Construct · 1 fields · 1 citations

pretraining term frequency effect: a standalone construct

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Natural language processing

language models' few-shot accuracy on reasoning items rising with how often the items' terms appeared in pretraining data.

In natural language processing, pretraining term frequency effect refers to language models' few-shot accuracy on reasoning items rising with how often the items' terms appeared in pretraining data. This meaning comes from Razeghi (2022) in arXiv.[1]

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Nearby constructs

accuracy3 fields · 6 citationsjingle · one word, three constructs frequency4 fields · 7 citationsjingle · one word, four constructs natural3 fields · 7 citationsjingle · one word, three constructs

References

Razeghi, Y., Logan, R. L., Gardner, M., & Singh, S. (2022). Impact of Pretraining Term Frequencies on Few-Shot Reasoning. arXiv. https://doi.org/10.48550/arxiv.2202.07206

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