Papers by Junwoo Ha
One-Shot is Enough: Consolidating Multi-Turn Attacks into Efficient Single-Turn Prompts for LLMs (2025.acl-long)
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| Challenge: | a novel framework for consolidating multi-turn adversarial “jailbreak” prompts into single-turn queries is presented in a journal of computational linguistics. |
| Approach: | They propose a framework for consolidating adversarial “jailbreak” prompts into single-turn queries. |
| Outcome: | The proposed framework outperforms the original multi-turn attacks by up to 17.5 % in absolute ASR . it reduces token usage by more than half on average, and provides a powerful tool for large-scale red-teaming . |