KOSMOS: Knowledge-graph Oriented Social media and Mainstream media Overview System

12/11/2020
by   Chua Hao Yang, et al.
0

We introduce KOSMOS, a knowledge retrieval system based on the constructed knowledge graph of social media and mainstream media documents. The system first identifies key events from the documents at each time frame through clustering, extracting a document to represent each cluster, then describing the document in terms of 5W1H (Who, What, When, Where, Why, How). The event centric knowledge graph is enhanced by relation triplets and entity disambiguation from the representative document. This knowledge retrieval is supported by a web interface that presents a graph visualisation of related nodes and relevant articles based on a user query. The interface facilitates understanding relationships between events reported in mainstream and social media journalism through the KOSMOS information extraction pipeline, which is valuable to understand media slant and public opinions. Finally, we explore a use case in extracting events and relations from documents to understand the media and community's view to the 2020 COVID19 pandemic.

READ FULL TEXT
research
05/21/2019

EventKG - the Hub of Event Knowledge on the Web - and Biographical Timeline Generation

One of the key requirements to facilitate the semantic analytics of info...
research
08/22/2018

Hierarchical Neural Network for Extracting Knowledgeable Snippets and Documents

In this study, we focus on extracting knowledgeable snippets and annotat...
research
09/06/2021

Knowledge Graph Enhanced Event Extraction in Financial Documents

Event extraction is a classic task in natural language processing with w...
research
10/10/2021

An Analysis of COVID-19 Knowledge Graph Construction and Applications

The construction and application of knowledge graphs have seen a rapid i...
research
05/11/2021

A Text Extraction-Based Smart Knowledge Graph Composition for Integrating Lessons Learned during the Microchip Design

The production of microchips is a complex and thus well documented proce...
research
04/30/2021

GeoWINE: Geolocation based Wiki, Image,News and Event Retrieval

In the context of social media, geolocation inference on news or events ...
research
06/15/2022

KGEA: A Knowledge Graph Enhanced Article Quality Identification Dataset

With so many articles of varying quality being produced at every moment,...

Please sign up or login with your details

Forgot password? Click here to reset