Artificial Intelligence Content Detection
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Artificial Intelligence Content Detection
Artificial intelligence detection software aims to determine whether some Content creation, content (text, image, video or audio) was Generative artificial intelligence, generated using artificial intelligence (AI). However, this software is often unreliable. Accuracy issues Many AI detection tools have been shown to be unreliable when generating AI-generated text. In a 2023 study conducted by Weber-Wulff et al., researchers evaluated 14 detection tools including Turnitin and GPTZero and found that "all scored below 80% of accuracy and only 5 over 70%." They also found that these tools tend to have a bias for classifying texts more as human than as AI, and that accuracy of these tools worsens upon paraphrasing. False positives In AI content detection, a False positives and false negatives, false positive is when human-written work is incorrectly flagged as AI-written. Many AI detection platforms claim to have a minimal level of false positives, with Turnitin claiming a less t ...
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Content Creation
Content creation or content creative is the act of producing and sharing information or media content for specific audiences, particularly in digital contexts. According to '' Dictionary.com'', content refers to "something that is to be expressed through some medium, as speech, writing or any of various arts" for self-expression, distribution, marketing and/or publication. Content creation encompasses various activities including maintaining and updating web sites, blogging, article writing, photography, videography, online commentary, social media accounts, and editing and distribution of digital media. In a survey conducted by the Pew Research Center, content creation was defined as "the material people contribute to the online world". In addition to traditional forms of content creation, digital platforms face growing challenges related to misinformation, platform moderation policies, and the repercussions of violating community guidelines. Content creators Content cre ...
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Ad Hoc
''Ad hoc'' is a List of Latin phrases, Latin phrase meaning literally for this. In English language, English, it typically signifies a solution designed for a specific purpose, problem, or task rather than a Generalization, generalized solution adaptable to collateral instances (compare with ''a priori and a posteriori, a priori''). Common examples include ad hoc committees and commissions created at the national or international level for a specific task, and the term is often used to describe arbitration (ad hoc arbitration). In other fields, the term could refer to a military unit created under special circumstances (see ''task force''), a handcrafted network protocol (e.g., ad hoc network), a temporary collaboration among geographically-linked franchise locations (of a given national brand) to issue advertising coupons, or a purpose-specific equation in mathematics or science. Ad hoc can also function as an adjective describing temporary, provisional, or improvised methods ...
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Large Language Models
A large language model (LLM) is a language model trained with Self-supervised learning, self-supervised machine learning on a vast amount of text, designed for natural language processing tasks, especially Natural language generation, language generation. The largest and most capable LLMs are Generative pre-trained transformer, generative pretrained transformers (GPTs), which are largely used in Generative artificial intelligence, generative Chatbot, chatbots such as ChatGPT or Gemini (chatbot), Gemini. LLMs can be Fine-tuning (deep learning), fine-tuned for specific tasks or guided by prompt engineering. These models acquire Predictive learning, predictive power regarding syntax, semantics, and Ontology (information science), ontologies inherent in human Text corpus, language corpora, but they also inherit inaccuracies and Algorithmic bias, biases present in the Training, validation, and test data sets, data they are trained in. History Before the emergence of transformer-bas ...
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Digital Watermarking
A digital watermark is a kind of marker covertly embedded in a noise-tolerant signal such as audio, video or image data.H.T. Sencar, M. Ramkumar and A.N. Akansu: ''Data Hiding Fundamentals and Applications: Content Security in Digital Multimedia''. Academic Press, San Diego, CA, USA, 2004. It is typically used to identify ownership of the copyright of such a signal. Digital watermarking is the process of hiding digital information in a carrier signal; the hidden information should,Ingemar J. Cox: ''Digital watermarking and steganography''. Morgan Kaufmann, Burlington, MA, USA, 2008 but does not need to, contain a relation to the carrier signal. Digital watermarks may be used to verify the authenticity or integrity of the carrier signal or to show the identity of its owners. It is prominently used for tracing copyright infringements and for banknote authentication. Like traditional physical watermarks, digital watermarks are often only perceptible under certain conditions, e.g. af ...
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Education Week
''Education Week'' is a news organization that has covered K–12, K–12 education since 1981. It is owned by Editorial Projects in Education (EPE), a nonprofit organization, and is headquartered in Bethesda, Maryland. The newspaper publishes 37 issues a year, including three annual reports (''Quality Counts'', ''Technology Counts'', and ''Leaders to Learn From''). From 1997 to 2010, ''Quality Counts'' was sponsored by the Pew Charitable Trusts. History In 1962, Ronald Wolk wrote a report for Editorial Projects in Education (EPE), a nonprofit organization. Wolk, who was on leave from his job as editor of the Johns Hopkins University alumni bulletin, recommended a “communications vehicle for college and university trustees.” In 1966, EPE established the ''The Chronicle of Higher Education, Chronicle of Higher Education''. In 1978, EPE sold the ''Chronicle'' to its editors. Using the proceeds, EPE began ''Education Week'', in 1981. Cofounders, Ronald Wolk and Martha Matz ...
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Common Sense Media
Common Sense Media (CSM) is an American nonprofit organization that reviews and provides ratings for media and technology with the goal of providing information on their suitability for children.
, ''NYT'', May 5, 2003. Accessed December 15, 2011.
It also funds research on the role of media in the lives of children and advocates publicly for child-friendly policies and laws regarding media and education. Founded by Jim Steyer in 2003, Common Sense Media reviews and allows users to review media for adults and children. It has reviews of books, films, television shows, video games, apps, websites, podcasts, and

Gizmodo
''Gizmodo'' () is a design, technology, science, and science fiction website. It was originally launched as part of the Gawker Media network run by Nick Denton. ''Gizmodo'' also includes the sub-blogs ''io9'' and ''Earther'', which focus on pop-culture and environmentalism, respectively. Following the Chapter 11, Title 11, United States Code, Chapter 11 bankruptcy and Liquidation of Gawker Media, Univision Communications, Univision purchased ''Gizmodo'' along with other Gawker websites in August 2016. In 2019, Univision sold the Gizmodo Media Group, which included ''Gizmodo'', to the private equity firm Great Hill Partners. From April 2019 to June 2024, ''Gizmodo'' was part of G/O Media. In June 2024, the website was purchased by Swiss digital media company Keleops Media. History Origins and Gawker Media The blog, launched in 2002, was originally edited by Peter Rojas, who was later recruited by Weblogs, Inc. to launch its similar technology blog, ''Engadget''. By mid-2004 ...
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Texas A&M University–Commerce
East Texas A&M University (ETAMU; formerly Texas A&M University–Commerce) is a public university in Commerce, Texas, United States. With an enrollment of over 12,000 students as of fall 2017, the university is the third-largest institution in the Texas A&M University System. Founded in 1889, the institution is also the fifth-oldest state university or college in the State of Texas. Located on the northeastern edge of the Dallas-Fort Worth metroplex, approximately from downtown Dallas, the university attracts traditional resident students from the Metroplex and also from the smaller communities of Northeast Texas. In addition to the main campus in Hunt County, Texas, Hunt County, the university has satellite campuses in downtown Dallas and Mesquite, Texas, Mesquite; it also offers courses in Corsicana, Texas, Corsicana and Midlothian, Texas, Midlothian in partnership with Navarro College and in Frisco, Texas, Frisco and McKinney, Texas, McKinney with Collin College. History ...
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