Construct · 1 fields · 1 citations

length generalization: a standalone construct

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

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Natural language processing

a model's ability to solve problem instances longer than any seen in training, which language models often lack.

In natural language processing, length generalization refers to a model's ability to solve problem instances longer than any seen in training, which language models often lack. This meaning comes from Anil (2022) in arXiv.[1]

Unit
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Nearby constructs

generalization6 fields · 16 citationsjingle · one name, six constructs model3 fields · 3 citationsjingle · one word, three constructs natural3 fields · 7 citationsjingle · one word, three constructs

References

Anil, C., Wu, Y., Andreassen, A., Lewkowycz, A., Misra, V., Ramasesh, V., Slone, A., Gur-Ari, G., Dyer, E., & Neyshabur, B. (2022). Exploring Length Generalization in Large Language Models. arXiv. https://doi.org/10.48550/arxiv.2207.04901

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