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J. Katzy

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Book Open access Jul 2026

The Poisoned Chalice of LLM Evaluation Report

The first Poisoned Chalice of LLM Evaluation Competition is organized, which frames contamination detection as a white-box membership inference task on source code and provides participants with curated datasets, target models, baseline attacks, and a final evaluation on a held-out model and dataset.

J. Katzy, Ali Al-Kaswan, R. Popescu et al. · 1 citation · ⚡1