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description=:book: A curated list of resources dedicated to Natural Language Processing (NLP) - keon/awesome-nlp;

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and, nlp, in, models, libraries, embeddings, datasets, language, data, uh, oh, navigation, text, saved, searches, awesome, files, research, tutorials, multilingual, license, footer, reading, information, extraction, languages, corpora, search, code, repositories, users, issues, pull, requests, provide, feedback, keon, menu, use, to, filter, your, results, more, quickly, folders, latest, commit, history, repository, scope, contents, summaries, trends, prominent, labs, tasks, methods, frameworks, for, per, see, also, citation, about, releases, packages, contributors, historical, highlights, content, videos, online, courses, books, services, annotation, tools, tokenization, morphology, segmentation, pos, tagging, dependency, parsing, named, entity, recognition, coreference, resolution, classification, sentiment, analysis, topic, modeling, summarization, machine, translation, question, answering, comprehension, beyond, ner, retrieval, speech, pretraining, adaptation, cross, lingual, evaluation, benchmarks, reasoning, test, time, compute, long, context, alternative, architectures, factuality, hallucination, calibration, probing, interpretability, efficient, small, instruction, tuning, preference, optimization, bias, fairness, safety, arabic, chinese, anthology, danish, dutch, german, hungarian, indic, treebanks, word, tooling, indonesian, korean, blogs, persian, polish, portuguese, spanish, thai, ukrainian, urdu, uzbek, vietnamese, other, topics, resources, contributing, stars, watchers, forks, that, need, login, access, can, be, gained, via, email,

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rch summaries and trends prominent nlp research labs tutorials reading content videos and courses books libraries node js python c java kotlin scala r clojure go ruby rust nlp julia services annotation tools tasks and methods text embeddings tokenization morphology and segmentation pos tagging and dependency parsing named entity recognition and information extraction coreference resolution text classification and sentiment analysis topic modeling summarization machine translation question answering and reading comprehension information extraction beyond ner retrieval and embeddings speech and text datasets multilingual nlp frameworks language models for nlp pretraining and adaptation multilingual and cross lingual models evaluation and benchmarks reasoning and test time compute long context and alternative architectures factuality hallucination calibration probing and interpretability efficient and small language models instruction tuning and preference optimization bias fairness safety in nlp nlp per language nlp in arabic nlp in chinese nlp in danish nlp in dutch nlp in german nlp in hungarian nlp in indic languages nlp in indonesian nlp in korean nlp in persian nlp in polish nlp in portuguese nlp in spanish nlp in thai nlp in ukrainian nlp in urdu nlp in uzbek nlp in vietnamese other languages see also citation research summaries and trends where to follow current nlp research acl anthology canonical archive of papers from acl emnlp naacl eacl coling and related venues nlp progress tracks state of the art results across common nlp tasks and datasets papers with code nlp papers benchmarks and leaderboards for nlp tasks sebastian ruder s newsletter regular roundups of nlp research and trends acl rolling review the rolling review process feeding acl affiliated venues the gradient long form essays on ml and nlp research visual nlp paper summaries illustrated summaries of recent papers historical highlights nlp s imagenet moment has arrived 2018 essay on the rise of pretrained language models survey of the state of the art in natural language generation 2017 nlg survey the illustrated transformer and the illustrated bert elmo and co canonical visual explanations prominent nlp research labs back to top the berkeley nlp group notable contributions include a tool to reconstruct long dead languages referenced here and by taking corpora from 637 languages currently spoken in asia and the pacific and recreating their descendant language technologies institute carnegie mellon university notable projects include avenue project a syntax driven machine translation system for endangered languages like quechua and aymara and previously noah s ark which created aqmar to improve nlp tools for arabic nlp research group columbia university responsible for creating bolt interactive error handling for speech translation systems and an un named project to characterize laughter in dialogue the center or language and speech processing john hopkins university recently in the news for developing speech recognition software to create a diagnostic test or parkinson s disease here computational linguistics and information processing group university of maryland notable contributions include human computer cooperation or word by word question answering and modeling development of phonetic representations penn natural language processing university of pennsylvania famous for creating the penn treebank and the penn discourse treebank the stanford nautral language processing group one of the top nlp research labs in the world notable for creating stanford corenlp and their coreference resolution system tutorials back to top reading content general machine learning machine learning 101 from google s senior creative engineer explains