Testing Language Models (and Prompts) Like We Test Software


GPT-4: Testing language models like software can help developers better understand their capabilities and limitations. By specifying properties of the output or groups of outputs, developers can evaluate these properties with high accuracy using the language model itself. This approach complements traditional benchmarking and can lead to finding bugs, gaining insights on tasks, and discovering problems in specifications early on, allowing for timely adjustments.
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