Construct · 1 fields · 1 citations

softmax bottleneck: a standalone construct

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Natural language processing

the limit that a softmax over dot products with a small hidden size cannot express the high-rank distributions natural language requires.

In natural language processing, softmax bottleneck refers to the limit that a softmax over dot products with a small hidden size cannot express the high-rank distributions natural language requires. This meaning comes from Yang (2017) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

bottleneck4 fields · 5 citationsjingle · one word, four constructs limit3 fields · 3 citationsjingle · one word, three constructs natural3 fields · 7 citationsjingle · one word, three constructs

References

Yang, Z., Dai, Z., Salakhutdinov, R., & Cohen, W. W. (2017). Breaking the Softmax Bottleneck: A High-Rank RNN Language Model. arXiv. https://doi.org/10.48550/arxiv.1711.03953

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