--- id: "/evaluation-benchmarks/safety-efficiency-evals/page/2/" title: "safety & efficiency evals: 44 curated resources · page 2" url: "https://skillissue.dev/evaluation-benchmarks/safety-efficiency-evals/page/2/" --- # safety & efficiency evals: 44 curated resources safety & efficiency evals [Beginner](/evaluation-benchmarks/beginner/index.md) [Intermediate](/evaluation-benchmarks/intermediate/index.md) [Advanced](/evaluation-benchmarks/advanced/index.md) [Expert](/evaluation-benchmarks/expert/index.md) 44 resources · page 2 of 2 - ### [Announcing Inspect Evals (UK AISI)](/evaluation/benchmarks-and-leaderboards/uk-aisi-inspect-evals-announcement/index.md) by [UK AI Security Institute](https://www.aisi.gov.uk/) UK AISI announcement of Inspect Evals, an open-source collection of LLM evaluations. entity news UK [STATE] en - ### [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) by [Jeffrey Ding (ChinAI)](https://chinai.substack.com/) ChinAI newsletter issue checking whether three Chinese AI safety benchmarks are still maintained. Beginner–Expert learning_resource blog China subject en - ### [ChinAI #351: CAICT launches 2026 AI Safety Evaluations](/evaluation/benchmarks-and-leaderboards/chinai-351-caict-2026-ai-safety-evaluations/index.md) by [Jeffrey Ding (ChinAI)](https://chinai.substack.com/) ChinAI newsletter issue 351 on CAICT's 2026 AI safety evaluations and lessons from its 2025 assessments. Beginner–Expert learning_resource newsletter China [STATE] subject en - ### [FLI AI Safety Index Summer 2026 (PDF)](/evaluation/benchmarks-and-leaderboards/fli-ai-safety-index-summer-2026-pdf/index.md) by [Future of Life Institute](https://futureoflife.org/) Future of Life Institute AI Safety Index Summer 2026 full report (PDF) with company grades by domain. Beginner–Expert learning_resource paper US en - ### [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) by [Carnegie Endowment for International Peace](https://carnegieendowment.org/) Carnegie Endowment analysis of the China AI Safety and Development Association and its role in Chinese AI governance. Intermediate learning_resource blog China en - ### [Wikipedia: AI safety institutes](/evaluation/benchmarks-and-leaderboards/wikipedia-ai-safety-institutes/index.md) by [Wikipedia (Wikimedia Foundation)](https://www.wikipedia.org/) Wikipedia article on AI safety institutes: state-backed bodies that evaluate AI safety, listed by country. Intermediate–Advanced learning_resource docs Global en - ### [Accuracy incentives and hallucinations](/evaluation/benchmarks-and-leaderboards/accuracy-incentives-and-hallucinations/index.md) by [Adam Tauman Kalai et al. (OpenAI)](https://openai.com/) Nature paper (2026) showing that accuracy-only evaluation of LLMs incentivises hallucination. Advanced learning_resource paper US en - ### [Inspect India Evals](/evaluation/benchmarks-and-leaderboards/inspect-india-evals/index.md) by [Abhishek Kumar Singh et al.](https://openalex.org/authors/A5143884522) arXiv paper (2026) introducing Inspect India Evals, an open framework of Indian benchmarks with a fairness index. Advanced–Expert learning_resource paper India mul - ### [Korea AISI 5th AI Safety Forecast Report](/evaluation/benchmarks-and-leaderboards/korea-aisi-5th-ai-safety-forecast-report-2026-09-03/index.md) by [Korea AISI](https://aisi.re.kr/) Korea AI Safety Institute 5th AI Safety Forecast Report covering May–July 2026. Advanced–Expert learning_resource paper Korea ko - ### [LabSafety Bench](/evaluation/benchmarks-and-leaderboards/labsafety-bench/index.md) by [Yujun Zhou et al. (University of Notre Dame)](https://www.nd.edu/) Nature Machine Intelligence paper introducing LabSafety Bench for LLM safety risks in scientific labs. Advanced learning_resource paper International en - ### [Safetywashing](/evaluation/benchmarks-and-leaderboards/safetywashing/index.md) by [Richard Ren et al. (Center for AI Safety)](https://safe.ai/) arXiv paper (2024) "Safetywashing", testing whether AI safety benchmarks measure safety or general capability. Advanced learning_resource paper US / International en - ### [The Leaderboard Illusion](/evaluation/benchmarks-and-leaderboards/the-leaderboard-illusion/index.md) by [Shivalika Singh et al. (Cohere)](https://cohere.com) arXiv paper (2025) "The Leaderboard Illusion", auditing how private testing and data access distort Chatbot Arena rankings. Advanced learning_resource paper International en [Previous page](/evaluation-benchmarks/safety-efficiency-evals/index.md) [Plain-text Markdown copy](/evaluation-benchmarks/safety-efficiency-evals/page/2/index.md)