Construct · 1 fields · 1 citations

exposure bias: a standalone construct

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

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Natural language processing

a sequence model trained only on ground-truth prefixes never sees its own errors during training, so mistakes compound when it generates from its own outputs.

In natural language processing, exposure bias refers to a sequence model trained only on ground-truth prefixes never sees its own errors during training, so mistakes compound when it generates from its own outputs. This meaning comes from Ranzato (2015) in arXiv.[1]

Unit
Recovery means
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Nearby constructs

bias6 fields · 8 citationsjingle · one name, six constructs compound3 fields · 3 citationsjingle · one word, three constructs exposure6 fields · 13 citationsjingle · one name, six constructs

References

Ranzato, M., Chopra, S., Auli, M., & Zaremba, W. (2015). Sequence Level Training with Recurrent Neural Networks. arXiv. https://doi.org/10.48550/arxiv.1511.06732

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