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Auto-Drafting Police Reports from Noisy ASR Outputs: A Trust-Centered LLM Approach

Kulkarni, Param, Liu, Yingchi, Fu, Hao-Ming, Yang, Shaohua, Gunasekara, Isuru, Peloquin, Matt, Spitzer-Williams, Noah, Zhou, Xiaotian, Liu, Xiaozhong, Ji, Zhengping, Ibrahim, Yasser

arXiv.org Artificial Intelligence

Achieving a delicate balance between fostering trust in law en- forcement and protecting the rights of both officers and civilians continues to emerge as a pressing research and product challenge in the world today. In the pursuit of fairness and transparency, this study presents an innovative AI-driven system designed to generate police report drafts from complex, noisy, and multi-role dialogue data. Our approach intelligently extracts key elements of law enforcement interactions and includes them in the draft, producing structured narratives that are not only high in quality but also reinforce accountability and procedural clarity. This frame- work holds the potential to transform the reporting process, ensur- ing greater oversight, consistency, and fairness in future policing practices. A demonstration video of our system can be accessed at https://drive.google.com/file/d/1kBrsGGR8e3B5xPSblrchRGj-Y-kpCHNO/view?usp=sharing


Police in Scottsdale, AZ will start using drones as first responders

Engadget

Police departments across Arizona plan to implement the use of drones as part of its first responders to emergency situations. Scottsdale's police department will be the first in the state to use a special fleet of drones that can be sent to potential crime scenes and emergencies by special detection cameras. The drone technology will come from a new drone startup called Aerodome and the public safety tech firm Flock Safety, which makes gunshot sensors, analytic software and cameras that can monitor neighborhoods and read license plates. Scottsdale PD's drones will respond to emergencies in real time to provide first responders with a bird's eye view of emergencies as first responders make their way to the area. The drones can be dispatched by police officers and emergency dispatchers as well as Flock cameras that detect unlawful activity such as stolen vehicles or cars that match descriptions from an AMBER alert.


Data Analyst at Charger Logistics Inc - Scottsdale, Arizona, United States

#artificialintelligence

Charger logistics Inc. is a world- class asset-based carrier with locations across North America. With over 20 years of experience providing the best logistics solutions, Charger logistics has transformed into a world-class transport provider and continue to grow. Charger logistics invests time and support into its employees to provide them with the room to learn and grow their expertise and work their way up. We are entrepreneurial-minded organization that welcomes and support individual idea and strategies. We are currently expanding and looking to add a motivated individual to our team based in our Scottsdale, AZ office.


Data Science Training in Scottsdale

#artificialintelligence

Data Science is a promising field and is not just limited to one field. The application of Data Science has been observed in Automobile industries in Self driving cars, Autopilot flying cars, fixed destination cabs, Automatic Public transportation, and several other fields. In IT sector, soft engineering, machine learning, network safety, website development all have made use of Data Science. The most extensive application of data science has been in healthcare management, whether it is diagnosis, medical expertise, maintaining database or finding organ donors. Another promising field which has made use of Data Science is national security.


AI reduces miss rate of precancerous polyps in colorectal cancer screening

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Most colon polyps are harmless, but some over time develop into colon or rectal cancer, which can be fatal if found in its later stages. Colorectal cancer is the second most deadly cancer in the world, with an estimated 1.9 million cases and 916,000 deaths worldwide in 2020, according to the World Health Organization. A colonoscopy is an exam used to detect changes or abnormalities in the large intestine (colon) and rectum. Between February 2020 and May 2021, 230 study participants each underwent two back-to-back colonoscopies on the same day at eight hospitals and community clinics in the U.S., U.K. and Italy. One colonoscopy used AI; the other, a standard colonoscopy, did not. The rate at which precancerous colorectal polyps is missed has been estimated to be 25%.


Walmart, Cruise Launch Pilot to Deliver Orders via Self-Driving Cars

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Autonomous vehicle startup Cruise has partnered with Walmart to deliver orders from a Scottsdale, AZ, Walmart store to local customers' homes, starting early next year. General Motors-backed autonomous vehicle startup Cruise has announced a partnership with Walmart to deliver orders from a Scottsdale, AZ, Walmart store to local customers' homes, starting early next year. Customers will be able to place orders to the store and have them delivered in one of Cruise's electric self-driving Chevy Bolts. If the pilot goes well, a Cruise spokesperson said, the company will mull launching on-demand delivery with other retailers in the future. Walmart has forged driverless vehicle delivery partnerships with other automakers and startups.


Kroger starts use of unmanned vehicles for delivery in Arizona - Reuters

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The delivery service follows a pilot program started by the companies in Scottsdale in August and involved Nuro's R1, a custom unmanned vehicle. The R1 uses public roads and has no driver and is used to only transport goods. Kroger's deal with Nuro underscores the stiff competition in the U.S. grocery delivery market with supermarket chains angling for a bigger share of consumer spending. Inc (AMZN.O) have also invested heavily in their delivery operations by expanding their offerings and shortening delivery times. Walmart, Ford Motor Co (F.N) and delivery service Postmates Inc said last month they would collaborate to deliver groceries and other goods to Walmart customers and that could someday use autonomous vehicles.


Take-Offs – Summer 2019 - Constructech

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For decades, the necessary technology tools have been available to generate more and more data, as it relates to various processes in construction such as project management, scheduling, job costing, and more. The challenge is, with the influx of data, in the last few years, it has become more difficult to use that information well. "It hasn't been centrally stored and there hasn't been computing capability, even if the information was centrally stored," explains Dan Patterson, chief design officer, InEight, www.ineight.com, "That information is very loosely structured; it is not a uniform format. It is very difficult for computers to then mine that historical information."


Kroger ends its unmanned-vehicle grocery delivery pilot program in Arizona

USATODAY - Tech Top Stories

Nuro has partnered with Fry's Food Stores to utilize its autonomous vehicles to deliver groceries in Scottsdale. Supermarket giant Kroger said it soon will end a pilot program in which more than 2,000 grocery deliveries were made in self-driving vehicles from a store in Scottsdale, Arizona. The program, launched last August, featured deliveries in autonomous vehicles from robotics company Nuro from the Kroger-owned Fry's store at 7770 E. McDowell Road for customers in ZIP code 85257. The companies described it as the nation's first program featuring deliveries to the general public from fully unmanned vehicles. Wednesday will mark the final day of deliveries.


Nuro expands Kroger driverless deliveries to Houston

#artificialintelligence

Nuro, a self-driving car company founded by two former Google employees, today announced that it's expanding its driverless delivery partnership with grocery giant Kroger to a new market: Houston. This follows pilots in Scottsdale, Arizona that kicked off in August, first with a fleet of modified Toyota Priuses and then with Nuro's custom vehicle, R1. In Houston, Nuro will service four zip codes -- 77401, 77096, 77005, and 77025 -- near two Kroger locations, one on 10306 South Post Oak Road and other off of 5150 Buffalo Speedway. Customers within range will be able to place autonomous same-day or next-day delivery orders via Kroger's website or app seven days a week (based on slot availability) later this spring, for a flat price of $5.95. Once an order is placed, store employees will load the groceries into one of several compartments in Nuro's thin, stout R1, which packs a proprietary mix of laser sensors, cameras, and computers. The vehicles top out at a speed of 25 miles per hour and are fully driverless, although for now escorted by human-driven cars.