One Turn Too Late: Learning When to Intervene Against Multi-Turn Malicious Intent

Name: One Turn Too Late: Learning When to Intervene Against Multi-Turn Malicious Intent
Uploaded: 2026-10-04T05:53:38.088755+00:00
Duration: 676 s
Description: The work addresses multi-turn malicious intent by detecting the exact turn where accumulating conversation context enables a harmful objective. It introduces a strategy that identifies this 'harmful closure turn' to balance safety and utility, ensuring intervention happens precisely when necessary rather than too early or too late.

The work addresses multi-turn malicious intent by detecting the exact turn where accumulating conversation context enables a harmful objective. It introduces a strategy that identifies this 'harmful closure turn' to balance safety and utility, ensuring intervention happens precisely when necessary rather than too early or too late.

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