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Generic generation and manipulation of text is challenging and has limited success compared to recent deep generative modeling in visual domain. This paper aims at generating plausible natural language sentences, whose attributes are…

机器学习 · 计算机科学 2018-09-14 Zhiting Hu , Zichao Yang , Xiaodan Liang , Ruslan Salakhutdinov , Eric P. Xing

With the advancement of neural generative capabilities, the art community has actively embraced GenAI (generative artificial intelligence) for creating painterly content. Large text-to-image models can quickly generate aesthetically…

人工智能 · 计算机科学 2024-02-12 Aven-Le Zhou , Yu-Ao Wang , Wei Wu , Kang Zhang

Recent models can generate fluent and grammatical synthetic reviews while accurately predicting user ratings. The generated reviews, expressing users' estimated opinions towards related products, are often viewed as natural language…

计算与语言 · 计算机科学 2022-09-29 Zhouhang Xie , Sameer Singh , Julian McAuley , Bodhisattwa Prasad Majumder

As social media platforms proliferate, users increasingly demand intuitive ways to create diverse, high-quality portrait collections. In this work, we introduce Portrait Collection Generation (PCG), a novel task that generates coherent…

计算机视觉与模式识别 · 计算机科学 2026-01-29 Zelong Sun , Jiahui Wu , Ying Ba , Dong Jing , Zhiwu Lu

Many current artificial general intelligence (AGI) and natural language processing (NLP) architectures do not possess general conversational intelligence--that is, they either do not deal with language or are unable to convey knowledge in a…

计算与语言 · 计算机科学 2021-05-04 Vignav Ramesh , Anton Kolonin

Social media include diverse interaction metrics related to user popularity, the most evident example being the number of user followers. The latter has raised concerns about the credibility of the posts by the most popular creators.…

In the era of large models, content generation is gradually shifting to Personalized Generation (PGen), tailoring content to individual preferences and needs. This paper presents the first comprehensive survey on PGen, investigating…

信息检索 · 计算机科学 2025-06-03 Yiyan Xu , Jinghao Zhang , Alireza Salemi , Xinting Hu , Wenjie Wang , Fuli Feng , Hamed Zamani , Xiangnan He , Tat-Seng Chua

Recent years have seen tremendous growth of many online social networks such as Facebook, LinkedIn and MySpace. People connect to each other through these networks forming large social communities providing researchers rich datasets to…

社会与信息网络 · 计算机科学 2017-02-07 Muhammad Qasim Pasta , Faraz Zaidi , Céline Rozenblat

Stylistic variation is critical to render the utterances generated by conversational agents natural and engaging. In this paper, we focus on sequence-to-sequence models for open-domain dialogue response generation and propose a new method…

计算与语言 · 计算机科学 2018-10-02 Yujie Xing , Raquel Fernández

As advanced modern systems like deep neural networks (DNNs) and generative AI continue to enhance their capabilities in producing convincing and realistic content, the need to distinguish between user-generated and machine generated content…

计算与语言 · 计算机科学 2024-04-01 Yaqi Xie , Anjali Rawal , Yujing Cen , Dixuan Zhao , Sunil K Narang , Shanu Sushmita

Advanced neural language models (NLMs) are widely used in sequence generation tasks because they are able to produce fluent and meaningful sentences. They can also be used to generate fake reviews, which can then be used to attack online…

计算与语言 · 计算机科学 2019-12-04 David Ifeoluwa Adelani , Haotian Mai , Fuming Fang , Huy H. Nguyen , Junichi Yamagishi , Isao Echizen

Automatic question generation is an important problem in natural language processing. In this paper we propose a novel adaptive copying recurrent neural network model to tackle the problem of question generation from sentences and…

机器学习 · 计算机科学 2019-09-19 Xinyuan Lu , Yuhong Guo

When reading news articles on social networking services and news sites, readers can view comments marked by other people on these articles. By reading these comments, a reader can understand the public opinion about the news, and it is…

计算与语言 · 计算机科学 2022-12-27 Teruki Nakahara , Taketoshi Ushiama

Natural language generation (NLG) plays a critical role in spoken dialogue systems. This paper presents a new approach to NLG by using recurrent neural networks (RNN), in which a gating mechanism is applied before RNN computation. This…

计算与语言 · 计算机科学 2017-07-12 Van-Khanh Tran , Le-Minh Nguyen

Product copywriting is a critical component of e-commerce recommendation platforms. It aims to attract users' interest and improve user experience by highlighting product characteristics with textual descriptions. In this paper, we report…

计算与语言 · 计算机科学 2021-12-23 Xueying Zhang , Yanyan Zou , Hainan Zhang , Jing Zhou , Shiliang Diao , Jiajia Chen , Zhuoye Ding , Zhen He , Xueqi He , Yun Xiao , Bo Long , Han Yu , Lingfei Wu

To address the challenge of information overload from massive web contents, recommender systems are widely applied to retrieve and present personalized results for users. However, recommendation tasks are inherently constrained to filtering…

人工智能 · 计算机科学 2025-06-04 Jiongnan Liu , Zhicheng Dou , Ning Hu , Chenyan Xiong

In many recommender systems, users and items are associated with attributes, and users show preferences to items. The attribute information describes users'(items') characteristics and has a wide range of applications, such as user…

信息检索 · 计算机科学 2020-05-26 Le Wu , Yonghui Yang , Kun Zhang , Richang Hong , Yanjie Fu , Meng Wang

Image memes have become a widespread tool used by people for interacting and exchanging ideas over social media, blogs, and open messengers. This work proposes to treat automatic image meme generation as a translation process, and further…

计算与语言 · 计算机科学 2020-05-01 Aadhavan Sadasivam , Kausic Gunasekar , Hasan Davulcu , Yezhou Yang

How to build a good model for image generation given an abstract concept is a fundamental problem in computer vision. In this paper, we explore a generative model for the task of generating unseen images with desired features. We propose…

计算机视觉与模式识别 · 计算机科学 2018-12-21 Qiangeng Xu , Zengchang Qin , Tao Wan

Social media advertisements are key for brand marketing, aiming to attract consumers with captivating captions and pictures or logos. While previous research has focused on generating captions for general images, incorporating brand…

计算与语言 · 计算机科学 2024-01-04 Himanshu Maheshwari , Koustava Goswami , Apoorv Saxena , Balaji Vasan Srinivasan