machine learning for engineer s and executives alike ai playbook a16z ai playbook is a great link to forward to your managers or content for your presentations sebastian ruder s newsletter for commentary on the best of nlp research how to label data guide to managing larger linguistic annotation projects depends on the definition collection of blog posts covering a wide array of nlp topics with detailed implementation introductions and guides to nlp understand implement natural language processing nlp in python collection of github notebooks natural language processing an introduction oxford nlp from scratch with pytorch hands on nltk tutorial nltk tutorials jupyter notebooks natural language processing with python analyzing text with the natural language toolkit an online and print book introducing nlp concepts using nltk the book s authors also wrote the nltk library train a new language model from scratch hugging face advanced nlp with spacy free online course covering text processing large scale data analysis processing pipelines and training neural network models for custom nlp tasks kaggle nlp learning guide beginner friendly tutorials including getting started guides deep learning for nlp and visual explanations of techniques like bert glove and tf idf blogs and newsletters deep learning nlp and representations the illustrated bert elmo and co how nlp cracked transfer learning and the illustrated transformer natural language processing by hal daumé iii arxiv natural language processing almost from scratch karpathy s the unreasonable effectiveness of recurrent neural networks machine learning mastery deep learning for natural language processing visual nlp paper summaries videos and online courses back to top advanced natural language processing cs 685 umass amherst cs deep natural language processing lectures series from oxford deep learning for natural language processing cs224 n richard socher and christopher manning s stanford course neural networks for nlp carnegie mellon language technology institute there deep nlp course by yandex data school covering important ideas from text embedding to machine translation including sequence modeling language models and so on fast ai code first intro to natural language processing this covers a blend of traditional nlp topics including regex svd naive bayes tokenization and recent neural network approaches including rnns seq2seq grus and the transformer as well as addressing urgent ethical issues such as bias and disinformation find the jupyter notebooks here machine learning university accelerated natural language processing lectures go from introduction to nlp and text processing to recurrent neural networks and transformers material can be found here applied natural language processing lecture series from iit madras taking from the basics all the way to autoencoders and everything the github notebooks for this course are also available here deeplearning ai natural language processing specialization 4 course program covering sentiment analysis word embeddings rnns lstms attention mechanisms and transformer models like bert and t5 for tasks including machine translation and summarization stanford cs336 language modeling from scratch end to end course on building language models including data tokenization training and evaluation stanford cs25 transformers united seminar series with guest lectures from authors of recent transformer and nlp research cohere llm university free course on llms embeddings semantic search and nlp applications hugging face nlp course hands on nlp with transformers datasets and tokenizers libraries nlp demystified free beginner friendly course covering nlp fundamentals through transformers with python jupyter notebooks books speech and language processing free by prof dan jurafsy natural language processing free nlp notes by dr jacob eisenstein at georgiatech nlp with pytorch brian delip rao text mining in r natural language processing with python practical natural language processing natural language processing with spark nlp deep learning for natural language processing by stephan raaijmakers real world natural language processing by masato hagiwara natural language processing in action second edition by hobson lane and maria dyshel transformers in action by nicole koenigstein the math behind artificial intelligence bt tiago monteiro a free freecodecamp book teaching the math behind ai in plain english from an engineering point of view it covers linear algebra calculus probability statistics and optimization theory with analogies real life applications and python code examples libraries back to top node js and javascript node js libaries for nlp back to top twitter text a javascript implementation of twitter s text processing library knwl js a natural language processor in js retext extensible system for analyzing and manipulating natural language nlp compromise natural language processing in the browser natural general natural language facilities for node poplar a web based annotation tool for natural language processing nlp nlp js an nlp library for building bots node question answering fast and production ready question answering w distilbert in node js python python nlp libraries back to top sentimental onix sentiment models for spacy using onnx textattack adversarial attacks adversarial training and data augmentation in nlp textblob providing a consistent api for diving into common natural language processing nlp tasks stands on the giant shoulders of natural language toolkit nltk and pattern and plays nicely with both spacy