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The key challenge of generative Visual Dialogue (VD) systems is to respond to human queries with informative answers in natural and contiguous conversation flow. Traditional Maximum Likelihood Estimation (MLE)-based methods only learn from…

Computer Vision and Pattern Recognition · Computer Science 2019-08-15 Heming Zhang , Shalini Ghosh , Larry Heck , Stephen Walsh , Junting Zhang , Jie Zhang , C. -C. Jay Kuo

The task of dialogue generation aims to automatically provide responses given previous utterances. Tracking dialogue states is an important ingredient in dialogue generation for estimating users' intention. However, the \emph{expensive…

Computation and Language · Computer Science 2018-09-03 Xisen Jin , Wenqiang Lei , Zhaochun Ren , Hongshen Chen , Shangsong Liang , Yihong Zhao , Dawei Yin

The visual dialog task requires an AI agent to interact with humans in multi-round dialogs based on a visual environment. As a common linguistic phenomenon, pronouns are often used in dialogs to improve the communication efficiency. As a…

Computation and Language · Computer Science 2022-05-31 Xintong Yu , Hongming Zhang , Ruixin Hong , Yangqiu Song , Changshui Zhang

Recent works on end-to-end trainable neural network based approaches have demonstrated state-of-the-art results on dialogue state tracking. The best performing approaches estimate a probability distribution over all possible slot values.…

Computation and Language · Computer Science 2019-07-02 Rahul Goel , Shachi Paul , Dilek Hakkani-Tür

GuessWhich is an engaging visual dialogue game that involves interaction between a Questioner Bot (QBot) and an Answer Bot (ABot) in the context of image-guessing. In this game, QBot's objective is to locate a concealed image solely through…

Artificial Intelligence · Computer Science 2024-08-19 Wei Pang , Ruixue Duan , Jinfu Yang , Ning Li

This paper presents VDAct, a dataset for a Video-grounded Dialogue on Event-driven Activities, alongside VDEval, a session-based context evaluation metric specially designed for the task. Unlike existing datasets, VDAct includes longer and…

Computer Vision and Pattern Recognition · Computer Science 2025-01-31 Wiradee Imrattanatrai , Masaki Asada , Kimihiro Hasegawa , Zhi-Qi Cheng , Ken Fukuda , Teruko Mitamura

Annotating task-oriented dialogues is notorious for the expensive and difficult data collection process. Few-shot dialogue state tracking (DST) is a realistic solution to this problem. In this paper, we hypothesize that dialogue summaries…

Computation and Language · Computer Science 2022-03-04 Jamin Shin , Hangyeol Yu , Hyeongdon Moon , Andrea Madotto , Juneyoung Park

We tackle the Dialogue Belief State Tracking(DST) problem of task-oriented conversational systems. Recent approaches to this problem leveraging Transformer-based models have yielded great results. However, training these models is…

Computation and Language · Computer Science 2022-04-19 Debjoy Saha , Bishal Santra , Pawan Goyal

Dialogue State Tracking (DST) is a core component of virtual assistants such as Alexa or Siri. To accomplish various tasks, these assistants need to support an increasing number of services and APIs. The Schema-Guided State Tracking track…

Computation and Language · Computer Science 2020-02-10 Pavel Gulyaev , Eugenia Elistratova , Vasily Konovalov , Yuri Kuratov , Leonid Pugachev , Mikhail Burtsev

Understanding and conversing about dynamic scenes is one of the key capabilities of AI agents that navigate the environment and convey useful information to humans. Video question answering is a specific scenario of such AI-human…

Computation and Language · Computer Science 2019-08-01 Guan-Lin Chao , Abhinav Rastogi , Semih Yavuz , Dilek Hakkani-Tür , Jindong Chen , Ian Lane

Audio Visual Scene-aware Dialog (AVSD) is a task to generate responses when discussing about a given video. The previous state-of-the-art model shows superior performance for this task using Transformer-based architecture. However, there…

Computation and Language · Computer Science 2020-10-22 Wubo Li , Dongwei Jiang , Wei Zou , Xiangang Li

Dialogue state tracking (DST) module is an important component for task-oriented dialog systems to understand users' goals and needs. Collecting dialogue state labels including slots and values can be costly, especially with the wide…

Computation and Language · Computer Science 2023-01-27 Yuting Yang , Wenqiang Lei , Pei Huang , Juan Cao , Jintao Li , Tat-Seng Chua

We demonstrate ViDA-MAN, a digital-human agent for multi-modal interaction, which offers realtime audio-visual responses to instant speech inquiries. Compared to traditional text or voice-based system, ViDA-MAN offers human-like…

Computer Vision and Pattern Recognition · Computer Science 2021-10-27 Tong Shen , Jiawei Zuo , Fan Shi , Jin Zhang , Liqin Jiang , Meng Chen , Zhengchen Zhang , Wei Zhang , Xiaodong He , Tao Mei

In dialogue state tracking, dialogue history is a crucial material, and its utilization varies between different models. However, no matter how the dialogue history is used, each existing model uses its own consistent dialogue history…

Computation and Language · Computer Science 2022-05-23 Jinyu Guo , Kai Shuang , Jijie Li , Zihan Wang , Yixuan Liu

Dialogue state tracking (DST) plays an essential role in task-oriented dialogue systems. However, user's input may contain implicit information, posing significant challenges for DST tasks. Additionally, DST data includes complex…

Computation and Language · Computer Science 2024-12-05 Zihao Yi , Zhe Xu , Ying Shen

When humans converse, what a speaker will say next significantly depends on what he sees. Unfortunately, existing dialogue models generate dialogue utterances only based on preceding textual contexts, and visual contexts are rarely…

Computation and Language · Computer Science 2021-06-01 Yuxian Meng , Shuhe Wang , Qinghong Han , Xiaofei Sun , Fei Wu , Rui Yan , Jiwei Li

Though Dialogue State Tracking (DST) is a core component of spoken dialogue systems, recent work on this task mostly deals with chat corpora, disregarding the discrepancies between spoken and written language.In this paper, we propose…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-01 Léo Jacqmin , Lucas Druart , Yannick Estève , Benoît Favre , Lina Maria Rojas-Barahona , Valentin Vielzeuf

Now that everyone can easily record videos, the quantity of which is continuously increasing, research on methods for improved video retrieval is important in the contemporary world. In cases where target videos are to be identified within…

Computer Vision and Pattern Recognition · Computer Science 2019-05-08 Sho Maeoki , Kohei Uehara , Tatsuya Harada

Dialog state tracking is used to estimate the current belief state of a dialog given all the preceding conversation. Machine reading comprehension, on the other hand, focuses on building systems that read passages of text and answer…

Computation and Language · Computer Science 2019-08-16 Shuyang Gao , Abhishek Sethi , Sanchit Agarwal , Tagyoung Chung , Dilek Hakkani-Tur

Dialogue state tracking (DST) is an essential sub-task for task-oriented dialogue systems. Recent work has focused on deep neural models for DST. However, the neural models require a large dataset for training. Furthermore, applying them to…

Computation and Language · Computer Science 2022-10-06 Hyunmin Jeon , Gary Geunbae Lee
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