Security in LLM-as-a-Judge: A Comprehensive SoK
LLM-as-a-Judge (LaaJ) is a novel paradigm in which powerful language models are used to assess the quality, safety, or correctness of generated outputs. While this paradigm has significantly improved the scalability and efficiency of evaluation processes, it also introduces novel security risks and reliability concerns that remain largely unexplored. In particular, LLM-based judges can become both targets of adversarial manipulation and instruments through which attacks are conducted, potentially compromising the trustworthiness of evaluation pipelines. In this paper, we present the first Systematization of Knowledge (SoK) focusing on the security aspects of LLM-as-a-Judge systems. We per...
| Authors | Aiman Al Masoud, Antony Anju, Marco Arazzi et al. |
|---|---|
| Primary category | cs.CR |
| Published | 31 March 2026 |
| Last updated at source | 6 April 2026 |
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