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Schema-adaptable Knowledge Graph Construction

Ye, Hongbin, Gui, Honghao, Xu, Xin, Chen, Xi, Chen, Huajun, Zhang, Ningyu

arXiv.org Artificial Intelligence

Conventional Knowledge Graph Construction (KGC) approaches typically follow the static information extraction paradigm with a closed set of pre-defined schema. As a result, such approaches fall short when applied to dynamic scenarios or domains, whereas a new type of knowledge emerges. This necessitates a system that can handle evolving schema automatically to extract information for KGC. To address this need, we propose a new task called schema-adaptable KGC, which aims to continually extract entity, relation, and event based on a dynamically changing schema graph without re-training. We first split and convert existing datasets based on three principles to build a benchmark, i.e., horizontal schema expansion, vertical schema expansion, and hybrid schema expansion; then investigate the schema-adaptable performance of several well-known approaches such as Text2Event, TANL, UIE and GPT-3.5. We further propose a simple yet effective baseline dubbed \textsc{AdaKGC}, which contains schema-enriched prefix instructor and schema-conditioned dynamic decoding to better handle evolving schema. Comprehensive experimental results illustrate that AdaKGC can outperform baselines but still have room for improvement. We hope the proposed work can deliver benefits to the community. Code and datasets available at https://github.com/zjunlp/AdaKGC.


Artificial Intelligence is no match for the power of Natural Stupidity

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Email me at SteveSlr *at* aol*dot*com (make the obvious substitutions between the asterisks; you don't have to capitalize an email address, I just included the capitals to make clear the logic -- it's my name without a space and without the vowels in "Sailer" that give so many people, especially irate commenters, trouble.) I always appreciate my readers' help, especially monetary. Here's how you can help: First: You can use PayPal (non-tax deductible) by going to the page on my old blog here. PayPal accepts most credit cards. Contributions can be either one-time only, monthly, or annual.


You can now send Google Pay payments with your voice on Android and iPhone

#artificialintelligence

Google on Thursday announced a new Google Assistant feature: the ability to transfer money to your friends as well as request cash using voice and Google Pay. The feature will work not only on Android smartphones and tablets, but also on iPhones -- as long as Google Assistant is installed on your iOS device, courtesy of the Google app. In the future, smart speakers will also get the functionality. Obviously, to make voice-based money transfers work via Google's Assistant, you need to set up Google Pay on your Google account. That's the actual part that handles the money changing virtual hands.


How artificial intelligence is unleashing a new type of cybercrime

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There can be no doubt, artificial intelligence (AI) helps defend government and business systems from cyberattacks, but conversely, AI systems can be used to augment attacks against government and corporate, even SMB systems. For TechRepublic and ZDNet, I'm Dan Patterson and it's a pleasure today to speak with Mark Gazit, the CEO of ThetaRay. One of the biggest targets for cybercriminals, and cybercriminals deploying AI solutions, is the financial service industries. I wonder if you could help us understand how financial crime is being transformed by technology and artificial intelligence. So Dan, thank you very much for inviting me and I have to say it's an exciting topic, but also a bit dangerous for us as human beings and you're absolutely right, the world of financial crime has changed.


Google Assistant will help you send money to friends

Daily Mail - Science & tech

Google is set to let users pay off their debts without lifting a finger. The tech giant has announced a new feature that will allow users to transfer funds to friends or family via Google Assistant. Those living in the US will just say'Ok Google, send $10 to Jane for pizza', and the AI will pull money from a linked debit card and forward it to the recipient. Google announced a new feature that will allow users to transfer funds to friends or family via Google Assistant. Those living in the US will just say'Ok Google, send $25 to Manuel Martinez', and the AI will pull money from a linked debit card and forward it to the recipient Google is rolling out a feature that lets users add a credit or debit card to their Google Account, enabling them to easily purchase goods online without.


Could 'demonic voices' take over YOUR phone?

Daily Mail - Science & tech

It may sound like YouTube has been possessed, but the demonic sounds coming from the clip below are voice commands to access a smartphone's virtual assistant. Researchers have found an attack that uses'hidden voice commands' embedded within clips that lets hackers prompt the assistant to perform a number of tasks. This attack lets hackers make phone calls, use Venmo to transfer money or worse, download malware giving cyberthieves complete control of the handset. Researchers have found an attack that uses'hidden voice commands' embedded within YouTube videos that lets hackers prompt the assistant to perform a number of tasks. They placed an Android 10ft away from the speaker and the'demonic sounds' said'OK Google' Researchers found that hackers are able to embed'hidden voice commands' in YouTube clips to control a smartphones virtual assistant.


Bank Bots Are the Future of Banking

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With AI becoming integral to nearly every industry, it's no surprise that banking is increasingly automated. Chatbots like BankBot and Nao are slowly taking us one step further than digital banking, but there are still privacy risks that come with feeding both banks and their bots more information. BankBot is an app prototype designed by the Polish digital design and communication agency K2. BankBot itself is a robotic bank teller, financial advisor, and personal assistant all in one. The automated sidekick provides a conversational text-based interface, but users can also use their voices instead of typing.


PayPal update lets users transfer funds to friends and family with Siri

Daily Mail - Science & tech

PayPal users can now send money to friends and family using just their voice, after the payment service announced it was to integrate into Apple's Siri. Siri is the voice-based virtual assistant embedded into the iPhone, and can be used to set reminders, answer questions and help with tasks. From today, PayPal said users running iOS 10 on their iPhone will be able to use commands such as'Hey Siri, send John £25 using PayPal' to transfer money as an alternative to using the official app. From today, PayPal said users running iOS 10 on their iPhone will be able to use commands such as'Hey Siri, send John £25 using PayPal' to transfer money as an alternative to using the official app Apple's software uses voice recognition so only the known owner of the device can use the voice commands. PayPal's Meron Colbeci said consumers in 30 countries would be able to use the new service.