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Movie dubbing is the task of synthesizing speech from scripts conditioned on video scenes, requiring accurate lip sync, faithful timbre transfer, and proper modeling of character identity and emotion. However, existing methods face two…

Computer Vision and Pattern Recognition · Computer Science 2026-01-22 Jiaxuan Liu , Yang Xiang , Han Zhao , Xiangang Li , Zhenhua Ling

Dialogue-Based Generalized Referring Expression Comprehension (GREC) requires models to ground the expression and unlimited targets in complex visual scenes while resolving coreference across a long dialogue context. However, existing…

Computation and Language · Computer Science 2026-04-28 Juexi Shao , Siyou Li , Yujian Gan , Chris Madge , Vanja Karan , Massimo Poesio

Dialogue is an essential part of human communication and cooperation. Existing research mainly focuses on short dialogue scenarios in a one-on-one fashion. However, multi-person interactions in the real world, such as meetings or…

Computation and Language · Computer Science 2022-01-07 Ming Zhong , Yang Liu , Yichong Xu , Chenguang Zhu , Michael Zeng

Dialogue-level dependency parsing has received insufficient attention, especially for Chinese. To this end, we draw on ideas from syntactic dependency and rhetorical structure theory (RST), developing a high-quality human-annotated corpus,…

Computation and Language · Computer Science 2023-06-02 Gongyao Jiang , Shuang Liu , Meishan Zhang , Min Zhang

Recent advances in scene-based video generation enable coherent visual narratives from structured prompts, yet a key aspect of storytelling -- character-driven dialogue and speech -- remains underexplored. We present a modular pipeline that…

Computer Vision and Pattern Recognition · Computer Science 2026-05-20 Taewon Kang , Ming C. Lin

Visual grounding (VG) tasks involve explicit cross-modal alignment, as semantically corresponding image regions are to be located for the language phrases provided. Existing approaches complete such visual-text reasoning in a single-step…

Computer Vision and Pattern Recognition · Computer Science 2025-02-26 Sijia Chen , Baochun Li

Video reasoning models are a core component of egocentric and embodied agents. However, standard benchmarks for assessing models provide only evaluation of the output (e.g. the answer to a question), without evaluation of intermediate…

Computer Vision and Pattern Recognition · Computer Science 2026-05-18 Arsha Nagrani , Jasper Uijilings , Shyamal Buch , Tobias Weyand , Sudheendra Vijayanarasimhan , Bo Hu , Ramin Mehran , David A Ross , Cordelia Schmid

Spoken dialogue generation is crucial for applications like podcasts, dynamic commentary, and entertainment content, but poses significant challenges compared to single-utterance text-to-speech (TTS). Key requirements include accurate…

Despite exciting recent results showing vision-language systems' capacity to reason about images using natural language, their capacity for video reasoning remains under-explored. We motivate framing video reasoning as the sequential…

Computation and Language · Computer Science 2023-11-10 Vaishnavi Himakunthala , Andy Ouyang , Daniel Rose , Ryan He , Alex Mei , Yujie Lu , Chinmay Sonar , Michael Saxon , William Yang Wang

Medical dialogue generation aims to provide automatic and accurate responses to assist physicians to obtain diagnosis and treatment suggestions in an efficient manner. In medical dialogues two key characteristics are relevant for response…

Computation and Language · Computer Science 2021-05-14 Dongdong Li , Zhaochun Ren , Pengjie Ren , Zhumin Chen , Miao Fan , Jun Ma , Maarten de Rijke

Everyday conversations require understanding everyday events, which in turn, requires understanding temporal commonsense concepts interwoven with those events. Despite recent progress with massive pre-trained language models (LMs) such as…

Computation and Language · Computer Science 2021-06-09 Lianhui Qin , Aditya Gupta , Shyam Upadhyay , Luheng He , Yejin Choi , Manaal Faruqui

What does it take to design a machine that learns to answer natural questions about a video? A Video QA system must simultaneously understand language, represent visual content over space-time, and iteratively transform these…

Computer Vision and Pattern Recognition · Computer Science 2020-04-14 Thao Minh Le , Vuong Le , Svetha Venkatesh , Truyen Tran

Online dialogic instructions are a set of pedagogical instructions used in real-world online educational contexts to motivate students, help understand learning materials, and build effective study habits. In spite of the popularity and…

Computation and Language · Computer Science 2022-10-14 Jiahao Chen , Shuyan Huang , Zitao Liu , Weiqi Luo

Video paragraph captioning is the task of automatically generating a coherent paragraph description of the actions in a video. Previous linguistic studies have demonstrated that coherence of a natural language text is reflected by its…

Computer Vision and Pattern Recognition · Computer Science 2022-01-19 Arjun R Akula , Song-Chun Zhu

Current instruction data synthesis methods primarily focus on single-turn instructions and often neglect cross-turn coherence, resulting in context drift and reduced task completion rates in extended conversations. To address this…

Computation and Language · Computer Science 2025-09-26 Jiawei Chen , Xinyan Guan , Qianhao Yuan , Guozhao Mo , Weixiang Zhou , Yaojie Lu , Hongyu Lin , Ben He , Le Sun , Xianpei Han

Video Models have achieved remarkable success in high-fidelity video generation with coherent motion dynamics. Analogous to the development from text generation to text-based reasoning in language modeling, the development of video models…

Computer Vision and Pattern Recognition · Computer Science 2025-11-25 Cheng Yang , Haiyuan Wan , Yiran Peng , Xin Cheng , Zhaoyang Yu , Jiayi Zhang , Junchi Yu , Xinlei Yu , Xiawu Zheng , Dongzhan Zhou , Chenglin Wu

Story video-text alignment, a core task in computational story understanding, aims to align video clips with corresponding sentences in their descriptions. However, progress on the task has been held back by the scarcity of manually…

Computation and Language · Computer Science 2024-10-04 Yidan Sun , Jianfei Yu , Boyang Li

Common grounding is the process of creating, repairing and updating mutual understandings, which is a critical aspect of sophisticated human communication. However, traditional dialogue systems have limited capability of establishing common…

Computation and Language · Computer Science 2019-07-09 Takuma Udagawa , Akiko Aizawa

Dialogue systems are a popular natural language processing (NLP) task as it is promising in real-life applications. It is also a complicated task since many NLP tasks deserving study are involved. As a result, a multitude of novel works on…

Computation and Language · Computer Science 2022-03-31 Jinjie Ni , Tom Young , Vlad Pandelea , Fuzhao Xue , Erik Cambria

Developing Video-Grounded Dialogue Systems (VGDS), where a dialogue is conducted based on visual and audio aspects of a given video, is significantly more challenging than traditional image or text-grounded dialogue systems because (1)…

Computation and Language · Computer Science 2020-02-26 Hung Le , Doyen Sahoo , Nancy F. Chen , Steven C. H. Hoi