LLM judges Unmasking AI Bias: How Stylistic Manipulation Attacks Threaten LLM Judges Explore BITE, a black-box adversarial framework that exploits stylistic biases in LLM judges to inflate scores, revealing critical vulnerabilities in AI evaluation and highlighting the need for robust defenses.