The Chatbot Arena, a prominent platform for evaluating large language models (LLMs) using vibes-based assessments, has faced criticism due to its ranking methods. A recent study highlights how private testing practices may lead to biased scores favoring certain proprietary models. The paper exposes concerns about unfair
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