a requirement analysis for collaborative dialogues among medical experts and an inquiry dialogue game based on this analysis for incorporating explainability into multiagent system design. The game allows experts with…

Multiagent Systems · Computer Science 2025-11-04 Qurat-ul-ain Shaheen , Katarzyna Budzynska , Carles Sierra

We study a collaborative scenario where a user not only instructs a system to complete tasks, but also acts alongside it. This allows the user to adapt to the system abilities by changing their language or deciding to simply accomplish some…

Computation and Language · Computer Science 2022-11-24 Alane Suhr , Claudia Yan , Charlotte Schluger , Stanley Yu , Hadi Khader , Marwa Mouallem , Iris Zhang , Yoav Artzi

Conversational Machine Reading (CMR) aims at answering questions in a complicated manner. Machine needs to answer questions through interactions with users based on given rule document, user scenario and dialogue history, and ask questions…

Computation and Language · Computer Science 2021-06-01 Siru Ouyang , Zhuosheng Zhang , Hai Zhao

A peculiarity of conversational search systems is that they involve mixed-initiatives such as system-generated query clarifying questions. Evaluating those systems at a large scale on the end task of IR is very challenging, requiring…

Information Retrieval · Computer Science 2023-11-13 Pierre Erbacher , Jian-Yun Nie , Philippe Preux , Laure Soulier

Explanations in conventional recommender systems have demonstrated benefits in helping the user understand the rationality of the recommendations and improving the system's efficiency, transparency, and trustworthiness. In the…

Information Retrieval · Computer Science 2023-05-31 Shuyu Guo , Shuo Zhang , Weiwei Sun , Pengjie Ren , Zhumin Chen , Zhaochun Ren

Previous research on multi-party dialogue generation has predominantly leveraged structural information inherent in dialogues to directly inform the generation process. However, the prevalence of colloquial expressions and incomplete…

Computation and Language · Computer Science 2026-04-14 Zhiyu Cao , Peifeng Li , Qiaoming Zhu
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