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Evaluating LLMs on Conversational Text-to-SQL under Chain Ambiguity and Intent Drift

Recent advances in large language models (LLMs) have established conversational text-to-SQL as a practical interface between users and databases, often involving multiple turns of clarification and revision. However, existing benchmarks primarily evaluate execution accuracy, leaving the unfolding and shifting of user intent across turns largely uncovered. To address this, we introduce TIDE-Bench,…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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China fact of the day

Chinese actors and online influencers have a new rival: cost-effective advanced AI video generation programmes that are threatening millions of jobs in a once-vibrant area of China’s gig economy.

  • ByteDance's Seedance 2.0 AI software revolutionizes Chinese gig economy.
  • Digital actors replaced by AI, as seen by Greg Wollner's production halt.
  • 89% of top animated dramas on Douyin created using AI in May.

Google's AI-Powered Lifestyle App 'Dreambeans' Now Free in the US

Google's AI assistant Gemini crawls your Google apps for "more personalized suggestions," in a feature they call Personal Intelligence.

  • Google's AI-driven app Dreambeans becomes free in the US.
  • App uses data from Gmail, Calendar, Photos, YouTube, Search History.
  • Users can customize feed, limit stories to 10-14 daily.

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