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相关论文: OpenViDial: A Large-Scale, Open-Domain Dialogue Da…

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The need for high-quality data has been a key issue hindering the research of dialogue tasks. Recent studies try to build datasets through manual, web crawling, and large pre-trained models. However, man-made data is expensive and data…

计算与语言 · 计算机科学 2023-10-18 Hang Yin , Pinren Lu , Ziang Li , Bin Sun , Kan Li

Visual Dialog involves "understanding" the dialog history (what has been discussed previously) and the current question (what is asked), in addition to grounding information in the image, to generate the correct response. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2020-05-18 Shubham Agarwal , Trung Bui , Joon-Young Lee , Ioannis Konstas , Verena Rieser

Large Language Models (LLMs) are increasingly employed in multi-turn conversational tasks, yet their pre-training data predominantly consists of continuous prose, creating a potential mismatch between required capabilities and training…

We investigate the task of modeling open-domain, multi-turn, unstructured, multi-participant, conversational dialogue. We specifically study the effect of incorporating different elements of the conversation. Unlike previous efforts, which…

计算与语言 · 计算机科学 2016-06-02 Rami Al-Rfou , Marc Pickett , Javier Snaider , Yun-hsuan Sung , Brian Strope , Ray Kurzweil

In this work, we present TalkCuts, a large-scale dataset designed to facilitate the study of multi-shot human speech video generation. Unlike existing datasets that focus on single-shot, static viewpoints, TalkCuts offers 164k clips…

计算机视觉与模式识别 · 计算机科学 2025-10-14 Jiaben Chen , Zixin Wang , Ailing Zeng , Yang Fu , Xueyang Yu , Siyuan Cen , Julian Tanke , Yihang Chen , Koichi Saito , Yuki Mitsufuji , Chuang Gan

This paper introduces the PhotoBook dataset, a large-scale collection of visually-grounded, task-oriented dialogues in English designed to investigate shared dialogue history accumulating during conversation. Taking inspiration from seminal…

计算与语言 · 计算机科学 2019-06-27 Janosch Haber , Tim Baumgärtner , Ece Takmaz , Lieke Gelderloos , Elia Bruni , Raquel Fernández

We address the task of sentence retrieval for open-ended dialogues. The goal is to retrieve sentences from a document corpus that contain information useful for generating the next turn in a given dialogue. Prior work on dialogue-based…

信息检索 · 计算机科学 2022-05-25 Itay Harel , Hagai Taitelbaum , Idan Szpektor , Oren Kurland

Video-grounded dialogue understanding is a challenging problem that requires machine to perceive, parse and reason over situated semantics extracted from weakly aligned video and dialogues. Most existing benchmarks treat both modalities the…

计算机视觉与模式识别 · 计算机科学 2023-05-31 Yuxuan Wang , Zilong Zheng , Xueliang Zhao , Jinpeng Li , Yueqian Wang , Dongyan Zhao

We present SpeakingFaces as a publicly-available large-scale multimodal dataset developed to support machine learning research in contexts that utilize a combination of thermal, visual, and audio data streams; examples include…

Different from Visual Question Answering task that requires to answer only one question about an image, Visual Dialogue involves multiple questions which cover a broad range of visual content that could be related to any objects,…

计算机视觉与模式识别 · 计算机科学 2019-11-19 Xiaoze Jiang , Jing Yu , Zengchang Qin , Yingying Zhuang , Xingxing Zhang , Yue Hu , Qi Wu

Most of the existing multi-modal models, hindered by their incapacity to adeptly manage interleaved image-and-text inputs in multi-image, multi-round dialogues, face substantial constraints in resource allocation for training and data…

计算机视觉与模式识别 · 计算机科学 2023-11-30 Zhewei Yao , Xiaoxia Wu , Conglong Li , Minjia Zhang , Heyang Qin , Olatunji Ruwase , Ammar Ahmad Awan , Samyam Rajbhandari , Yuxiong He

Describing images with text is a fundamental problem in vision-language research. Current studies in this domain mostly focus on single image captioning. However, in various real applications (e.g., image editing, difference interpretation,…

计算与语言 · 计算机科学 2019-06-20 Hao Tan , Franck Dernoncourt , Zhe Lin , Trung Bui , Mohit Bansal

In this paper, we propose a Chinese multi-turn topic-driven conversation dataset, NaturalConv, which allows the participants to chat anything they want as long as any element from the topic is mentioned and the topic shift is smooth. Our…

计算与语言 · 计算机科学 2024-11-08 Xiaoyang Wang , Chen Li , Jianqiao Zhao , Dong Yu

Humans apprehend the world through various sensory modalities, yet language is their predominant communication channel. Machine learning systems need to draw on the same multimodal richness to have informed discourses with humans in natural…

计算机视觉与模式识别 · 计算机科学 2022-08-25 Min Wang , Ata Mahjoubfar , Anupama Joshi

We develop a high-quality multi-turn dialog dataset, DailyDialog, which is intriguing in several aspects. The language is human-written and less noisy. The dialogues in the dataset reflect our daily communication way and cover various…

计算与语言 · 计算机科学 2017-10-12 Yanran Li , Hui Su , Xiaoyu Shen , Wenjie Li , Ziqiang Cao , Shuzi Niu

Video-based dialog task is a challenging multimodal learning task that has received increasing attention over the past few years with state-of-the-art obtaining new performance records. This progress is largely powered by the adaptation of…

计算机视觉与模式识别 · 计算机科学 2022-10-27 Huda Alamri , Anthony Bilic , Michael Hu , Apoorva Beedu , Irfan Essa

People spend a substantial portion of their lives engaged in conversation, and yet our scientific understanding of conversation is still in its infancy. In this report we advance an interdisciplinary science of conversation, with findings…

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…

计算机视觉与模式识别 · 计算机科学 2025-01-31 Wiradee Imrattanatrai , Masaki Asada , Kimihiro Hasegawa , Zhi-Qi Cheng , Ken Fukuda , Teruko Mitamura

This paper addresses the gap in predicting turn-taking and backchannel actions in human-machine conversations using multi-modal signals (linguistic, acoustic, and visual). To overcome the limitation of existing datasets, we propose an…

计算与语言 · 计算机科学 2025-05-21 Yuxin Lin , Yinglin Zheng , Ming Zeng , Wangzheng Shi

Recent advancements in visual generation technologies have markedly increased the scale and availability of video datasets, which are crucial for training effective video generation models. However, a significant lack of high-quality,…

计算机视觉与模式识别 · 计算机科学 2025-01-07 Hui Li , Mingwang Xu , Yun Zhan , Shan Mu , Jiaye Li , Kaihui Cheng , Yuxuan Chen , Tan Chen , Mao Ye , Jingdong Wang , Siyu Zhu