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sequence_to_sequence_learning [2018/11/22 00:30]
burkov
sequence_to_sequence_learning [2023/12/25 06:43] (current)
burkov [Recommended Reading]
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 ===== Recommended Reading ===== ===== Recommended Reading =====
  
-  * [[https://​papers.nips.cc/​paper/​5346-sequence-to-sequence-learning-with-neural-networks.pdf|Sequence to Sequence Learning with Neural Networks]] by Ilya Sutskever, Oriol Vinyals, and Quoc Le (2014) +  * [[https://​papers.nips.cc/​paper/​5346-sequence-to-sequence-learning-with-neural-networks.pdf|Sequence to Sequence Learning with Neural Networks]] by Ilya Sutskever, Oriol Vinyals, and Quoc Le (2014). 
-  * [[http://​ruder.io/​deep-learning-nlp-best-practices/​|Deep Learning for NLP Best Practices]] by Sebastian Ruder (2017)+  * [[http://​ruder.io/​deep-learning-nlp-best-practices/​|Deep Learning for NLP Best Practices]] by Sebastian Ruder (2017)  
 +  * [[https://​arxiv.org/​abs/​1910.10683|Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer]] by Raffel at all (2019) (the T5 paper) 
 +  * [[https://​arxiv.org/​abs/​2210.11416|Scaling Instruction-Finetuned Language Models]] by Raffel at all (2019) (the Flan-T5 paper)
  
 ===== Tutorials ===== ===== Tutorials =====
  
   * [[https://​blog.keras.io/​a-ten-minute-introduction-to-sequence-to-sequence-learning-in-keras.html|A ten-minute introduction to sequence-to-sequence learning in Keras]] by Francois Chollet (2017), Oriol Vinyals and Quoc Le   * [[https://​blog.keras.io/​a-ten-minute-introduction-to-sequence-to-sequence-learning-in-keras.html|A ten-minute introduction to sequence-to-sequence learning in Keras]] by Francois Chollet (2017), Oriol Vinyals and Quoc Le