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ResearchOctober 5, 2026

The AI Risk Observatory: What Can We Learn from AI Disclosures in Annual Reports About Societal Resilience?

Societal resilience research relies on access to useful and actionable data, which motivates our main research question: Can annual reports, processed at scale with LLMs, provide a useful signal about how companies disclose their response to AI? We test this by applying a…

Bart Jaworski·arXiv — cs.AI
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Key Takeaways
  • 01.Societal resilience research relies on access to useful and actionable data, which motivates our main research question: Can annual reports, processed at scale with LLMs, provide a useful signal about how companies disclose their response to AI
  • 02.We test this by applying a…

This material is provided as an extended analytical summary.

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Aggregated within AI Qazaqstan national intelligence stream with author attribution.

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