Construct · 1 fields · 1 citations

long-tail knowledge problem: a standalone construct

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

● anchor · a standalone construct Nearest construct by meaning·not indexed

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Natural language processing

language models' poor accuracy on facts about entities that appear rarely in pretraining data, with accuracy tracking document counts.

In natural language processing, long-tail knowledge problem refers to language models' poor accuracy on facts about entities that appear rarely in pretraining data, with accuracy tracking document counts. This meaning comes from Kandpal (2022) in arXiv.[1]

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Nearby constructs

accuracy3 fields · 6 citationsjingle · one word, three constructs document1 fields · 3 citationsanchor · a standalone construct knowledge6 fields · 12 citationsjingle · one name, six constructs

References

Kandpal, N., Deng, H., Roberts, A., Wallace, E., & Raffel, C. (2022). Large Language Models Struggle to Learn Long-Tail Knowledge. arXiv. https://doi.org/10.48550/arxiv.2211.08411

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