Papers with Batch prompting
Efficient but Vulnerable: Benchmarking and Defending LLM Batch Prompting Attack (2025.findings-acl)
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| Challenge: | a recent study reveals a significant security vulnerability in batch prompting . malicious users can inject attack instructions into a batch, leading to unwanted interference . |
| Approach: | They construct a batch prompting benchmark and test it against other LLMs to find out if batch prompts are vulnerable. |
| Outcome: | The proposed approach achieves 95% accuracy in detecting attacks. |