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Beware of Unreliable Data in Model Evaluation: A LLM Prompt Selection case study with Flan-T5
You may choose suboptimal prompts for your LLM (or make other suboptimal choices via model evaluation) unless you clean your test data.
Jonas mueller
Chris mauck
Community slack
Google research
Unreliable data
Model evaluation
Stanford politeness dataset
Observed test
Clean test
Clean test accuracy
Observed test accuracy
Noisy evaluation
Large language model
Test accuracy
Available test data
More reliable
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