The AI Risk Observatory: What Can We Learn from AI Disclosures in Annual Reports About Societal Resilience?
Key takeaway
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?
Why it's on PDOOM
PDOOM selected this story as relevant to alignment & control.
From ArXiv cs.AI
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 reproducible two-stage classification pipeline to 9,821 annual reports from 1,362 UK listed companies (2020-2025, with partial 2026 data). We first validate the method against 474
By Bart Jaworski