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Natural Language Processing Models Timeline


I was looking for all the models being developed for NLP since word2vec till now. I was thinking of writing a detailed guide for the timeline of models in NLP as an article. Please help me here. It would be great if answer given will be as: Model name, year published, link to the paper and little summary about the model.


Solution

  • This repository contains landmark research papers in Natural Language Processing that came out in this century.

    Efficient Estimation of Word Representations in Vector Space, Google

    Distributed Representations of Words and Phrases, Google

    Distributed Representations of Sentences and Documents, Google

    Enriching Word Vectors with Subword Information, Facebook

    Bag of Tricks for Efficient Text Classification, Facebook

    Hierarchical Probabilistic Neural Network Language Model

    A Scalable Hierarchical Distributed Language Model

    BERT Pre-training of Deep Bidirectional Transformers for Language Understanding, Google

    Language Models are Unsupervised Multitask Learners, OpenAI

    Wav2Letter, Facebook

    Misspelling Oblivious Word Embeddings, Facebook

    refer to this repo: https://github.com/Akshat4112/NLP-research-papers