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Utilizing GPT to Enhance Text Summarization: A Strategy to Minimize Hallucinations

arXiv.org Artificial Intelligence

In this research, we uses the DistilBERT model to generate extractive summary and the T5 model to generate abstractive summaries. Also, we generate hybrid summaries by combining both DistilBERT and T5 models. Central to our research is the implementation of GPT-based refining process to minimize the common problem of hallucinations that happens in AI-generated summaries. We evaluate unrefined summaries and, after refining, we also assess refined summaries using a range of traditional and novel metrics, demonstrating marked improvements in the accuracy and reliability of the summaries. Results highlight significant improvements in reducing hallucinatory content, thereby increasing the factual integrity of the summaries.


For a Ukrainian 'Apex Legends' pro, war means missed games and heartache

Washington Post - Technology News

Still, Stadniuk laments missing what could have been pivotal moments of his professional "Apex Legends" career. GnaskeStrafeDel, his squad with Præstensgaard and Biggins, disbanded after the 2020 championship, but all three were set to come together once more under the GMT Esports banner at the beginning of 2022; the highly anticipated reunion was announced just weeks before the invasion. Stadniuk couldn't attend either the Apex Legends Global Series: Split 2 Playoffs LAN in Stockholm in April or the 2022 Championship in Raleigh, N.C., in July. His team won $13,000 without him at the ReWired Festival 2022 in October in Fayetteville, Arkansas. These three tournaments boasted international competition, million-dollar prize pools and more than 40 teams.


Elite NYC private schools make parents sign 'anti-racist' commitment, attend 'anti-racist training'

FOX News

Pastor and activist John Amanchukwu criticized the Wake County School Board for pushing diversity initiatives while academic scores suffer. Several private schools in New York City are not only requiring students to learn about "anti-racism," but are now requiring parents to do the same. The New York Post reviewed documents from five private schools in New York City and found that several are instituting "optional" and required "anti-racism" and "diversity, equity and inclusion" trainings for parents, not just students. At The Brearley School, an all-girls prep school, "parents are expected to attend two diversity, equity, inclusion and antiracism (DEIA) workshops per school year," according to an application for admission. Additionally, perspective parents are required to write a 500-word essay which explains their commitment to the issues of "diversity, equity, inclusion and antiracism."


EDJX Platform to Integrate with Zeblok Ai-MicroCloud

#artificialintelligence

RALEIGH, NC, Oct 12, 2022 – EDJX, the pioneer in decentralized global serverless edge computing, today announced that it has formed a strategic partnership with Zeblok Computational to integrate the capabilities of the EDJX Platform with the Zeblok Ai-MicroCloud, a cloud-native, turnkey ML ops platform that enables businesses to deploy artificial intelligence (AI) applications easily and efficiently to thousands of edge locations at scale. The partnership will provide Zeblok customers access to the EDJX Platform capabilities utilizing EDJX compute, network, and storage resources. Zeblok's Ai-MicroCloud solves the problem of scaling at the edge, making it easy to deploy AI inferences to edge locations. Together the offering is a digital foundation for enterprises, cloud service providers, managed service providers, OEMs and ISVs to execute their AI strategies from Cloud-to-Edge for diverse use cases such as Smart Retail, Industry 4.0, Smart Cities, Smart Transportation and Logistics, and more. EDJX provides a decentralized Operating System EdjOS or the EDJX Platform that makes it possible for developers to build IoT, AI, and M2M applications and have the requisite computations executed as close as possible to the sources of data.


919 Marketing Acquires Award-Winning Web Development and Digital Marketing Firm

#artificialintelligence

RALEIGH, NC / ACCESSWIRE / August 8, 2022 / 919 Marketing, one of the nation's fastest-growing content marketing agencies, announces the acquisition of ClickCulture, a Raleigh, N.C. -based award-winning web development and digital marketing company. This is the third acquisition by 919 Marketing to boldly expand its roster of technology-focused marketing services to become the full-service marketing leader for emerging and mature franchise brands and non-profit companies. "This exciting new partnership with the team at ClickCulture expands our company to give us more creative firepower and a deeper bench of talent to better serve our clients", says David Chapman, CEO, and founder of 919 Marketing. "We can now elevate our creative capabilities to include custom applications for websites, unique digital campaigns, and elite, award-winning graphic design to help our clients attract more customers and grow their businesses. We have a lot of smart people doing great work and now we have the data-driven creative capabilities needed to truly dominate as the holistic, one-stop solution for nonprofit companies and multi-location and franchise brands."


