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Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Oct 21, 2023 · Artificial Intelligence

Understanding LSTM, ELMO, and Transformer Models for Natural Language Processing

This article explains the principles and structures of LSTM networks, introduces the ELMO contextual embedding model with its two‑stage pre‑training and downstream usage, and provides an overview of the Transformer architecture, highlighting their roles in modern NLP tasks.

Deep LearningELMoLSTM
0 likes · 12 min read
Understanding LSTM, ELMO, and Transformer Models for Natural Language Processing
High Availability Architecture
High Availability Architecture
May 27, 2019 · Artificial Intelligence

A Survey of Transfer Learning and Model Pre‑training Techniques for Natural Language Processing

This article reviews the taxonomy of transfer learning in NLP, summarizes representative pre‑training models such as ELMo, ULMFiT, BERT, GPT, MASS and UNILM, discusses their strengths and limitations, and provides practical recommendations for applying these techniques in real‑world projects.

BERTELMoNLP
0 likes · 34 min read
A Survey of Transfer Learning and Model Pre‑training Techniques for Natural Language Processing