Tag: nlp
All the articles with the tag "nlp".
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Notes on: f-DISTILL
The actual f-DISTILL framework — the four concrete divergence variants (KL, RKL, JS, TVD), the word-level decomposition that makes them tractable, and why symmetric losses win on DART/XSum/WMT.
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Notes on: TinyBERT
Jiao et al.'s four-loss layer-wise distillation and two-stage framework, with the actual GLUE table — TinyBERT6 essentially matches BERT-base, TinyBERT4 keeps 96.8% of it at 7.5x smaller.
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Notes on: DistilBERT
Sanh et al.'s actual architecture and loss recipe — halved layers initialized every-other-layer from BERT, a triple loss, and the specific GLUE/SQuAD numbers behind the "97% at 40% smaller" headline.