Risk taxonomy, mitigation, and assessment benchmarks of large language model systems
Large language models (LLMs) have strong capabilities in solving diverse natural language
processing tasks. However, the safety and security issues of LLM systems have become the
major obstacle to their widespread application. Many studies have extensively investigated
risks in LLM systems and developed the corresponding mitigation strategies. Leading-edge
enterprises such as OpenAI, Google, Meta, and Anthropic have also made lots of efforts on
responsible LLMs. Therefore, there is a growing need to organize the existing studies and …
processing tasks. However, the safety and security issues of LLM systems have become the
major obstacle to their widespread application. Many studies have extensively investigated
risks in LLM systems and developed the corresponding mitigation strategies. Leading-edge
enterprises such as OpenAI, Google, Meta, and Anthropic have also made lots of efforts on
responsible LLMs. Therefore, there is a growing need to organize the existing studies and …
[CITATION][C] Risk taxonomy, mitigation, and assessment benchmarks of large language model systems, 2024
T Cui, Y Wang, C Fu, Y Xiao, S Li, X Deng, Y Liu… - URL https://arxiv. org/abs …
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