Elixir NLP

A (hopefully helpful) collection of resources for Elixir NLP devs

Table of contents

• Books/papers/references
• Videos
• Presentations
• Ontology/semantics
• Systems/frameworks/platforms
• Data sources
• Misc tools

Books/papers/references

• NLTK Book
• Handbook of Natural Language Processing Wiki : Main - Home Page browse
• Chomsky normal form - Wikipedia
• computational linguistics - Is there a well-established metric to measure the effectiveness of a parsing algorithm? - Linguistics Stack Exchange
• What to read | Georgia Tech Computational Linguistics Lab
• Chapter Five - A Streaming Dataflow Implementation of Parallel Cocke–Younger–Kasami Parser - ScienceDirect
• Salmon Run: NLP (almost) From Scratch - Implementing the POS Network
• Universal Dependencies
• costezki/awesome-nlprojects: List of projects related to Natural Language Processing (NLP) that make a geek smile for they exist
• Structured representations
• Contextual Word Representations: A Contextual Introduction
• Evaluation of Modern Tools for an OMSCS Advisor Chatbot

Videos

• Lecture 1a - Introduction [Phil Blunsom] - YouTube
• Dan Jurafsky & Chris Manning: Natural Language Processing (Stanford Linguistics Group)
• Jeff Dean’s Lecture for YC AI - YouTube (more ML/DL, but discusses use in NLP)

Presentations

• NLP with Elixir: Say whuuut? - Google Slides

Ontology/semantics

• WordNet
• Martha Palmer | Projects | Verb Net
• FrameNet
• Ontology101 - Protege Wiki
• ProtegeDesktopUserDocs - Protege Wiki
• Shallow Semantic Parsing Based on FrameNet, VerbNet and PropBank - Semantic Scholar

Systems/frameworks/platforms

NLP/Text Mining Tools Features

• Natural Language Toolkit (NLTK)
• TextBlob
• OpenNLP
• CoreNLP
• Lexalytics
• Microsoft Luis
• Google Cloud Natural Language API
• FastText
• spaCy
• Apache UIMA
• CLiPS Pattern
• Textgain
• GATE.ac.uk - index.html

Chatbot Platforms / Knowledge Base Construction (KBC)

• AIML
• ChatScript
• RiveScript
• Rasa
• Wit.ai
• Watson
• Amazon LEX
• Microsoft Bot
• Microsoft Azure QnA
• Google Knowledge Graph API
• Agent.ai
• Pandorabots
• Dialogflow

Data sources

• ConceptNet
• Max-Planck-Institut für Informatik: YAGO
• [OTA] British National Corpus, XML edition
• Open American National Corpus | Open Data for Language Research and Education

Misc tools

• Evalb - bracket scoring program (validation/accuracy reporting - "F-scoring")
• wevi: word embedding visual inspector