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In this paper we discuss how semantic annotations can be used to introduce mathematical algorithmic information of the underlying imperative code to enable compilers to produce code transformations that will enable better performance. By…

Programming Languages · Computer Science 2016-03-14 Daniel Rubio Bonilla , Colin W. Glass , Jan Kuper

The relatively recent adoption of Knowledge Graphs as an enabling technology in multiple high-profile artificial intelligence and cognitive applications has led to growing interest in the Semantic Web technology stack. Many…

Artificial Intelligence · Computer Science 2018-06-05 Paul Cuddihy , Justin McHugh , Jenny Weisenberg Williams , Varish Mulwad , Kareem S. Aggour

Document categorization, which aims to assign a topic label to each document, plays a fundamental role in a wide variety of applications. Despite the success of existing studies in conventional supervised document classification, they are…

Computation and Language · Computer Science 2023-10-24 Yu Zhang , Yu Meng , Jiaxin Huang , Frank F. Xu , Xuan Wang , Jiawei Han

The rapid diversification of social media platforms and the increasing restrictions on official APIs have significantly complicated cross-platform analysis. Researchers are often forced to rely on heterogeneous datasets obtained through web…

Social and Information Networks · Computer Science 2026-05-01 Ali Najafi , Letizia Iannucci , Mikko Kivelä , Onur Varol

The increasing diversity of languages used on the web introduces a new level of complexity to Information Retrieval (IR) systems. We can no longer assume that textual content is written in one language or even the same language family. In…

Computation and Language · Computer Science 2014-10-15 Rami Al-Rfou , Vivek Kulkarni , Bryan Perozzi , Steven Skiena

Human-annotated data plays a critical role in the fairness of AI systems, including those that deal with life-altering decisions or moderating human-created web/social media content. Conventionally, annotator disagreements are resolved…

Information Retrieval · Computer Science 2023-07-21 Tharindu Cyril Weerasooriya , Sarah Luger , Saloni Poddar , Ashiqur R. KhudaBukhsh , Christopher M. Homan

Numerous smart city testbeds and system deployments have surfaced around the world, aiming to provide services over unified large heterogeneous IoT infrastructures. Although we have achieved new scales in smart city installations and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-01 Aikaterini Deligiannidou , Dimitrios Amaxilatis , Georgios Mylonas , Evangelos Theodoridis

There has been recently a growth of interest in developing the current machine-readable Web towards the next generation of machine-understandable Web - Semantic Web. The development of the Web to a global business was reasonably fast,…

Software Engineering · Computer Science 2021-05-07 Bryar A. Hassan

The inability of a computer to think has been a limiter in its usefulness and a point of reassurance for humanity since the first computers were created. The semantic web is the first step toward removing that barrier, enabling computers to…

Computers and Society · Computer Science 2022-09-07 Dan Sheridan , James Harris , Frank Wear , Jerry Cowell , Easton Wong , Abbas Yazdinejad

Sentiment analysis is a well-known natural language processing task that involves identifying the emotional tone or polarity of a given piece of text. With the growth of social media and other online platforms, sentiment analysis has become…

Computation and Language · Computer Science 2023-07-03 Mohammad Belal , James She , Simon Wong

Annotations allow users to associate additional information with existing resources. Using proprietary and closed systems on the Web, users are already able to annotate multimedia resources such as images, audio and video. So far, however,…

Digital Libraries · Computer Science 2011-06-28 Bernhard Haslhofer , Rainer Simon , Robert Sanderson , Herbert van de Sompel

While new ways to use the Semantic Web are developed every week, which allow the user to find information on web more accurately - for example in search engines - some sophisticated pragmatic tools are becoming more important - for example…

Information Retrieval · Computer Science 2013-07-02 Fabrizio M. A. Lolli

Scholars have made handwritten notes and comments in books and manuscripts for centuries. Today's blogs and news sites typically invite users to express their opinions on the published content; URLs allow web resources to be shared with…

Digital Libraries · Computer Science 2019-03-21 Paolo Ciccarese , Stian Soiland-Reyes , Tim Clark

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

Rapid growth of documents, web pages, and other types of text content is a huge challenge for the modern content management systems. One of the problems in the areas of information storage and retrieval is the lacking of semantic data.…

Databases · Computer Science 2015-02-23 Mona Dadjoo , Esmaeil Kheirkhah

Annotated speech corpora are databases consisting of signal data along with time-aligned symbolic `transcriptions'. Such databases are typically multidimensional, heterogeneous and dynamic. These properties present a number of tough…

Computation and Language · Computer Science 2007-05-23 Steve Cassidy , Steven Bird

With the development of the Semantic Web technology, the use of ontologies to store and retrieve information covering several domains has increased. However, very few ontologies are able to cope with the ever-growing need of frequently…

Computation and Language · Computer Science 2020-04-24 Mohammed Maree , Mohammed Belkhatir

Materials science literature contains millions of materials synthesis procedures described in unstructured natural language text. Large-scale analysis of these synthesis procedures would facilitate deeper scientific understanding of…

Computation and Language · Computer Science 2019-07-16 Sheshera Mysore , Zach Jensen , Edward Kim , Kevin Huang , Haw-Shiuan Chang , Emma Strubell , Jeffrey Flanigan , Andrew McCallum , Elsa Olivetti

Many annotation tools have been developed, covering a wide variety of tasks and providing features like user management, pre-processing, and automatic labeling. However, all of these tools use Graphical User Interfaces, and often require…

Computation and Language · Computer Science 2020-06-05 Jonathan K. Kummerfeld

Understanding what online users may pay attention to is key to content recommendation and search services. These services will benefit from a highly structured and web-scale ontology of entities, concepts, events, topics and categories.…

Computation and Language · Computer Science 2020-04-07 Bang Liu , Weidong Guo , Di Niu , Jinwen Luo , Chaoyue Wang , Zhen Wen , Yu Xu