每个链接前面的时间是更新时间。
- facebookresearch/pytext: A natural language modeling framework based on PyTorch
- deeplearning NLP with PyTorch
- Text classifiers, Sequence taggers, Joint intent-slot model and Contextual intent-slot models
- C++ server example
- zalandoresearch/flair: A very simple framework for state-of-the-art Natural Language Processing (NLP)
- NER, POS, sense disambiguation and classification
- on top of PyTorch
- stanfordnlp/stanfordnlp: Official Stanford NLP Python Library for Many Human Languages
- Java library with Python wrappers
- speed, prodcution system use
- nltk/nltk: NLTK Source
- education and research tool
- learning and exploring NLP concepts
- sloria/TextBlob: Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
- on top of NLTK
- fast-prtotyping
- applications don't require highly performance
- spaCy · Industrial-strength Natural Language Processing in Python
- fast
- streamlined
- production-ready
- chartbeat-labs/textacy: NLP, before and after spaCy
- rockingdingo/deepnlp: Deep Learning NLP Pipeline implemented on Tensorflow
- deeplearning NLP with tensorflow
2018 BenchMarkgeek-ai/Texygen: A text generation benchmarking platform2018 RNNdocs/text_generation.ipynb at master · tensorflow/docs2019 Tookit on top of TFasyml/texar: Toolkit for Text Generation and Beyond
Collectionbrightmart/text_classification: all kinds of text classification models and more with deep learning
2019 FrameworkRasaHQ/rasa_nlu: 💬 Open source library for natural language understanding and machine learning-based dialogue management. - All things around intent classification, entity extraction and action predictions - DIY NLP and chatbot framwork.2018 Chicrownpku/Rasa_NLU_Chi: Turn Chinese natural language into structured data 中文自然语言理解2019 Toolkitsnipsco/snips-nlu: Snips Python library to extract meaning from text
2019 Doc+Sentence+Wordgensim: Topic modelling for humans2019 MinHashekzhu/datasketch: MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++2019 LevenshteinDistanceztane/python-Levenshtein: The Levenshtein Python C extension module contains functions for fast computation of Levenshtein distance and string similarity2018 Graphcaesar0301/graphsim: Graph similarity algorithms based on NetworkX.
2019 Pinyinmozillazg/python-pinyin: 汉字转拼音 (pypinyin)
2019 WordJasonKessler/scattertext: Beautiful visualizations of how language differs among document types.2019 Bert GPTjessevig/bertviz: Tool for visualizing attention in the Transformer model (BERT and OpenAI GPT-2)
2019 Kinds of indexesshivam5992/textstat: python package to calculate readability statistics of a text object - paragraphs, sentences, articles.2019 in Spacymholtzscher/spacy_readability: spaCy pipeline component for adding text readability meta data to Doc objects.
2018 Microsoft Based on PhraseMicrosoft/NPMT: Towards Neural Phrase-based Machine Translation2019 Google Based on Seq2Seq and Attentiontensorflow/nmt: TensorFlow Neural Machine Translation Tutorial2019 Google Based on Pure Attentionmodels/official/transformer at master · tensorflow/models2019 Facebook Based on CNNpytorch/fairseq: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.2019 Facebook Based on Unsupervisedfacebookresearch/UnsupervisedMT: Phrase-Based & Neural Unsupervised Machine Translation2019 DeepL Basedon CNN (Not Open Source)DeepL Translator DeepL 基于 CNN 的翻译工具2019 OpenNMTOpenNMT/OpenNMT: Open Source Neural Machine Translation
2019 Toolkithuggingface/pytorch-transformers: 👾 A library of state-of-the-art pretrained models for Natural Language Processing (NLP)2019 MASKgoogle-research/bert: TensorFlow code and pre-trained models for BERT2019 Permutationzihangdai/xlnet: XLNet: Generalized Autoregressive Pretraining for Language Understanding2019 MultiTaskPaddlePaddle/ERNIE: An Implementation of ERNIE For Language Understanding2019 Attentionkimiyoung/transformer-xl2019 LMopenai/gpt-2: Code for the paper "Language Models are Unsupervised Multitask Learners"2018 TwoLMsELMo: Deep contextualized word representations2018 Co-occurrencestanfordnlp/GloVe: GloVe model for distributed word representation2019facebookresearch/fastText: Library for fast text representation and classification.2013Google Code Archive - Long-term storage for Google Code Project Hosting.
2019 Sentencehanxiao/bert-as-service: Mapping a variable-length sentence to a fixed-length vector using BERT model2018 Sentenceexplosion/sense2vec: 🦆 Use NLP to go beyond vanilla word2vec2019 Sentencegensim: models.doc2vec – Doc2vec paragraph embeddings2019 WordEmbedding/Chinese-Word-Vectors: 100+ Chinese Word Vectors 上百种预训练中文词向量2014 Sentenceklb3713/sentence2vec: Tools for mapping a sentence with arbitrary length to vector spaceQuestion如何用 word2vec 计算两个句子之间的相似度？ - 知乎
2018 LSTM递归神经网络 | TensorFlow
2019 Translation, Summarization, LM, TextGenerationpytorch/fairseq: Facebook AI Research Sequence-to-Sequence Toolkit written in Python.2019 Seq2Seq, SeqTagging, SeqClassification, LMOpenNMT/OpenNMT: Open Source Neural Machine Translation2019 QA, LM, Sentiment, SpeechRecognition, Summarization, MTtensorflow/tensor2tensor: Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
- Michael Collins, Michael Collins - Google Scholar Citations ☆
- Jason Eisner - Home Page (JHU), Jason Eisner - Google Scholar Citations ☆
- David Yarowsky, David Yarowsky - Google Scholar Citations
- Dan Jurafsky - Home Page, Dan Jurafsky - Google Scholar Citations ☆
- Christopher Manning, Stanford NLP, Christopher D Manning - Google Scholar Citations ☆
- Dan Klein's Home Page, The Berkeley NLP Group ☆
- Dan Roth - Main Page, Dan Roth - Google Scholar Citations ☆
- ChengXiang Zhai - Home Page, ChengXiang Zhai - Google Scholar Citations
- Eugene Charniak's Home Page, Eugene Charniak - Google Scholar Citations
- Joakim Nivre's Home Page, Joakim Nivre - Google Scholar Citations ☆
- Philipp Koehn, Philipp Koehn - Google Scholar Citations
- James H. Martin, James H. Martin - Google Scholar Citations
- Julia Hirschberg, Julia Hirschberg - Google Scholar Citations
- Fernando Pereira – Google AI, Fernando Pereira - Google Scholar Citations ☆
- ryan mcdonald, Ryan McDonald - Google Scholar Citations
- Slav Petrov - Слав Петров, Slav Petrov - Google Scholar Citations ☆
- Kenneth Church HomePage, Kenneth Ward Church - Google Scholar Citations