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Related papers: Intweetive Text Summarization

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With the rise in popularity of public social media and micro-blogging services, most notably Twitter, the people have found a venue to hear and be heard by their peers without an intermediary. As a consequence, and aided by the public…

Computation and Language · Computer Science 2016-06-21 Prashanth Vijayaraghavan , Soroush Vosoughi , Deb Roy

We introduce the task of microblog opinion summarisation (MOS) and share a dataset of 3100 gold-standard opinion summaries to facilitate research in this domain. The dataset contains summaries of tweets spanning a 2-year period and covers…

Computation and Language · Computer Science 2022-10-05 Iman Munire Bilal , Bo Wang , Adam Tsakalidis , Dong Nguyen , Rob Procter , Maria Liakata

On social media platforms like Twitter, users regularly share their opinions and comments with software vendors and service providers. Popular software products might get thousands of user comments per day. Research has shown that such…

Software Engineering · Computer Science 2021-08-20 Christoph Stanik , Tim Pietz , Walid Maalej

Microblogging services like Twitter and Facebook collect millions of user generated content every moment about trending news, occurring events, and so on. Nevertheless, it is really a nightmare to find information of interest through the…

Information Retrieval · Computer Science 2015-01-28 Carmen De Maio , Giuseppe Fenza , Vincenzo Loia , Mimmo Parente

City Logistics is characterized by multiple stakeholders that often have different views of such a complex system. From a public policy perspective, identifying stakeholders, issues and trends is a daunting challenge, only partially…

Machine Learning · Computer Science 2019-06-19 Simon Tamayo , François Combes , Gaudron Arthur

While social media platforms, such as Twitter, provide a medium for large-scale opinion sharing during news events, it is manually impossible for individuals or media agencies to process the vast volume of content to identify key…

Computation and Language · Computer Science 2026-05-25 Chaitanya Wanjari , Jessica Kamal , Riddhi Jain , Samruddhi Kurhe , Roshni Chakraborty

Twitter has become a leading source of real-time world-wide information and a great medium for exploring emerging events, breaking news and general topics which most matter to a broad audience. On the other hand, the explosive rate of…

Social and Information Networks · Computer Science 2017-04-04 Nazanin Dehghani , Masoud Asadpour

Occurrences of catastrophes such as natural or man-made disasters trigger the spread of rumours over social media at a rapid pace. Presenting a trustworthy and summarized account of the unfolding event in near real-time to the consumers of…

The development of deep neural networks and the emergence of pre-trained language models such as BERT allow to increase performance on many NLP tasks. However, these models do not meet the same popularity for tweet summarization, which can…

Information Retrieval · Computer Science 2021-06-17 Alexis Dusart , Karen Pinel-Sauvagnat , Gilles Hubert

Twitter, a microblogging service, is todays most popular platform for communication in the form of short text messages, called Tweets. Users use Twitter to publish their content either for expressing concerns on information news or views on…

Social and Information Networks · Computer Science 2017-11-29 Dhanasekar Sundararaman , Priya Arora , Vishwanath Seshagiri

Summarization has usually relied on gold standard summaries to train extractive or abstractive models. Social media brings a hurdle to summarization techniques since it requires addressing a multi-document multi-author approach. We address…

Computation and Language · Computer Science 2021-06-22 Ignacio Tampe Palma , Marcelo Mendoza , Evangelos Milios

Opinion summarization is the task of automatically generating summaries for a set of reviews about a specific target (e.g., a movie or a product). Since the number of reviews for each target can be prohibitively large, neural network-based…

Computation and Language · Computer Science 2021-01-25 Reinald Kim Amplayo , Mirella Lapata

In an era in which new controversies rapidly emerge and evolve on social media, navigating social media platforms to learn about a new controversy can be an overwhelming task. In this light, there has been significant work that studies how…

Information Retrieval · Computer Science 2018-07-17 Myungha Jang , James Allan

Opinion summarization is the automatic creation of text reflecting subjective information expressed in multiple documents, such as user reviews of a product. The task is practically important and has attracted a lot of attention. However,…

Machine Learning · Computer Science 2020-10-13 Arthur Bražinskas , Mirella Lapata , Ivan Titov

The development of summarization research has been significantly hampered by the costly acquisition of reference summaries. This paper proposes an effective way to automatically collect large scales of news-related multi-document summaries…

Information Retrieval · Computer Science 2015-11-30 Ziqiang Cao , Chengyao Chen , Wenjie Li , Sujian Li , Furu Wei , Ming Zhou

While popular televised events such as presidential debates or TV shows are airing, people provide commentary on them in real-time. In this paper, we propose a simple yet effective approach to combine social media commentary and videos to…

Computation and Language · Computer Science 2022-03-18 Anietie Andy , Siyi Liu , Daphne Ippolito , Reno Kriz , Chris Callison-Burch , Derry Wijaya

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

Methods for detecting and summarizing emergent keywords have been extensively studied since social media and microblogging activities have started to play an important role in data analysis and decision making. We present a system for…

Social and Information Networks · Computer Science 2016-10-21 Neela Avudaiappan , Alexander Herzog , Sneha Kadam , Yuheng Du , Jason Thatcher , Ilya Safro

Social media platforms host discussions about a wide variety of topics that arise everyday. Making sense of all the content and organising it into categories is an arduous task. A common way to deal with this issue is relying on topic…

Computation and Language · Computer Science 2022-09-21 Dimosthenis Antypas , Asahi Ushio , Jose Camacho-Collados , Leonardo Neves , Vítor Silva , Francesco Barbieri

Twitter has been heavily used as an important channel for communicating and discussing about events in real-time. In such major events, many uninformative tweets are also published rapidly by many users, making it hard to follow the events.…

Computation and Language · Computer Science 2021-01-15 Renato Stoffalette João
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