Construct · 1 fields · 1 citations

competency problem: a standalone construct

One name. One construct. A landmark on the map.

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Natural language processing

tasks in which no single feature should predict the label, so any feature that correlates with labels in data is an artifact a model may exploit.

In natural language processing, competency problem refers to tasks in which no single feature should predict the label, so any feature that correlates with labels in data is an artifact a model may exploit. This meaning comes from Gardner (2021) in arXiv.[1]

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Nearby constructs

artifact2 fields · 2 citationsjingle · one word, two constructs feature2 fields · 4 citationsjingle · one word, two constructs model3 fields · 3 citationsjingle · one word, three constructs

References

Gardner, M., Merrill, W., Dodge, J., Peters, M. E., Ross, A., Singh, S., & Smith, N. A. (2021). Competency Problems: On Finding and Removing Artifacts in Language Data. arXiv. https://doi.org/10.48550/arxiv.2104.08646

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