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OpinionOriol Vinyals · X· @OriolVinyalsML·· 2026-06-27

103.1K views · 203 likes · 7 reposts (at collection)

Oriol Vinyals recalls Wojciech Zaremba wanting to remove RNN Regularization paper

What happened

Fun fact: @woj_zaremba wanted to completely remove that paper from existence a year or so after. I forgot why though -- Woj? Quoted post by @OfirPress: I started doing language modeling research in Jan 2016, using the LSTM from the "RNN Regularization" model by @woj_zaremba @OriolVinyalsML and @ilyasut, trying to improve its perplexity on Penn Treebank (1M toks). This led to the weight tying method, sometimes still used today.

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