{"id":"trust-no-bot","title":"Trust No Bot: Discovering Personal Disclosures in Human-LLM Conversations in the Wild","authors":[{"given":"Niloofar","family":"Mireshghallah"},{"given":"Maria","family":"Antoniak"},{"given":"Yash","family":"More"},{"given":"Yejin","family":"Choi"},{"given":"Golnoosh","family":"Farnadi"}],"first_public":"2024-07-16","date_note":"First arXiv version.","date_source":"https://arxiv.org/abs/2407.11438","year":2024,"venue":"COLM 2024","paper_url":"https://openreview.net/forum?id=tIpWtMYkzU","arxiv":"2407.11438","code_url":"https://github.com/mireshghallah/ChatGPT-personal-disclosures","category":"privacy","relationship":"uses","dataset_version":"A 5,000-conversation English sample from the one-million-conversation WildChat corpus, limited to one conversation per hashed IP with additional prefix and length filters.","summary":"Studies the tasks and contexts in which people disclose personal or sensitive information to chatbots. It combines automated PII detection with task and sensitive-topic taxonomies, releasing annotations that support analyses beyond conventional identifiers.","finding":"In the analyzed sample, sensitive disclosures extend beyond the categories recognized by PII detectors, including preferences, personal habits, and application-related information.","evidence_url":"https://arxiv.org/html/2407.11438v2","evidence_note":"Section 2 specifies sampling; Sections 3–4 compare detected identifiers with sensitive topics. The observations apply to this filtered sample.","bibtex_key":"mireshghallah2024trustnobot","record_url":"https://yuntiandeng.com/wildchat/papers/trust-no-bot/","relationship_label":"Uses WildChat","citation_title":"Trust No Bot: Discovering Personal Disclosures in Human-LLM Conversations in the Wild","citation_type":"article-journal","bibtex_type":"misc","citation_url":"https://arxiv.org/abs/2407.11438","citation_year":2024,"citation_note":"Cites the arXiv preprint with its original 2024 preprint year. The paper also appeared at COLM 2024.","doi":"10.48550/arXiv.2407.11438"}