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Related papers: MMChat: Multi-Modal Chat Dataset on Social Media

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In multi-modal dialogue systems, it is important to allow the use of images as part of a multi-turn conversation. Training such dialogue systems generally requires a large-scale dataset consisting of multi-turn dialogues that involve…

Computation and Language · Computer Science 2021-07-20 Nyoungwoo Lee , Suwon Shin , Jaegul Choo , Ho-Jin Choi , Sung-Hyun Myaeng

Responding with multi-modal content has been recognized as an essential capability for an intelligent conversational agent. In this paper, we introduce the MMDialog dataset to better facilitate multi-modal conversation. MMDialog is composed…

Computation and Language · Computer Science 2022-12-22 Jiazhan Feng , Qingfeng Sun , Can Xu , Pu Zhao , Yaming Yang , Chongyang Tao , Dongyan Zhao , Qingwei Lin

Multimodal machine translation and textual chat translation have received considerable attention in recent years. Although the conversation in its natural form is usually multimodal, there still lacks work on multimodal machine translation…

Computation and Language · Computer Science 2022-03-01 Yunlong Liang , Fandong Meng , Jinan Xu , Yufeng Chen , Jie Zhou

The advancements of neural dialogue generation models show promising results on modeling short-text conversations. However, training such models usually needs a large-scale high-quality dialogue corpus, which is hard to access. In this…

Computation and Language · Computer Science 2022-04-27 Yida Wang , Pei Ke , Yinhe Zheng , Kaili Huang , Yong Jiang , Xiaoyan Zhu , Minlie Huang

Multi-modal multi-party conversation (MMC) is a less studied yet important topic of research due to that it well fits real-world scenarios and thus potentially has more widely-used applications. Compared with the traditional multi-modal…

Computation and Language · Computer Science 2024-12-24 Yueqian Wang , Xiaojun Meng , Yuxuan Wang , Jianxin Liang , Qun Liu , Dongyan Zhao

To facilitate the research on intelligent and human-like chatbots with multi-modal context, we introduce a new video-based multi-modal dialogue dataset, called TikTalk. We collect 38K videos from a popular video-sharing platform, along with…

Computation and Language · Computer Science 2023-09-11 Hongpeng Lin , Ludan Ruan , Wenke Xia , Peiyu Liu , Jingyuan Wen , Yixin Xu , Di Hu , Ruihua Song , Wayne Xin Zhao , Qin Jin , Zhiwu Lu

As a kind of new expression elements, Internet memes are popular and extensively used in online chatting scenarios since they manage to make dialogues vivid, moving, and interesting. However, most current dialogue researches focus on…

Computation and Language · Computer Science 2021-09-07 Zhengcong Fei , Zekang Li , Jinchao Zhang , Yang Feng , Jie Zhou

As sharing images in an instant message is a crucial factor, there has been active research on learning an image-text multi-modal dialogue models. However, training a well-generalized multi-modal dialogue model remains challenging due to…

Computer Vision and Pattern Recognition · Computer Science 2024-04-01 Young-Jun Lee , Byungsoo Ko , Han-Gyu Kim , Jonghwan Hyeon , Ho-Jin Choi

While various multimodal multi-image evaluation datasets have been emerged, but these datasets are primarily based on English, and there has yet to be a Chinese multi-image dataset. To fill this gap, we introduce RealBench, the first…

Computation and Language · Computer Science 2025-09-23 Fei Zhao , Chengqiang Lu , Yufan Shen , Qimeng Wang , Yicheng Qian , Haoxin Zhang , Yan Gao , Yi Wu , Yao Hu , Zhen Wu , Shangyu Xing , Xinyu Dai

Natural language dialogue systems raise great attention recently. As many dialogue models are data-driven, high-quality datasets are essential to these systems. In this paper, we introduce Pchatbot, a large-scale dialogue dataset that…

Computation and Language · Computer Science 2021-06-01 Hongjin Qian , Xiaohe Li , Hanxun Zhong , Yu Guo , Yueyuan Ma , Yutao Zhu , Zhanliang Liu , Zhicheng Dou , Ji-Rong Wen

Dialogue systems have been widely applied in many scenarios and are now more powerful and ubiquitous than ever before. With large neural models and massive available data, current dialogue systems have access to more knowledge than any…

In order to build self-consistent personalized dialogue agents, previous research has mostly focused on textual persona that delivers personal facts or personalities. However, to fully describe the multi-faceted nature of persona, image…

Computation and Language · Computer Science 2023-05-30 Jaewoo Ahn , Yeda Song , Sangdoo Yun , Gunhee Kim

Disentangling conversations mixed together in a single stream of messages is a difficult task, made harder by the lack of large manually annotated datasets. We created a new dataset of 77,563 messages manually annotated with reply-structure…

We present a new human-human dialogue dataset - PhotoChat, the first dataset that casts light on the photo sharing behavior in onlin emessaging. PhotoChat contains 12k dialogues, each of which is paired with a user photo that is shared…

Information Retrieval · Computer Science 2021-08-04 Xiaoxue Zang , Lijuan Liu , Maria Wang , Yang Song , Hao Zhang , Jindong Chen

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…

Computer Vision and Pattern Recognition · Computer Science 2023-11-30 Zhewei Yao , Xiaoxia Wu , Conglong Li , Minjia Zhang , Heyang Qin , Olatunji Ruwase , Ammar Ahmad Awan , Samyam Rajbhandari , Yuxiong He

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

Existing conversational datasets consist either of written proxies for dialog or small-scale transcriptions of natural speech. We introduce 'Interview': a large-scale (105K conversations) media dialog dataset collected from news interview…

Computation and Language · Computer Science 2020-04-08 Bodhisattwa Prasad Majumder , Shuyang Li , Jianmo Ni , Julian McAuley

By evaluating Large Language Models (LLMs) through uniform, text-only interfaces, current academic benchmarks obscure how the unique designs and affordances of distinct commercial platforms shape real-world user behavior and system…

Computation and Language · Computer Science 2026-05-19 Yueru Yan , Tuc Nguyen , Bo Su , Melissa Lieffers , Thai Le

The multimedia communications with texts and images are popular on social media. However, limited studies concern how images are structured with texts to form coherent meanings in human cognition. To fill in the gap, we present a novel…

Multimedia · Computer Science 2023-02-28 Chunpu Xu , Hanzhuo Tan , Jing Li , Piji Li

Large language models exhibit enhanced zero-shot performance on various tasks when fine-tuned with instruction-following data. Multimodal instruction-following models extend these capabilities by integrating both text and images. However,…

Computer Vision and Pattern Recognition · Computer Science 2024-09-18 Yupan Huang , Zaiqiao Meng , Fangyu Liu , Yixuan Su , Nigel Collier , Yutong Lu
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