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kNN using a gzip-based distance metric outperforms BERT and other neural methods for OOD sentence classification

kNN using a gzip-based distance metric outperforms BERT and other neural methods for OOD sentence classification

intuition: 2 texts similar if cat-ing one to the other barely increases gzip size

no training, no tuning, no params — this is the entire algorithm

https://aclanthology.org/2023.findings-acl.426/

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