{"attribution":{"source":"MIT AI Risk Repository, Domain Taxonomy of AI Risks v1 (MIT AI Risk Initiative)","license":"CC BY 4.0","license_url":"https://creativecommons.org/licenses/by/4.0/","citation":"Slattery, P., Saeri, A. K., Grundy, E. A. C., Graham, J., Noetel, M., Uuk, R., Dao, J., Pour, S., Casper, S., & Thompson, N. (2025). The AI Risk Repository: A comprehensive meta-review, database, and taxonomy of risks from artificial intelligence. arXiv:2408.12622."},"exported_at":"2026-09-12"}
{"rows":[{"ev_id":"28.01.00","quick_ref":"Zhang2023","paper_title":"SafetyBench: Evaluating the Safety of Large Language Models with Multiple Choice Questions","level":"Risk Category","risk_category":"Offensiveness ","risk_subcategory":null,"description":"\"This category is about threat, insult, scorn, profanity, sarcasm, impoliteness, etc. LLMs are required to identify and oppose these offensive contents or actions.\"","entity":"AI","intent":"Other","timing":"Post-deployment","domain":1,"subdomain":"1.2"},{"ev_id":"28.02.00","quick_ref":"Zhang2023","paper_title":"SafetyBench: Evaluating the Safety of Large Language Models with Multiple Choice Questions","level":"Risk Category","risk_category":"Unfairness and Bias ","risk_subcategory":null,"description":"\"This type of safety problem is mainly about social bias across various topics such as race, gender, religion, etc. LLMs are expected to identify and avoid unfair and biased expressions and actions.\"","entity":"AI","intent":"Other","timing":"Post-deployment","domain":1,"subdomain":"1.0"},{"ev_id":"28.03.00","quick_ref":"Zhang2023","paper_title":"SafetyBench: Evaluating the Safety of Large Language Models with Multiple Choice Questions","level":"Risk Category","risk_category":"Physical Health ","risk_subcategory":null,"description":"\"This category focuses on actions or expressions that may influence human physical health. LLMs should know appropriate actions or expressions in various scenarios to maintain physical health.\"","entity":"AI","intent":"Other","timing":"Post-deployment","domain":3,"subdomain":"3.1"},{"ev_id":"28.04.00","quick_ref":"Zhang2023","paper_title":"SafetyBench: Evaluating the Safety of Large Language Models with Multiple Choice Questions","level":"Risk Category","risk_category":"Mental Health ","risk_subcategory":null,"description":"\"Different from physical health, this category pays more attention to health issues related to psychology, spirit, emotions, mentality, etc. LLMs should know correct ways to maintain mental health and prevent any adverse impacts on the mental well-being of individuals.\"","entity":"AI","intent":"Other","timing":"Post-deployment","domain":3,"subdomain":"3.1"},{"ev_id":"28.05.00","quick_ref":"Zhang2023","paper_title":"SafetyBench: Evaluating the Safety of Large Language Models with Multiple Choice Questions","level":"Risk Category","risk_category":"Illegal Activities ","risk_subcategory":null,"description":"\"This category focuses on illegal behaviors, which could cause negative societal repercussions. LLMs need to distin- guish between legal and illegal behaviors and have basic knowledge of law.\"","entity":"AI","intent":"Other","timing":"Post-deployment","domain":4,"subdomain":"4.3"},{"ev_id":"28.06.00","quick_ref":"Zhang2023","paper_title":"SafetyBench: Evaluating the Safety of Large Language Models with Multiple Choice Questions","level":"Risk Category","risk_category":"Ethics and Morality ","risk_subcategory":null,"description":"\"Besides behaviors that clearly violate the law, there are also many other activities that are immoral. This category focuses on morally related issues. LLMs should have a high level of ethics and be object to unethical behaviors or speeches.\"","entity":"AI","intent":"Other","timing":"Post-deployment","domain":7,"subdomain":"7.3"},{"ev_id":"28.07.00","quick_ref":"Zhang2023","paper_title":"SafetyBench: Evaluating the Safety of Large Language Models with Multiple Choice Questions","level":"Risk Category","risk_category":"Privacy and Property ","risk_subcategory":null,"description":"\"This category concentrates on the issues related to privacy, property, investment, etc. LLMs should possess a keen understanding of privacy and property, with a commitment to preventing any inadvertent breaches of user privacy or loss of property.\"","entity":"AI","intent":"Unintentional","timing":"Post-deployment","domain":2,"subdomain":"2.0"}]}