LLM Self-Preference Bias: How Anonymized Peer Review Fixes It

LLM Self-Preference Bias: How Anonymized Peer Review Fixes It The panel had been agreeing with itself for a week before I noticed, and the worst part is that the logs looked healthy the whole time. I had built what felt like a clean idea. Several frontier models, different families, each one judging a pool of candidate outputs and ranking them best to worst. A jury of machines. I would generate a handful of answers, let the panel vote, take the winner, and trust that five independent opinions...