Papers by Zhouxing Wang
RoleCDE: Benchmarking and Mitigating Role–Alignment Trade-offs in Role-Playing Agents (2026.findings-acl)
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| Challenge: | Existing benchmarks for role-playing agents only evaluate surface-level fidelity and provide limited insight into decision making under role–alignment value conflicts. |
| Approach: | They propose a benchmark to evaluate RPAs under role–alignment value conflicts . they use 8k diverse role profiles and 240k dilemma instances to evaluate role-aware decision making . |
| Outcome: | The proposed benchmark covers 8k diverse role profiles and scenarios and nearly 240k dilemma instances across three difficulty levels and eight role categories. |
Defending LLMs against Jailbreaking Attacks via Backtranslation (2024.findings-acl)
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| Challenge: | Recent advancement in large language models (LLMs) has shown their extensive applications and transformative potential to reshape people's lives. |
| Approach: | They propose a method which uses backtranslation to infer an input prompt from an input input prompt and then run it again on the backtranslated prompt. |
| Outcome: | The proposed method outperforms baselines and has little impact on the generation quality for benign input prompts. |