SQL-R1: A Reinforcement Learning-based NL2SQL Model that Outperforms Larger Systems in Complex Queries with Transparent and Accurate SQL Generation

SQL-R1: A Reinforcement Learning-based NL2SQL Model that Outperforms Larger Systems in Complex Queries with Transparent and Accurate SQL Generation

Natural language interface to databases is a growing focus within artificial intelligence, particularly because it allows users to interact with structured databases using plain human language. This area, often known as NL2SQL (Natural Language to SQL), is centered on transforming user-friendly queries into SQL commands that can be directly executed on databases. The objective is…

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The best smart plugs in 2025

The best smart plugs in 2025

I recently moved and, before I had a chance to set up my smart plugs again, I found myself turning on my living room lamps manually — I sort of hated it. Reaching, twisting and visiting each one like some Victorian gaslighter felt almost silly to me after having experienced the ease of asking Alexa…

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SaaS Security Essentials: Reducing Risks in Cloud Applications

SaaS Security Essentials: Reducing Risks in Cloud Applications

As organizations increasingly rely on SaaS applications to run their operations, securing them has become a necessity. Without strong protection, sensitive data, user access, and cloud infrastructure are left vulnerable to breaches. SaaS security is not a single-layer fix; it demands multiple approaches to address cybersecurity threats across identity, data, and applications. Key Components of…

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