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Lingjiao Chen, Matei Zaharia, and James Zou

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cs.CR 1

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2026 1

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Black-Box Forensics for Conversational LLM Agents

cs.CR · 2026-06-21 · unverdicted · novelty 7.0

Empirical study reporting 98% base-model attribution accuracy and cross-encoder fingerprinting of unseen system prompts (AUC 0.768 single-conversation, 0.943 with 50 conversations) in black-box LLM agents.

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  • Black-Box Forensics for Conversational LLM Agents cs.CR · 2026-06-21 · unverdicted · none · ref 4

    Empirical study reporting 98% base-model attribution accuracy and cross-encoder fingerprinting of unseen system prompts (AUC 0.768 single-conversation, 0.943 with 50 conversations) in black-box LLM agents.