Supervised and Unsupervised Learning for Data Science (Unsupervised and Semi-Supervised Learning): Berry, Michael W., Mohamed, Azlinah, Yap, Bee Wah: 9783030224776: Amazon.com: Books

#artificialintelligence

Professor Michael W. Berry is a Full Professor in the Departments of Electrical Engineering and Computer Science (EECS) and Mathematics at the University of Tennessee, Knoxville. He served as Interim Department Head of Computer Science from January 2004 to June 2007, and as Associate Head in the Department of Electrical Engineering and Computer Science from July 2007 to July 2012. He worked in the Communications Product Division of IBM in Raleigh, NC for about 1 year before accepting a research staff position in the Center for Supercomputing Research and Development at the University of Illinois at Urbana-Champaign. In 1990, he received a PhD in Computer Science from the University of Illinois at Urbana-Champaign. He has published well over 150 peer-refereed journal and conference publications and book chapters.


Drone food delivery service expanding in North Carolina

ZDNet

Drone delivery company Flytrex said it is expanding its drone delivery service to Holly Springs, North Carolina. The company has already started delivering food via drone from restaurants owned by Brinker International, which include Chili's, It's Just Wings and Maggiano's Little Italy. Flytrex said the effort was part of a partnership between Causey Aviation Unmanned, the Federal Aviation Administration, the North Carolina Department of Transportation, The Town of Holly Springs and Kite Realty Group Trust. The drone company said it was delivering food from the town center of Holly Springs to both backyards and front yards in the Forest Springs neighborhood. The service is only for the dozens of households that opted in to it.


Report: US AI development is concentrated in 15 metro areas

#artificialintelligence

Last week, the Brookings Institution published an examination of the "extent, location, and concentration" of AI activity in 400 US metro areas, hailing it as the "next great'general purpose technology,'" with the power to spur economic growth. Key takeaways: Although it already feels like AI is everywhere, the tech is still in its early days--and in the US, AI development and commercialization is mega-concentrated in a handful of mostly coastal locales. But, but, but: Brookings also identified 13 other metro areas with "above-average involvement" in AI, including hubs you may have seen coming--New York, Boston, Seattle, Los Angeles, Washington, D.C., San Diego, Austin, Texas, and Raleigh, North Carolina--as well as smaller metro areas like Boulder, Colorado, Lincoln, Nebraska, Santa Cruz, California, Santa Maria-Santa Barbara, California, and Santa Fe, New Mexico. Zoom out: The above 15 metro areas account for two-thirds of AI activity nationwide--and for that matter, more than 50% of the areas Brookings looked at make up just 5% of AI activity, Wired reported.


Deep Learning-based Compressive Beam Alignment in mmWave Vehicular Systems

arXiv.org Artificial Intelligence

Millimeter wave vehicular channels exhibit structure that can be exploited for beam alignment with fewer channel measurements compared to exhaustive beam search. With fixed layouts of roadside buildings and regular vehicular moving trajectory, the dominant path directions of channels will likely be among a subset of beam directions instead of distributing randomly over the whole beamspace. In this paper, we propose a deep learning-based technique to design a structured compressed sensing (CS) matrix that is well suited to the underlying channel distribution for mmWave vehicular beam alignment. The proposed approach leverages both sparsity and the particular spatial structure that appears in vehicular channels. We model the compressive channel acquisition by a two-dimensional (2D) convolutional layer followed by dropout. We incorporate the low-resolution phase shifter constraint during neural network training by using projected gradient descent for weight updates. Furthermore, we exploit channel spectral structure to optimize the power allocated for different subcarriers. Simulations indicate that our deep learningbased approach achieves better beam alignment than standard CS techniques which use random phase shift-based design. Numerical experiments also show that one single subcarrier is sufficient to provide necessary information for beam alignment. Millimeter-wave (mmWave) vehicular communication enables massive sensor data sharing and various emerging applications related to safety, traffic efficiency and infotainment [2]-[4]. Yuyang Wang is with Apple Inc., One Apple park way, Cupertino, CA, 95014, USA, email: yuywang@utexas.edu. Nitin Jonathan Myers is with Samsung Semiconductor Inc., 5465 Morehouse Dr, San Diego, CA 92121 USA, email: nitinjmyers@utexas.edu. Nuria González-Prelcic, and Robert W. Heath Jr. are with the Department of Electrical and Computer Engineering, North Carolina State University, 890 Oval Dr, Raleigh, NC 27606 USA, email: {ngprelcic, rwheathjr}@ncsu.edu. Part of this work has been presented at IEEE ICASSP 2020 [1]. This material is based upon work supported in part by the National Science Foundation under Grant No. ECCS-1711702, and by a Qualcomm Faculty Award.


How Startups Can Use AI-Powered Tools to Scale Up

#artificialintelligence

What comes to your mind when you think of "artificial intelligence?" And you are right, sort of. AI is capable of doing all those things, plus it's capable of revolutionizing the business landscape. "For many people, artificial intelligence, or AI, is a mere concept, something that will happen in the future. But, in reality, AI has already become a part of mainstream businesses", says Michael Georgio, CMO of Imaginovation, a Raleigh, N.C.-based AI development company.