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LLM-as-Judge Evaluations Have Five Known Biases — Here's How to Design Around Them

Position bias, verbosity bias, and self-preference bias can silently distort agent eval scores — here is how to design a judge pipeline that resists them, plus why trajectory evaluation catches what outcome scoring misses.