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Situated embodied conversation requires robots to interleave real-time dialogue with active perception: deciding what to look at, when to look, and what to say under tight latency constraints. We present a simple, minimal system recipe that…

Robotics · Computer Science 2026-02-05 Dong Won Lee , Sarah Gillet , Louis-Philippe Morency , Cynthia Breazeal , Hae Won Park

When language models answer open-ended problems, they implicitly make hidden decisions that shape their outputs, leaving users with uncontextualized answers rather than a working map of the problem; drawing on multiverse analysis from…

Human-Computer Interaction · Computer Science 2026-05-05 Andre Ye , Jenny Y. Huang , Alicia Guo , Rose Novick , Tamara Broderick , Mitchell L. Gordon

We introduce a new language learning setting relevant to building adaptive natural language interfaces. It is inspired by Wittgenstein's language games: a human wishes to accomplish some task (e.g., achieving a certain configuration of…

Computation and Language · Computer Science 2016-06-09 Sida I. Wang , Percy Liang , Christopher D. Manning

Visual Question Answering (VQA) has become one of the key benchmarks of visual recognition progress. Multiple VQA extensions have been explored to better simulate real-world settings: different question formulations, changing training and…

Computer Vision and Pattern Recognition · Computer Science 2022-02-21 Arjun Mani , Nobline Yoo , Will Hinthorn , Olga Russakovsky

This paper presents a dataset collected from natural dialogs which enables to test the ability of dialog systems to learn new facts from user utterances throughout the dialog. This interactive learning will help with one of the most…

Computation and Language · Computer Science 2016-05-17 Miroslav Vodolán , Filip Jurčíček

We propose an approach to manipulate existing interactive visualizations to answer users' natural language queries. We analyze the natural language tasks and propose a design space of a hierarchical task structure, which allows for a…

Human-Computer Interaction · Computer Science 2024-04-10 Can Liu , Jiacheng Yu , Yuhan Guo , Jiayi Zhuang , Yuchu Luo , Xiaoru Yuan

In task-oriented dialogue systems, spoken language understanding, or SLU, refers to the task of parsing natural language user utterances into semantic frames. Making use of context from prior dialogue history holds the key to more effective…

Computation and Language · Computer Science 2018-07-03 Raghav Gupta , Abhinav Rastogi , Dilek Hakkani-Tur

Human mind is the palace of curious questions that seek answers. Computational resolution of this challenge is possible through Natural Language Processing techniques. Statistical techniques like machine learning and deep learning require a…

Computation and Language · Computer Science 2022-04-21 Pragya Katyayan , Nisheeth Joshi

We propose a unified Implicit Dialog framework for goal-oriented, information seeking tasks of Conversational Search applications. It aims to enable dialog interactions with domain data without replying on explicitly encoded the rules but…

Computation and Language · Computer Science 2018-02-14 Song Feng , R. Chulaka Gunasekara , Sunil Shashidhara , Kshitij P. Fadnis , Lazaros C. Polymenakos

Spatio-physical reasoning, a foundation capability for understanding the real physics world, is a critical step towards building robust world models. While recent vision language models (VLMs) have shown remarkable progress in specialized…

Computer Vision and Pattern Recognition · Computer Science 2025-08-15 Tiancheng Han , Yunfei Gao , Yong Li , Wuzhou Yu , Qiaosheng Zhang , Wenqi Shao

Visual question answering and visual dialogue tasks have been increasingly studied in the multimodal field towards more practical real-world scenarios. A more challenging task, audio visual scene-aware dialogue (AVSD), is proposed to…

Computation and Language · Computer Science 2019-08-15 Yi-Ting Yeh , Tzu-Chuan Lin , Hsiao-Hua Cheng , Yu-Hsuan Deng , Shang-Yu Su , Yun-Nung Chen

Spatial computing -- the ability of devices to be aware of their surroundings and to represent this digitally -- offers novel capabilities in human-robot interaction. In particular, the combination of spatial computing and egocentric…

We introduce DrawTalking, an approach to building and controlling interactive worlds by sketching and speaking while telling stories. It emphasizes user control and flexibility, and gives programming-like capability without requiring code.…

Human-Computer Interaction · Computer Science 2024-08-07 Karl Toby Rosenberg , Rubaiat Habib Kazi , Li-Yi Wei , Haijun Xia , Ken Perlin

Robotic manipulation requires precise spatial understanding to interact with objects in the real world. Point-based methods suffer from sparse sampling, leading to the loss of fine-grained semantics. Image-based methods typically feed RGB…

Robotics · Computer Science 2026-01-14 Hao Shi , Bin Xie , Yingfei Liu , Yang Yue , Tiancai Wang , Haoqiang Fan , Xiangyu Zhang , Gao Huang

Despite recent advances on multi-modal models, 3D spatial reasoning remains a challenging task for state-of-the-art open-source and proprietary models. Recent studies explore data-driven approaches and achieve enhanced spatial reasoning…

Computer Vision and Pattern Recognition · Computer Science 2025-06-11 Wufei Ma , Yu-Cheng Chou , Qihao Liu , Xingrui Wang , Celso de Melo , Jianwen Xie , Alan Yuille

Spatio-temporal reasoning is a remarkable capability of Vision Language Models (VLMs), but the underlying mechanisms of such abilities remain largely opaque. We postulate that visual/geometrical and textual representations of spatial…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Raphi Kang , Hongqiao Chen , Georgia Gkioxari , Pietro Perona

What if the patterns hidden within dialogue reveal more about communication than the words themselves? We introduce Conversational DNA, a novel visual language that treats any dialogue -- whether between humans, between human and AI, or…

Human-Computer Interaction · Computer Science 2025-08-12 Baihan Lin

Vision systems to see and reason about the compositional nature of visual scenes are fundamental to understanding our world. The complex relations between objects and their locations, ambiguities, and variations in the real-world…

Computer Vision and Pattern Recognition · Computer Science 2023-07-27 Muhammad Awais , Muzammal Naseer , Salman Khan , Rao Muhammad Anwer , Hisham Cholakkal , Mubarak Shah , Ming-Hsuan Yang , Fahad Shahbaz Khan

Classical robotic systems typically rely on custom planners designed for constrained environments. While effective in restricted settings, these systems lack generalization capabilities, limiting the scalability of embodied AI and…

Robotics · Computer Science 2026-02-25 Guangming Wang , Qizhen Ying , Yixiong Jing , Olaf Wysocki , Brian Sheil

Comprehension of spoken natural language is an essential component for robots to communicate with human effectively. However, handling unconstrained spoken instructions is challenging due to (1) complex structures including a wide variety…

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