industrial strength nlp with python and cython textacy higher level nlp built on spacy gensim python library to conduct unsupervised semantic modelling from plain text scattertext python library to produce d3 visualizations of how language differs between corpora gluonnlp archived a deep learning toolkit for nlp built on mxnet gluon allennlp archived an nlp research library built on pytorch for developing state of the art deep learning models on a wide variety of linguistic tasks pytorch nlp nlp research toolkit designed to support rapid prototyping with better data loaders word vector loaders neural network layer representations common nlp metrics such as bleu rosetta text processing tools and wrappers e g vowpal wabbit pynlpl python natural language processing library general purpose nlp library for python handles some specific formats like arpa language models moses phrasetables giza alignments foliapy python library for working with folia an xml format for linguistic annotation pyss3 python package implementing the ss3 white box text classifier ships with interactive visualization tools that explain predictions jptdp a toolkit for joint part of speech pos tagging and dependency parsing jptdp provides pre trained models for 40 languages bigartm a fast library for topic modelling snips nlu a production ready library for intent parsing chazutsu a library for downloading parsing standard nlp research datasets word forms word forms can accurately generate all possible forms of an english word multilingual latent dirichlet allocation lda a multilingual and extensible document clustering pipeline natural language toolkit nltk a library containing a wide variety of nlp functionality supporting over 50 corpora nlp architect a library for exploring the state of the art deep learning topologies and techniques for nlp and nlu flair a very simple framework for state of the art multilingual nlp built on pytorch includes bert elmo and flair embeddings kashgari simple keras powered multilingual nlp framework allows you to build your models in 5 minutes for named entity recognition ner part of speech tagging pos and text classification tasks includes bert and word2vec embedding farm fast easy transfer learning for nlp harvesting language models for the industry focus on question answering haystack end to end python framework for building natural language search interfaces to data leverages transformers and the state of the art of nlp supports dpr elasticsearch huggingface s modelhub and much more rita dsl a dsl loosely based on ruta on apache uima allows to define language patterns rule based nlp which are then translated into spacy or if you prefer less features and lightweight regex patterns transformers natural language processing for tensorflow 2 0 and pytorch tokenizers tokenizers optimized for research and production fairseq facebook ai research implementations of sota seq2seq models in pytorch corex_topic hierarchical topic modeling with minimal domain knowledge sockeye neural machine translation nmt toolkit that powers amazon translate dl translate a deep learning based translation library for 50 languages built on transformers and facebook s mbart large jury evaluation of nlp model outputs offering various automated metrics python ucto unicode aware regular expression based tokenizer for various languages python binding to c library supports folia format pearmut human annotation tool for multilingual nlp tasks such as machine translation stanza stanford nlp s python toolkit for tokenization pos lemma dependency parsing and ner across 70 languages sentence transformers sentence document embeddings semantic search and re ranking current standard for retrieval style nlp argilla open source data annotation and feedback collection platform for llm and nlp datasets huggingface datasets standardized loaders and processing for thousands of nlp datasets huggingface evaluate reference implementations for nlp metrics sacrebleu reproducible bleu chrf ter scoring for machine translation comet learned mt metrics current de facto standard langtest 60 test types for nlp model robustness bias and fairness c c libraries back to top insnet a neural network library for building instance dependent nlp models with padding free dynamic batching mit information extraction toolkit c c and python tools for named entity recognition and relation extraction crf open source implementation of conditional random fields crfs for segmenting labeling sequential data other natural language processing tasks crfsuite crfsuite is an implementation of conditional random fields crfs for labeling sequential data bllip parser bllip natural language parser also known as the charniak johnson parser colibri core c library command line tools and python binding for extracting and working with basic linguistic constructions such as n grams and skipgrams in a quick and memory efficient way ucto unicode aware regular expression based tokenizer for various languages tool and c library supports folia format libfolia c library for the folia format frog memory based nlp suite developed for dutch pos tagger lemmatiser dependency parser ner shallow parser morphological analyzer meta modern text analysis a c data sciences toolkit for mining big text data mecab japanese moses starspace a library from facebook for creating embeddings of word level paragraph level document level and for text classification qsmm adaptive probabilistic top down and bottom up parsers java java nlp libraries back to top stanford nlp opennlp nlp4j word2vec in java reverb web scale open information ...