Necessary or Sufficient? Evaluating LLM Explanations With Behavioural Evidence
The framework provides a black-box reliability check for explanations used in agent oversight while remaining scoped to individual LLM decisions.
AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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The framework provides a black-box reliability check for explanations used in agent oversight while remaining scoped to individual LLM decisions.
When LLMs support public-facing or high-stakes workflows, missed fabrications can harm users and institutions, while false alarms consume limited human-review capacity. When no trusted context or reference document is available, we study two signals accessible through black-box model APIs: semantic entropy, which measu...
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