Re:Gzip and KNN Outperforms Transformers on Text Classification
by OJFord on Thursday July 13, 2023 @08:47AM
(#36708310)
How do they work then that semantic similarity would be any different? That's just a matter of grouping semantically similar 'representations' in training, surely?
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Re:Gzip and KNN Outperforms Transformers on Text Classification
by londogard on Thursday July 13, 2023 @09:19AM
(#36708671)
Yes, what I'm saying is that gzip does not perform as well when it's not overlapping tokens exact.
Gzip does not support a "semantic" mode, hence it won't and does not (according to the papers metric) perform as well.
Deep learning can capture these semantic similarities.