Safety Efficiency Evals
44 resources · page 2 of 2
Announcing Inspect Evals (UK AISI)
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UK AISI announcement of Inspect Evals, an open-source collection of LLM evaluations.
ChinAI #315: Abandoned? Checking in on Three Key AI Safety Benchmarks
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ChinAI newsletter issue checking whether three Chinese AI safety benchmarks are still maintained.
ChinAI #351: CAICT launches 2026 AI Safety Evaluations
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ChinAI newsletter issue 351 on CAICT's 2026 AI safety evaluations and lessons from its 2025 assessments.
FLI AI Safety Index Summer 2026 (PDF)
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Future of Life Institute AI Safety Index Summer 2026 full report (PDF) with company grades by domain.
How Some of China's Top AI Thinkers Built Their Own AI Safety Institute (Carnegie)
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Carnegie Endowment analysis of the China AI Safety and Development Association and its role in Chinese AI governance.
Wikipedia: AI safety institutes
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Wikipedia article on AI safety institutes: state-backed bodies that evaluate AI safety, listed by country.
Accuracy incentives and hallucinations
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Nature paper (2026) showing that accuracy-only evaluation of LLMs incentivises hallucination.
Inspect India Evals
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arXiv paper (2026) introducing Inspect India Evals, an open framework of Indian benchmarks with a fairness index.
Korea AISI 5th AI Safety Forecast Report
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Korea AI Safety Institute 5th AI Safety Forecast Report covering May–July 2026.
LabSafety Bench
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Nature Machine Intelligence paper introducing LabSafety Bench for LLM safety risks in scientific labs.
Safetywashing
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arXiv paper (2024) "Safetywashing", testing whether AI safety benchmarks measure safety or general capability.
The Leaderboard Illusion
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arXiv paper (2025) "The Leaderboard Illusion", auditing how private testing and data access distort Chatbot Arena rankings.