Safety Testing LLM Agents at Scale: From Risk Discovery to Evidence-Grounded Verification

Safety Testing LLM Agents at Scale: From Risk Discovery to Evidence-Grounded Verification

Automated safety testing framework Vera uses a three-stage pipeline to identify and test safety risks in LLM agents through structured risk taxonomies, combinatorial case generatio…

Hugging Face · Daily Papers ·Yunhao Feng, Ruixiao Lin · ·▲ 3 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Yunhao Feng, Ruixiao Lin, Ming Wen, Qinqin He, Yanming Guo, Yifan Ding

  • 3 upvotes da comunidade
  • Temas: LLM agents, safety testing, software engineering testing principles, three-stage pipeline, risk taxonomies, combinatorial composition

Resumo

Resumo original (em inglês), extraído do paper:

Automated safety testing framework Vera uses a three-stage pipeline to identify and test safety risks in LLM agents through structured risk taxonomies, combinatorial case generation, and adaptive sandbox execution with evidence-based verification.

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