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Online discussion threads are conversational cascades in the form of posted messages that can be generally found in social systems that comprise many-to-many interaction such as blogs, news aggregators or bulletin board systems. We propose…

Social and Information Networks · Computer Science 2012-04-19 Vicenç Gómez , Hilbert J. Kappen , Nelly Litvak , Andreas Kaltenbrunner

Understanding social interaction within groups is key to analyzing online communities. Most current work focuses on structural properties: who talks to whom, and how such interactions form larger network structures. The interactions…

Social and Information Networks · Computer Science 2012-04-16 Cristian Danescu-Niculescu-Mizil , Lillian Lee , Bo Pang , Jon Kleinberg

We study collaboration patterns of Wikidata, one of the world's largest open source collaborative knowledge graph (KG) communities. Collaborative KG communities, play a key role in structuring machine-readable knowledge to support AI…

Social and Information Networks · Computer Science 2025-02-18 Elisavet Koutsiana , Ioannis Reklos , Kholoud Saad Alghamdi , Nitisha Jain , Albert Meroño-Peñuela , Elena Simperl

Knowledge models are fundamental to dialogue systems for enabling conversational interactions, which require handling domain-specific knowledge. Ensuring effective communication in information-providing conversations entails aligning user…

Computation and Language · Computer Science 2024-08-13 Phillip Schneider , Nektarios Machner , Kristiina Jokinen , Florian Matthes

This paper presents an unsupervised framework for jointly modeling topic content and discourse behavior in microblog conversations. Concretely, we propose a neural model to discover word clusters indicating what a conversation concerns…

Computation and Language · Computer Science 2019-03-19 Jichuan Zeng , Jing Li , Yulan He , Cuiyun Gao , Michael R. Lyu , Irwin King

We present a joint modeling approach to identify salient discussion points in spoken meetings as well as to label the discourse relations between speaker turns. A variation of our model is also discussed when discourse relations are treated…

Computation and Language · Computer Science 2017-05-16 Kechen Qin , Lu Wang , Joseph Kim

Our work advances an approach for predicting hate speech in social media, drawing out the critical need to consider the discussions that follow a post to successfully detect when hateful discourse may arise. Using graph transformer…

Machine Learning · Computer Science 2023-05-02 Liam Hebert , Hong Yi Chen , Robin Cohen , Lukasz Golab

Conversational systems have become increasingly popular as a way for humans to interact with computers. To be able to provide intelligent responses, conversational systems must correctly model the structure and semantics of a conversation.…

Computation and Language · Computer Science 2018-06-19 Svitlana Vakulenko , Maarten de Rijke , Michael Cochez , Vadim Savenkov , Axel Polleres

Social connectivity is the key process that characterizes the structural properties of social networks and in turn processes such as navigation, influence or information diffusion. Since time, attention and cognition are inelastic…

Physics and Society · Physics 2013-04-09 Giovanna Miritello , Rubén Lara , Manuel Cebrián , Esteban Moro

A community's identity defines and shapes its internal dynamics. Our current understanding of this interplay is mostly limited to glimpses gathered from isolated studies of individual communities. In this work we provide a systematic…

Social and Information Networks · Computer Science 2017-05-30 Justine Zhang , William L. Hamilton , Cristian Danescu-Niculescu-Mizil , Dan Jurafsky , Jure Leskovec

Online discussion forum creates an asynchronous conversation environment for online users to exchange ideas and share opinions through a unique thread-reply communication mode. Accurately modeling information dynamics under such a mode is…

Social and Information Networks · Computer Science 2020-03-16 Chen Ling , Guangmo Tong , Mozi Chen

Twitter is one of the most prominent Online Social Networks. It covers a significant part of the online worldwide population~20% and has impressive growth rates. The social graph of Twitter has been the subject of numerous studies since it…

Social and Information Networks · Computer Science 2023-05-29 Despoina Antonakaki , Sotiris Ioannidis , Paraskevi Fragopoulou

Multi-party dialogues are common in enterprise social media on technical as well as non-technical topics. The outcome of a conversation may be positive or negative. It is important to analyze why a dialogue ends with a particular sentiment…

Artificial Intelligence · Computer Science 2021-05-07 Priyanka Sinha , Pabitra Mitra , Antonio Anastasio Bruto da Costa , Nikolaos Kekatos

This survey draws a broad-stroke, panoramic picture of the State of the Art (SoTA) of the research in generative methods for the analysis of social media data. It fills a void, as the existing survey articles are either much narrower in…

Social and Information Networks · Computer Science 2021-12-15 Stan Matwin , Aristides Milios , Paweł Prałat , Amilcar Soares , François Théberge

Understanding the impact of digital platforms on user behavior presents foundational challenges, including issues related to polarization, misinformation dynamics, and variation in news consumption. Comparative analyses across platforms and…

Understanding how people argue across ideological divides online is important for studying political polarization, misinformation, and content moderation. Existing datasets capture only part of this problem: some preserve text but ignore…

Computation and Language · Computer Science 2026-05-04 Ta Thanh Thuy , Jiaqi Zhu , Xuan Liu , Lin Shang , Reihaneh Rabbany , Guillaume Rabusseau , Lihui Chen , Zheng Yilun , Sitao Luan

Large language models have improved dialogue systems, but often process conversational turns in isolation, overlooking the event structures that guide natural interactions. Hence we introduce EventWeave, a framework that explicitly models…

Computation and Language · Computer Science 2026-04-10 Zhengyi Zhao , Shubo Zhang , Yiming Du , Bin Liang , Baojun Wang , Zhongyang Li , Binyang Li , Kam-Fai Wong

The tremendous growth of social media content on the Internet has inspired the development of the text analytics to understand and solve real-life problems. Leveraging statistical topic modelling helps researchers and practitioners in…

Social and Information Networks · Computer Science 2016-08-09 Marina Sokolova , Kanyi Huang , Stan Matwin , Joshua Ramisch , Vera Sazonova , Renee Black , Chris Orwa , Sidney Ochieng , Nanjira Sambuli

The emergence of decentralized social media platforms presents new opportunities and challenges for real-time analysis of public discourse. This study introduces CognitiveSky, an open-source and scalable framework designed for sentiment,…

Computation and Language · Computer Science 2026-05-07 Gaurab Chhetri , Anandi Dutta , Subasish Das

Online communities provide a fertile ground for analyzing people's behavior and improving our understanding of social processes. Because both people and communities change over time, we argue that analyses of these communities that take…

Social and Information Networks · Computer Science 2016-04-19 Samuel Barbosa , Dan Cosley , Amit Sharma , Roberto M. Cesar-Jr