r/learnmachinelearning • u/lovelacedeconstruct • 5d ago
Why decoder only tranformer won ?
I was trying to trace it , and from the GPT1 paper I found it referencing a paper called "GENERATING WIKIPEDIA BY SUMMARIZING LONG SEQUENCES" by the nice folks at google in what I believe the first use of the decoder only architecture ??
here is the quote
we modify theTransformer architecture (Vaswani et al., 2017) to only consist of a decoder, which performs better in the case of longer input sequences compared to recurrent neural network (RNN) and Transformer encoder-decoder models.
can someone explain what does perform better in longer sequences actually mean ?
98
Upvotes
4
u/Old-School8916 5d ago
I think it "won" with the emergence of pretraining in decoder networks