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Media Cloud performs five basic functions -- media definition, crawling, text extraction, word vectoring, and analysis. First, we define the set of media sources we want to collect and discover the feeds for each media source (which in the case of many newspapers includes hundreds of feeds). Second, we crawl each of those feeds several times each day to discover any new stories published by each feed and then download the html of each new story. Third, we extract just the substantive content of each story from each html page, leaving behind the ads, navigation, and other cruft. Fourth, we break that substantive text down into a set word counts so that we can count, down to the level of individual sentences, which words which media sources are using to talk about which topics. And finally, we have a set of tools for analyzing those word counts, including the Media Dashboard tool that acts as the front page for http://mediacloud.org.

WordNet® is a large lexical database of English, developed under the direction of George A. Miller. Nouns, verbs, adjectives and adverbs are grouped into sets of cognitive synonyms (synsets), each expressing a distinct concept. Synsets are interlinked by means of conceptual-semantic and lexical relations. The resulting network of meaningfully related words and concepts can be navigated with the browser. WordNet is also freely and publicly available for download. WordNet's structure makes it a useful tool for computational linguistics and natural language processing.

Neural frames: Transform words into motion with Neural Frames, the Artificial Intelligence text-to-video tool (neuralframes.com).

Better Synonyms: A convenient way to find better synonyms for words in a specific context (bettersynonyms.com).

Cron Artificial Intelligence: Words to cron expression (cron-ai.vercel.app).

GPT Minus 1: Text transformation tool that randomly replaces words with synonyms in a given text (gptminus1.com).

Neural frames: Transform words into motion with Neural Frames, the Artificial Intelligence text-to-video tool (neuralframes.com).

ConceptNet is a semantic network containing lots of things computers should know about the world, especially when understanding text written by people. It is built from nodes representing concepts, in the form of words or short phrases of natural language, and labeled relationships between them. These are the kinds of things computers need to know to search for information better, answer questions, and understand people's goals. ConceptNet contains everyday basic knowledge:

The word semantic stands for the meaning of. The semantic of something is the meaning of something. The Semantic Web = a Web with a meaning.

Hashtags are a community-driven convention for adding additional context and metadata to your tweets. They're like tags on Flickr, only added inline to your post. You create a hashtag simply by prefixing a word with a hash symbol: #hashtag. Hashtags is a great way to follow community driven news chatter on microblogs. Some tags are temporary in nature, while some tags are here to stay because they have been adopted by grass roots movements. This Wikia is meant to help you navigate all the hashtags on http://hashtags.org/, to figure out who is using them.

Faceted Wikipedia Search allows users to ask complex queries against Wikipedia. The answers to these queries are not generated using key word matching as the answers of search engines like Google or Yahoo, but are generated based on structured information that has been extracted from many different Wikipedia articles.

DBLP Vis is provided by the Dept. of Databases and Information Systems at the University of Trier. It is based on the data gathered in the DBLP project by Michael Ley. The main purpose is to search to large amount of data for connections between conferences, persons and words. This way you may find new cooperation partners or opportunities to publish papers. Please enter a search string in the form above. You can filter the results by persons, conferences and keywords.

The ctrl semantic engine is the first product of the Research and Development group at PRAGMATECH. The main functionality of ctrl's API is to identify the set of (disambiguated) key topics. In ctrl we have moved from words to concepts, then from simple concepts to topics (which are not phrases, but complex 'disambiguated' concepts), and, subsequently, to key topics that represent what a certain document is about.

"Linked Data is one of the core pillars of the Semantic Web, also known as the Web of Data. The Semantic Web is about making links between datasets that are understandable not only to humans, but also to machines, and Linked Data provides the best practices for making these links possible. In other words, Linked Data is a set of design principles for sharing machine-readable interlinked data on the Web."

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