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In domains with high knowledge distribution a natural objective is to create principle foundations for collaborative interactive learning environments. We present a first mathematical characterization of a collaborative learning group, a…

Artificial Intelligence · Computer Science 2020-08-26 Tom Hanika , Jens Zumbrägel

Many human knowledge systems, such as science, law, and invention, are built on documents and the citations that link them. Citations, while serving multiple purposes, primarily function as a way to explicitly document the use of prior work…

Physics and Society · Physics 2025-01-29 Sadamori Kojaku , Robert Mahari , Sandro Claudio Lera , Esteban Moro , Alex Pentland , Yong-Yeol Ahn

Most existing work on automated fact checking is concerned with predicting the veracity of claims based on metadata, social network spread, language used in claims, and, more recently, evidence supporting or denying claims. A crucial piece…

Computation and Language · Computer Science 2020-04-14 Pepa Atanasova , Jakob Grue Simonsen , Christina Lioma , Isabelle Augenstein

Collective idea generation and innovation processes are complex and dynamic, involving a large amount of qualitative narrative information that is difficult to monitor, analyze, and visualize using traditional methods. In this study, we…

Social and Information Networks · Computer Science 2022-07-19 Yiding Cao , Yingjun Dong , Minjun Kim , Neil G. MacLaren , Sriniwas Pandey , Shelley D. Dionne , Francis J. Yammarino , Hiroki Sayama

It remains an open question whether incorporating external knowledge benefits commonsense reasoning while maintaining the flexibility of pretrained sequence models. To investigate this question, we develop generated knowledge prompting,…

Computation and Language · Computer Science 2022-09-30 Jiacheng Liu , Alisa Liu , Ximing Lu , Sean Welleck , Peter West , Ronan Le Bras , Yejin Choi , Hannaneh Hajishirzi

Understanding rich narratives, such as dialogues and stories, often requires natural language processing systems to access relevant knowledge from commonsense knowledge graphs. However, these systems typically retrieve facts from KGs using…

Computation and Language · Computer Science 2022-10-25 Silin Gao , Jena D. Hwang , Saya Kanno , Hiromi Wakaki , Yuki Mitsufuji , Antoine Bosselut

Knowledge-aware methods have boosted a range of natural language processing applications over the last decades. With the gathered momentum, knowledge recently has been pumped into enormous attention in document summarization, one of natural…

Computation and Language · Computer Science 2022-07-12 Yutong Qu , Wei Emma Zhang , Jian Yang , Lingfei Wu , Jia Wu

Context reasoning is critical in a wide variety of applications where current inputs need to be interpreted in the light of previous experience and knowledge. Both spatial and temporal contextual information play a critical role in the…

Computer Vision and Pattern Recognition · Computer Science 2019-09-26 Mengmi Zhang , Claire Tseng , Karla Montejo , Joseph Kwon , Gabriel Kreiman

Rapid impact assessment in the immediate aftermath of a natural disaster is essential to provide adequate information to international organisations, local authorities, and first responders. Social media can support emergency response with…

Large quantities of data flow on the internet. When a user decides to help the spread of a piece of information (by retweeting, liking, posting content), most research works assumes she does so according to information's content,…

Social and Information Networks · Computer Science 2022-04-22 Gaël Poux-Médard , Julien Velcin , Sabine Loudcher

The pervasiveness of Social Media and user-generated content has triggered an exponential increase in global data volumes. However, due to collection and extraction challenges, data in many feeds, embedded comments, reviews and testimonials…

Social and Information Networks · Computer Science 2019-09-04 James Meneghello , Nik Thompson , Kevin Lee , Kok Wai Wong , Bilal Abu-Salih

The amount of data has exploded over the last ten years. Data is captured and shared from personal devices, transactional operations, sensors, social media and other sources. Firms should, thus, be able to explore the new opportunities and…

Computers and Society · Computer Science 2017-07-27 Mohamed Amine Marhraoui , Abdellah El Manouar

How does one develop a new online community that is highly engaging to each user and promotes social interaction? A number of websites offer friend-finding features that help users bootstrap social networks on the website by copying links…

Social and Information Networks · Computer Science 2014-03-25 Changtao Zhong , Mostafa Salehi , Sunil Shah , Marius Cobzarenco , Nishanth Sastry , Meeyoung Cha

Recent years have seen the proliferation of disinformation and fake news online. Traditional approaches to mitigate these issues is to use manual or automatic fact-checking. Recently, another approach has emerged: checking whether the input…

Computation and Language · Computer Science 2022-05-10 Shaden Shaar , Firoj Alam , Giovanni Da San Martino , Preslav Nakov

Textual knowledge bases such as Wikipedia require considerable effort to keep up to date and consistent. While automated writing assistants could potentially ease this burden, the problem of suggesting edits grounded in external knowledge…

Computation and Language · Computer Science 2022-07-14 Robert L. Logan , Alexandre Passos , Sameer Singh , Ming-Wei Chang

Online traces of human activity offer novel opportunities to study the dynamics of complex knowledge exchange networks, and in particular how the relationship between demand and supply of information is mediated by competition for our…

Physics and Society · Physics 2015-05-21 Giovanni Luca Ciampaglia , Alessandro Flammini , Filippo Menczer

LLMs are known to store vast amounts of knowledge in their parametric memory. However, learning and recalling facts from this memory is known to be unreliable, depending largely on the prevalence of particular facts in the training data and…

Computation and Language · Computer Science 2025-08-14 Jessy Lin , Vincent-Pierre Berges , Xilun Chen , Wen-Tau Yih , Gargi Ghosh , Barlas Oğuz

Human activities increasingly take place in online environments, providing novel opportunities for relating individual behaviours to population-level outcomes. In this paper, we introduce a simple generative model for the collective…

Physics and Society · Physics 2014-07-24 James P. Gleeson , Davide Cellai , Jukka-Pekka Onnela , Mason A. Porter , Felix Reed-Tsochas

Wikidata is a collaborative knowledge graph which provides machine-readable structured data for Wikimedia projects including Wikipedia. Managed by a community of volunteers, it has grown to become the most edited Wikimedia project. However,…

Social and Information Networks · Computer Science 2025-06-11 Marisa Ripoll , Neal Reeves , Anelia Kurteva , Elena Simperl , Albert Meroño Peñuela , Klaus Diepold

Link prediction problem has increasingly become prominent in many domains such as social network analyses, bioinformatics experiments, transportation networks, criminal investigations and so forth. A variety of techniques has been developed…

Artificial Intelligence · Computer Science 2023-05-18 Safiye Ghasemi , Amin Zarei