Fine-tuning large language models (LLMs) for specific domain tasks has achieved great success in Text-to-SQL tasks. However, these fine-tuned models often face challenges with multi-turn Text-to-SQL tasks caused by ambiguous or unanswerable questions. It is desired to enhance LLMs to handle multiple types of questions in multi-turn Text-to-SQL tasks. To address this, we propose a novel data augmentation method, called QDA-SQL, which generates multiple types of multi-turn Q\&A pairs by using LLMs. In QDA-SQL, we introduce a novel data augmentation method incorporating validation and correction mechanisms to handle complex multi-turn Text-to-SQL tasks. Experimental results demonstrate that QDA-SQL enables fine-tuned models to exhibit higher performance on SQL statement accuracy and enhances their ability to handle complex, unanswerable questions in multi-turn Text-to-SQL tasks. The generation script and test set are released at https://github.com/mcxiaoxiao/QDA-SQL.

I teach in the computer science department at Vanderbilt University. In my Algorithms class this past spring, I decided to regularly expose my students to ChatGPT so they could see firsthand that it can't replace their critical thinking skills. I did this primarily for selfish reasons--like most instructors, I wanted my students to rely on their own creative problem-solving abilities rather than ChatGPT to answer their homework questions. I hypothesized that demonstrating the fallibility of ChatGPT would be a more effective deterrent than a syllabus policy statement. I just needed to find its weaknesses when it came to our course materials.

Artificial intelligence has made tremendous strides in the past three months alone, but AI bots like ChatGPT are only the beginning. It may not be long, high-tech expert Jeff Brown predicts, before the AI "personalized digital assistant" becomes the new smart phone -- a technology we can't live without. On this episode of "The Glenn Beck Podcast," Jeff Brown joins Glenn to give his predictions about the future that's right around the corner -- and he's good at making predictions. But depending on who controls the AI, he argues, things could go a number of ways: AI could revolutionize things like homeschooling to give us more freedom, or it could be used to enslave us all. Jeff also gives Glenn a preview of the technology he looks most forward to, including nuclear fusion.

In 1962, when astronaut John Glenn was preparing for an orbital mission, mathematician Katherine Johnson was called by the US space agency Nasa for an important task: calculating trajectories. According to Nasa's website, the complexity of the orbital flight, which would make Glenn the first American to orbit Earth, required the construction of a communications network that would link tracking stations around the world to computers in Washington, Florida and Bermuda. These computers were programmed with orbital equations that would control the trajectory of Glenn's Friendship 7 spacecraft. But these machines were also prone to glitches. So, Glenn asked engineers to enlist Johnson to run the same numbers through the same equations programmed into the computer, but by hand, on a desktop mechanical calculating machine.

NASA presents its space explorers as instant legends, in any event, when their achievements in space are groundbreaking. Maybe the best case of NASA's public-relations prowess was the participation of John Glenn, the first American to circle Earth, in the 1998 shuttle mission STS-95. Glenn's re-visitation to space at the age of 77 made STS-95 the most ardently followed mission since the Apollo moon arrivals. NASA guaranteed that Glenn went up for science, he filled in as a test subject in different clinical trials, however, unmistakably the primary advantage of Glenn's space shuttle ride was exposure, not a scientific revelation. NASA is as yet leading grade A science in space, but it is being finished by unmanned probes instead of space explorers.

The use of artificial intelligence is growing in many areas: hiring, healthcare, travel, household functions. These AI examples rely heavily on deep learning and natural language processing, but its use has sparked a debate about bias and fairness. Human decision making can be shaped by unconscious individual and societal biases. Will AI's decisions be less biased than human ones? How are companies addressing this potential AI bias with regards to hiring, data crunching, and other critical business functions?

It's 6:30 already, Katie,

Glenn Gore, the chief architect of Amazon Web Services, feels the cloud has democratised tech, and businesses that invest in data will be creative and transformative. The Chief Architect of Amazon Web Services, Glenn Gore, is setting the foundation on which future generations will look back and say it all began with these technologies. An orchestrator of all the things software developers/ builders love about AWS, Glenn has been pushing the boundaries in this new world where there is a convergence of software and data crunching on a real-time basis. With the era of edge analytics dawning, AWS wants to prepare developers for a scenario where AI, IOT and analytics will transform industries. Glenn is in the thick of things, working towards that mission.

GLENN: So I had a friend write to me, just this morning. And he said, Glenn, I was listening to your show yesterday. And he said -- let me see if I have this. You talk about AI killing us all. I know that's a go-to line a lot of tech people take with AI.

Artificial intelligence will better our lives in many ways, but it will also pose a danger if people don't program AI properly. Autonomous vehicle pioneer Elon Musk warned over the weekend that AI is the "biggest risk" to civilization. Musk, who founded Tesla, has long said that AI will be dangerous. At the National Governors Association Summer Meeting in Rhode Island, Musk said that government regulation is necessary to keep AI from getting out of hand. On Monday's "The Glenn Beck Radio Program," Glenn Beck wondered how we will train AI to know good from bad when our postmodern society doesn't even know that.