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Automatic hashtag annotation plays an important role in content understanding for microblog posts. To date, progress made in this field has been restricted to phrase selection from limited candidates, or word-level hashtag discovery using…

Computation and Language · Computer Science 2019-05-21 Yue Wang , Jing Li , Irwin King , Michael R. Lyu , Shuming Shi

Hashtag generation aims to generate short and informal topical tags from a microblog post, in which tokens or phrases form the hashtags. These tokens or phrases may originate from primary fragmental textual pieces (e.g., segments) in the…

Computation and Language · Computer Science 2022-09-27 Qianren Mao , Xi Li , Bang Liu , Shu Guo , Peng Hao , Jianxin Li , Lihong Wang

The rise in popularity of microblogging services like Twitter has led to increased use of content annotation strategies like the hashtag. Hashtags provide users with a tagging mechanism to help organize, group, and create visibility for…

Information Retrieval · Computer Science 2015-02-03 Roman Dovgopol , Matt Nohelty

Social media classification tasks (e.g., tweet sentiment analysis, tweet stance detection) are challenging because social media posts are typically short, informal, and ambiguous. Thus, training on tweets is challenging and demands…

Computation and Language · Computer Science 2023-02-21 Shizhe Diao , Sedrick Scott Keh , Liangming Pan , Zhiliang Tian , Yan Song , Tong Zhang

The last decade has witnessed the proliferation of micro-videos on various user-generated content platforms. According to our statistics, around 85.7\% of micro-videos lack annotation. In this paper, we focus on annotating micro-videos with…

Multimedia · Computer Science 2023-03-16 Xiao Wang , Tian Gan , Yinwei Wei , Jianlong Wu , Dai Meng , Liqiang Nie

Automatic mainstream hashtag recommendation aims to accurately provide users with concise and popular topical hashtags before publication. Generally, mainstream hashtag recommendation faces challenges in the comprehensive difficulty of…

Computation and Language · Computer Science 2023-12-19 Run-Ze Fan , Yixing Fan , Jiangui Chen , Jiafeng Guo , Ruqing Zhang , Xueqi Cheng

Building a benchmark dataset for hate speech detection presents various challenges. Firstly, because hate speech is relatively rare, random sampling of tweets to annotate is very inefficient in finding hate speech. To address this, prior…

Computation and Language · Computer Science 2021-11-11 Md Mustafizur Rahman , Dinesh Balakrishnan , Dhiraj Murthy , Mucahid Kutlu , Matthew Lease

In the era of data-driven journalism, data analytics can deliver tools to support journalists in connecting to new and developing news stories, e.g., as echoed in micro-blogs such as Twitter, the new citizen-driven media. In this paper, we…

Social and Information Networks · Computer Science 2014-05-14 Bichen Shi , Georgiana Ifrim , Neil Hurley

In microblogging, hashtags are used to be topical markers, and they are adopted by users that contribute similar content or express a related idea. However, hashtags are created in a free style and there is no domain category information…

Information Retrieval · Computer Science 2015-05-06 Shuangyong Song , Yao Meng

Data annotation is an essential step for constructing new datasets. However, the conventional approach of data annotation through crowdsourcing is both time-consuming and expensive. In addition, the complexity of this process increases when…

Computation and Language · Computer Science 2024-02-09 Juhwan Choi , Eunju Lee , Kyohoon Jin , YoungBin Kim

Automatically generating concise, informative comments for source code can lighten documentation effort and accelerate program comprehension. Retrieval-augmented approaches first fetch code snippets with existing comments and then…

Software Engineering · Computer Science 2025-07-25 Tien P. T. Le , Anh M. T. Bui , Huy N. D. Pham , Alessio Bucaioni , Phuong T. Nguyen

The hashtag recommendation problem addresses recommending (suggesting) one or more hashtags to explicitly tag a post made on a given social network platform, based upon the content and context of the post. In this work, we propose a novel…

Computation and Language · Computer Science 2017-12-06 Kuntal Dey , Ritvik Shrivastava , Saroj Kaushik , L. Venkata Subramaniam

Research on conversational search has so far mostly focused on query rewriting and multi-stage passage retrieval. However, synthesizing the top retrieved passages into a complete, relevant, and concise response is still an open challenge.…

Information Retrieval · Computer Science 2023-08-21 Weronika Łajewska , Krisztian Balog

Keyphrase generation is the task of summarizing the contents of any given article into a few salient phrases (or keyphrases). Existing works for the task mostly rely on large-scale annotated datasets, which are not easy to acquire. Very few…

Computation and Language · Computer Science 2023-05-30 Krishna Garg , Jishnu Ray Chowdhury , Cornelia Caragea

One of the major sources of trending news, events and opinion in the current age is micro blogging. Twitter, being one of them, is extensively used to mine data about public responses and event updates. This paper intends to propose methods…

Social and Information Networks · Computer Science 2015-06-22 Rishabh Jain , Abhishek B. S. , Satvik Jagannath

In this work, we define the task of teaser generation and provide an evaluation benchmark and baseline systems for the process of generating teasers. A teaser is a short reading suggestion for an article that is illustrative and includes…

Computation and Language · Computer Science 2019-04-19 Sanjeev Kumar Karn , Mark Buckley , Ulli Waltinger , Hinrich Schütze

Twitter, one of the biggest and most popular microblogging Websites, has evolved into a powerful communication platform which allows millions of active users to generate huge volume of microposts and queries on a daily basis. To accommodate…

Social and Information Networks · Computer Science 2017-05-31 Hamidreza Alvari

Comment generation, a new and challenging task in Natural Language Generation (NLG), attracts a lot of attention in recent years. However, comments generated by previous work tend to lack pertinence and diversity. In this paper, we propose…

Computation and Language · Computer Science 2020-05-12 Junheng Huang , Lu Pan , Kang Xu , Weihua Peng , Fayuan Li

Trending topics in microblogs such as Twitter are valuable resources to understand social aspects of real-world events. To enable deep analyses of such trends, semantic annotation is an effective approach; yet the problem of annotating…

Information Retrieval · Computer Science 2017-01-17 Tuan Tran , Nam Khanh Tran , Teka Hadgu Asmelash , Robert Jäschke

Utterance rewriting aims to recover coreferences and omitted information from the latest turn of a multi-turn dialogue. Recently, methods that tag rather than linearly generate sequences have proven stronger in both in- and out-of-domain…

Computation and Language · Computer Science 2022-08-09 Lisa Jin , Linfeng Song , Lifeng Jin , Dong Yu , Daniel Gildea
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