10How do you evaluate an LLM, and why are benchmarks and LLM-as-judge both unreliable?▼hard★ EssentialOpenAIAnthropicGoogle2 repliesunlockedEvaluation is the toughest and most underrated part of shipping LLMs. The signal is understanding why public benchmarks mislead, why LLM-as-judge carries bias, and how to build a task-specific eval you can genuinely trust.Open full answer →
26What are MMLU, HumanEval, and GSM8K, and how do you interpret LLM benchmark scores?▼mediumOpenAIGoogleAnthropic1 replies◆ premiumPlenty of people cite benchmark numbers; almost nobody reads them carefully. What shows depth is explaining what each one measures and why leaderboard figures outrun real-world skill. The question the interviewer is saving is how you would spot contamination.Open full answer →
29How do you evaluate the safety of an LLM (safety benchmarks and beyond)?▼mediumAnthropicOpenAIGoogle2 replies◆ premiumSafety is not a single number. The candidates who pass name the axes, run benchmarks as a gate, and then explain why benchmarks by themselves certify nothing. Here is the framing interviewers score highest.Open full answer →
