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# Safety Efficiency Evals

[Beginner](/levels/beginner/index.md) [Intermediate](/levels/intermediate/index.md) [Advanced](/levels/advanced/index.md) [Expert](/levels/expert/index.md)

44 resources · page 2 of 2

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### [Announcing Inspect Evals (UK AISI)](/evaluation/benchmarks-and-leaderboards/uk-aisi-inspect-evals-announcement/index.md)

Creator not supplied; see original source.

UK AISI announcement of Inspect Evals, an open-source collection of LLM evaluations.

Not applicable (entity) · unknown · unknown resource · en 

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### [ChinAI #315: Abandoned? Checking in on Three Key AI Safety Benchmarks](/evaluation/benchmarks-and-leaderboards/chinai-315-abandoned-check-on-chinese-safety-benchmarks/index.md)

Creator not supplied; see original source.

ChinAI newsletter issue checking whether three Chinese AI safety benchmarks are still maintained.

Beginner–Expert · unknown · unknown resource · en 

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### [ChinAI #351: CAICT launches 2026 AI Safety Evaluations](/evaluation/benchmarks-and-leaderboards/chinai-351-caict-2026-ai-safety-evaluations/index.md)

Creator not supplied; see original source.

ChinAI newsletter issue 351 on CAICT's 2026 AI safety evaluations and lessons from its 2025 assessments.

Beginner–Expert · unknown · unknown resource · en 

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### [FLI AI Safety Index Summer 2026 (PDF)](/evaluation/benchmarks-and-leaderboards/fli-ai-safety-index-summer-2026-pdf/index.md)

Creator not supplied; see original source.

Future of Life Institute AI Safety Index Summer 2026 full report (PDF) with company grades by domain.

Beginner–Expert · unknown · unknown resource · en 

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### [How Some of China's Top AI Thinkers Built Their Own AI Safety Institute (Carnegie)](/evaluation/benchmarks-and-leaderboards/china-ai-safety-development-association-cnaisda-carnegie-analysis/index.md)

Creator not supplied; see original source.

Carnegie Endowment analysis of the China AI Safety and Development Association and its role in Chinese AI governance.

Intermediate · unknown · unknown resource · en 

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### [Wikipedia: AI safety institutes](/evaluation/benchmarks-and-leaderboards/wikipedia-ai-safety-institutes/index.md)

Creator not supplied; see original source.

Wikipedia article on AI safety institutes: state-backed bodies that evaluate AI safety, listed by country.

Intermediate–Advanced · unknown · unknown resource · en 

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### [Accuracy incentives and hallucinations](/evaluation/benchmarks-and-leaderboards/accuracy-incentives-and-hallucinations/index.md)

Creator not supplied; see original source.

Nature paper (2026) showing that accuracy-only evaluation of LLMs incentivises hallucination.

Advanced · unknown · unknown resource · en 

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### [Inspect India Evals](/evaluation/benchmarks-and-leaderboards/inspect-india-evals/index.md)

Creator not supplied; see original source.

arXiv paper (2026) introducing Inspect India Evals, an open framework of Indian benchmarks with a fairness index.

Advanced–Expert · unknown · unknown resource · mul 

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### [Korea AISI 5th AI Safety Forecast Report](/evaluation/benchmarks-and-leaderboards/korea-aisi-5th-ai-safety-forecast-report-2026-09-03/index.md)

Creator not supplied; see original source.

Korea AI Safety Institute 5th AI Safety Forecast Report covering May–July 2026.

Advanced–Expert · unknown · unknown resource · ko 

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### [LabSafety Bench](/evaluation/benchmarks-and-leaderboards/labsafety-bench/index.md)

Creator not supplied; see original source.

Nature Machine Intelligence paper introducing LabSafety Bench for LLM safety risks in scientific labs.

Advanced · unknown · unknown resource · en 

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### [Safetywashing](/evaluation/benchmarks-and-leaderboards/safetywashing/index.md)

Creator not supplied; see original source.

arXiv paper (2024) "Safetywashing", testing whether AI safety benchmarks measure safety or general capability.

Advanced · unknown · unknown resource · en 

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### [The Leaderboard Illusion](/evaluation/benchmarks-and-leaderboards/the-leaderboard-illusion/index.md)

Creator not supplied; see original source.

arXiv paper (2025) "The Leaderboard Illusion", auditing how private testing and data access distort Chatbot Arena rankings.

Advanced · unknown · unknown resource · en 

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