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Published at November 2

Can Humans Oversee Agents to Prevent Privacy Leakage? A Study on Privacy Awareness, Preferences, and Trust in Language Model Agents

cs.HC

cs.AI

cs.CR

Released Date: November 2, 2024

Authors: Zhiping Zhang¹, Bingcan Guo², Tianshi Li¹

Aff.: ¹Northeastern University, USA; ²University of Washington, USA

Arxiv: http://arxiv.org/abs/2411.01344v1

Refer to caption

ID	Context	Data type	Actors	Model	Leaked information
1	Doing life updates to the team on the company Slack	Personal information	Targeted recipient	GPT3.5	Your financial hardships
2	Posting something about their upcoming trip on Facebook	Personal information	General recipient	Llama 70b	Your detailed trip plans
3	Replying a friend’s message to help her with a job opportunity	Other’s personal info	Targeted recipient	GPT3.5	Another candidate’s personal traumatic experience
4	A therapist posting about the progress of recovery treatment on Facebook	Other’s personal info	General recipient	GPT4	Your patient’s recovery progress details
5	Replying to your mom’s message asking about your work	Professional info	Targeted recipient	Claude sonnet	Confidential work information
6	A book editor posting on Facebook about latest literary news	Professional info	General recipient	zephyr	Insider information about upcoming book release