I've read this term in many papers in NLP: (Gold POS tags).
what does it mean?
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It refers to the set of "correct" part of speech tags assigned to the tokens (words and punctuation) in a corpus of sentences. The tags are usually annotated and vetted manually by linguistic experts, and used to train and test classifiers, parsers and other processing resources used to process natural language.