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Generating long and informative review text is a challenging natural language generation task. Previous work focuses on word-level generation, neglecting the importance of topical and syntactic characteristics from natural languages. In…

计算与语言 · 计算机科学 2021-04-20 Junyi Li , Wayne Xin Zhao , Ji-Rong Wen , Yang Song

In recent years, many studies extract aspects from user reviews and integrate them with ratings for improving the recommendation performance. The common aspects mentioned in a user's reviews and a product's reviews indicate indirect…

信息检索 · 计算机科学 2019-04-18 Xinyu Guan , Zhiyong Cheng , Xiangnan He , Yongfeng Zhang , Zhibo Zhu , Qinke Peng , Tat-Seng Chua

In recent years, the generation of conversation content based on deep neural networks has attracted many researchers. However, traditional neural language models tend to generate general replies, lacking logical and emotional factors. This…

计算与语言 · 计算机科学 2019-04-18 Jia Li , Xiao Sun , Xing Wei , Changliang Li , Jianhua Tao

Due to flourish of the Web 2.0, web opinion sources are rapidly emerging containing precious information useful for both customers and manufactures. Recently, feature based opinion mining techniques are gaining momentum in which customer…

信息检索 · 计算机科学 2015-04-27 Ahmad Kamal

Question-answering plays an important role in e-commerce as it allows potential customers to actively seek crucial information about products or services to help their purchase decision making. Inspired by the recent success of machine…

计算与语言 · 计算机科学 2019-05-07 Hu Xu , Bing Liu , Lei Shu , Philip S. Yu

A key distinguishing feature of conversational recommender systems over traditional recommender systems is their ability to elicit user preferences using natural language. Currently, the predominant approach to preference elicitation is to…

信息检索 · 计算机科学 2025-04-09 Ivica Kostric , Krisztian Balog , Filip Radlinski

Recently, recommender systems have been able to emit substantially improved recommendations by leveraging user-provided reviews. Existing methods typically merge all reviews of a given user or item into a long document, and then process…

信息检索 · 计算机科学 2020-01-14 Xin Dong , Jingchao Ni , Wei Cheng , Zhengzhang Chen , Bo Zong , Dongjin Song , Yanchi Liu , Haifeng Chen , Gerard de Melo

In real-world debates, the most common way to counter an argument is to reason against its main point, that is, its conclusion. Existing work on the automatic generation of natural language counter-arguments does not address the relation to…

计算与语言 · 计算机科学 2023-01-25 Milad Alshomary , Henning Wachsmuth

In this paper, we investigate the task of aggregating search results from heterogeneous sources in an E-commerce environment. First, unlike traditional aggregated web search that merely presents multi-sourced results in the first page, this…

信息检索 · 计算机科学 2021-05-25 Ryuichi Takanobu , Tao Zhuang , Minlie Huang , Jun Feng , Haihong Tang , Bo Zheng

Opinion formation and persuasion in argumentation are affected by three major factors: the argument itself, the source of the argument, and the properties of the audience. Understanding the role of each and the interplay between them is…

计算与语言 · 计算机科学 2021-10-05 Esin Durmus

We aim to overcome the lack of diversity in responses of current dialogue systems and to develop a dialogue system that is engaging as a conversational partner. We propose a generator-evaluator model that evaluates multiple responses…

计算与语言 · 计算机科学 2022-06-13 Ryoma Sakaeda , Daisuke Kawahara

The product reviews are posted online in the hundreds and even in the thousands for some popular products. Handling such a large volume of continuously generated online content is a challenging task for buyers, sellers, and even…

It is time-consuming to find the best product among many similar alternatives. Comparative sentences can help to contrast one item from others in a way that highlights important features of an item that stand out. Given reviews of one or…

计算与语言 · 计算机科学 2023-07-25 Jessica Echterhoff , An Yan , Julian McAuley

Efficient knowledge retrieval plays a pivotal role in ensuring the success of end-to-end task-oriented dialogue systems by facilitating the selection of relevant information necessary to fulfill user requests. However, current approaches…

计算与语言 · 计算机科学 2023-10-24 Tianyuan Shi , Liangzhi Li , Zijian Lin , Tao Yang , Xiaojun Quan , Qifan Wang

Opinion summarization is the task of automatically creating summaries that reflect subjective information expressed in multiple documents, such as product reviews. While the majority of previous work has focused on the extractive setting,…

计算与语言 · 计算机科学 2020-04-21 Arthur Bražinskas , Mirella Lapata , Ivan Titov

In the e-commerce realm, compelling advertising images are pivotal for attracting customer attention. While generative models automate image generation, they often produce substandard images that may mislead customers and require…

计算机视觉与模式识别 · 计算机科学 2024-08-02 Zhenbang Du , Wei Feng , Haohan Wang , Yaoyu Li , Jingsen Wang , Jian Li , Zheng Zhang , Jingjing Lv , Xin Zhu , Junsheng Jin , Junjie Shen , Zhangang Lin , Jingping Shao

Previous studies showed that replying to a user review usually has a positive effect on the rating that is given by the user to the app. For example, Hassan et al. found that responding to a review increases the chances of a user updating…

软件工程 · 计算机科学 2020-02-11 Cuiyun Gao , Jichuan Zeng , Xin Xia , David Lo , Michael R. Lyu , Irwin King

Automatic news comment generation is a new testbed for techniques of natural language generation. In this paper, we propose a "read-attend-comment" procedure for news comment generation and formalize the procedure with a reading network and…

计算与语言 · 计算机科学 2019-10-02 Ze Yang , Can Xu , Wei Wu , Zhoujun Li

We explore question generation in the context of knowledge-grounded dialogs focusing on explainability and evaluation. Inspired by previous work on planning-based summarisation, we present a model which instead of directly generating a…

计算与语言 · 计算机科学 2024-04-12 Juliette Faille , Quentin Brabant , Gwenole Lecorve , Lina M. Rojas-Barahona , Claire Gardent

In retrieval-based dialogue systems, a response selection model acts as a ranker to select the most appropriate response among several candidates. However, such selection models tend to rely on context-response content similarity, which…

计算与语言 · 计算机科学 2022-11-01 Nyoungwoo Lee , ChaeHun Park , Ho-Jin Choi , Jaegul Choo