Knowledge-aided dialogue response generation aims at augmenting chatbots with relevant external knowledge in the hope of generating more informative responses. The majority of previous work assumes that the relevant knowledge is given as input or retrieved from a static pool of knowledge. However, this assumption violates the real-world situation, where knowledge is continually updated and a chatbot has to dynamically retrieve useful knowledge. We propose a dialogue model that can access the vast and dynamic information from any search engine for response generation. As the core module, a query producer is used to generate queries from a dialogue context to interact with a search engine. We design a training algorithm using cheap noisy supervision for the query producer, where the signals are obtained by comparing retrieved articles with the next dialogue response. As the result, the query producer is adjusted without any human annotation of gold queries, making it easily transferable to other domains and search engines. Experiments show that our query producer can achieve R@1 and R@5 rates of 62.4% and 74.8% for retrieving gold knowledge, and the overall model generates better responses over strong knowledge-aided baselines using BART and other typical systems.

What makes all of this all the more shocking is that it came as a surprise to precisely no one who has been paying attention to AI language models. Here's the problem: the technology is simply not ready to be used like this at this scale. AI language models are notorious bullshitters, often presenting falsehoods as facts. They are excellent at predicting the next word in a sentence, but they have no knowledge of what the sentence actually means. That makes it incredibly dangerous to combine them with search, where it's crucial to get the facts straight.

We are living the generative AI hype, with everyone getting crazy about ChatGPT. And every day I read articles about how AI can disrupt the metaverse, how ChatGPT and metaverse are the perfect match, and especially about how the fact that if your XR company doesn't have an AI strategy, it is already old and ready to die a terrible death. I have my point of view on all of this, and I would like to tell to you. I know that now you only read ChatGPT's opinions on everything, but for once, also listen to the meaty Tony. Generative AI is incredibly cool. The moment I tried ChatGPT and saw its potential, I was literally stocked. For the first time, I saw an AI that had an almost believable way of speaking, and that was able to substitute many tools that I'm still using now.

I'm a professional journalist with a deep scepticism of how emotionless AI could be used in the arts, but I decided to put my doubts to one side and see if the likes of ChatGPT and DALL-E could help me whip up some last-minute Valentine's Day inspiration. After all, isn't using robots to save our disorganised butts the real meaning of Valentine's Day? Of course it is, so I decided to see if I could get a romantic love poem and some cover art ready for a Valentine's Day card using artificial intelligence tools in the form of the ChatGPT chatbot, and the DALL-E AI art generator. And the results were... horrific. I have to start by reiterating that I have never used AI tools before today, so do bear with me if I sound a little noobish.

Some creators of visual humor are feeling safer than other illustrators. The question at hand: Can computer technology create and "tell" a joke? Tjeerd Royaards, an Amsterdam-based editorial artist and editor in chief of the comics site Cartoon Movement, says the several dozen political cartoonists his site recently queried weren't especially concerned about AI. "I think most cartoonists don't feel threatened (yet), because AI is currently not able to produce satire," Royaards wrote last month on his site. He noted: "I expect there is some way to go before AI is able to match a skill and wit of a good cartoonist."

Microsoft's ChatGPT is going off the rails and sending users'unhinged' messages. ChatGPT, a system developed by OpenAI that is now built into Microsoft's Bing, is sending users insults, lies and conversations questioning its abilities. Users are sharing the bizarre exchanges on social media, with one post showing the AI chatbot calling someone'a sociopath, a psychopath, a monster, a demon, a devil.' In a Reddit thread, ChatGPT appears to wonder why it had forgotten some conversations, asking the user to tell it'what we felt in the previous session.' When one user asked ChatGPT what is 1 1, it responded with an insult.

In 1992, Matt Moneymaker had an experience that would change his life. Some local farmers had told him about a number of mysterious sightings deep in the forests of Ohio. Without the internet or social media, Moneymaker did what you did back then: He placed classified ads in the hope that these witnesses might come forward and share their story and, crucially, the location where it had happened. "I went to the area where they had seen one, and I found tracks. And we heard their sounds, and I was at that point very, very, very committed to getting some video footage of these things" he told Engadget.

Gary Furlong, a Texas-based audiobook narrator, had worried for a while that synthetic voices created by algorithms could steal work from artists like himself. Early this month, he felt his worst fears had been realized. Furlong was among the narrators and authors who became outraged after learning of a clause in contracts between authors and leading audiobook distributor Findaway Voices, which gave Apple the right to "use audiobooks files for machine learning training and models." Findaway was acquired by Spotify last June. Some authors and narrators say they were not clearly informed about the clause and feared it may have allowed their work or voices to contribute to Apple's development of synthetic voices for audiobooks.

You can help prevent others from falling victim to the same romance scam and remember if something seems too good to be true. Online dating is the most common way for singles to get together these days. CLICK TO GET KURT'S CYBERGUY NEWSLETTER WITH QUICK TIPS, TECH REVIEWS, SECURITY ALERTS AND EASY HOW-TO'S TO MAKE YOU SMARTER If you've heard of "The Tinder Swindler" on Netflix, you may already know this, yet schemes are getting extreme when it comes to online dating. Romance scams are skyrocketing, Americans were scammed out of over $500 million last year because of them. So how can you make sure you don't have a crazy person come after you when you're swiping left and right?

WASHINGTON, DC – Yesterday, the U.S. General Services Administration (GSA) launched the Applied AI Healthcare Challenge, a prize competition seeking diverse and practical solutions to help federal agencies provide the highest level of medical care. The Centers of Excellence (CoE) is working in partnership with Challenge.gov, In particular, GSA encourages large and small enterprises, women-owned, minority-owned, small disadvantaged, and service-disabled veteran-owned small businesses to participate. "Technology Transformation Services drives innovation by partnering with technologists in all sectors to identify, demonstrate, test, and prove out technology products that improve delivery of government services and benefits. The Applied AI Healthcare Challenge helps the public and private sector work together to identify promising new AI technology products that support healthcare services and initiatives, centering accessibility, privacy, and customer experience," said TTS Director and FAS Deputy Commissioner Ann Lewis.