awesome-nlg

A curated list of resources dedicated to Natural Language Generation (NLG)
https://github.com/accelerated-text/awesome-nlg

Last synced: 6 days ago
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Datasets
- E2E - This shared task focuses on recent end-to-end (E2E), data-driven NLG methods, which jointly learn sentence planning and surface realisation from non-aligned data.
- WeatherGov - Computer-generated weather forecasts from weather.gov (US public forecast), along with corresponding weather data.
- WikiBio - wikipedia biography dataset - This dataset gathers 728,321 biographies from wikipedia. It aims at evaluating text generation algorithms.
- The Wikipedia company corpus - Company descriptions collected from Wikipedia. The dataset contains semantic representations, short, and long descriptions for 51K companies in English.
- YelpNLG - YelpNLG provides resources for natural language generation of restaurant reviews.
- Alex Context NLG Dataset - A dataset for NLG in dialogue systems in the public transport information domain.
- Neural-Wikipedian - The repository contains the code along with the required corpora that were used in order to build a system that "learns" how to generate English biographies for Semantic Web triples.
- WebNLG - The enriched version of the WebNLG - a resource for evaluating common NLG tasks, including Discourse Ordering, Lexicalization and Referring Expression Generation.
- The Schema-Guided Dialogue Dataset - The Schema-Guided Dialogue (SGD) dataset consists of over 20k annotated multi-domain, task-oriented conversations between a human and a virtual assistant.
Evaluation
- GEM - a benchmark environment for NLG with a focus on its Evaluation, both through human annotations and automated Metrics.
- BLEURT: a Transfer Learning-Based Metric for Natural Language Generation
- compare-mt - A tool for holistic analysis of language generations systems.
- NLG-eval - Evaluation code for various unsupervised automated metrics for Natural Language Generation.
- VizSeq - A Visual Analysis Toolkit for Text Generation Tasks.
Grammar
- GrammaticalFramework - A programming language for multilingual grammar applications.
- OpenCCG - OpenCCG library for parsing and realization with CCG.
- EasyCCG - CCG: All combinators, common grammar format, parsing to logical form, parameter estimation for probabilistic CCG.
- CCG Lab - All combinators, common grammar format, parsing to logical form, parameter estimation for probabilistic CCG.
- CCGweb - A Web platform for parsing and annotation.
Libraries
- Writebot - A NodeJS library that makes it easier to use GPT-3 by using presets.
- Cron Expression Descriptor - A .NET library that converts cron expressions into human readable descriptions.
- Number Words - Convert a number to an approximated text expression: from '0.23' to 'less than a quarter'.
Papers and Articles
Products
- Accelerated Text - Automatically generate multiple natural language descriptions of your data varying in wording and structure.
- RosaeNLG - An open-source library for node.js or client side (browser) execution, based on the Pug template engine, to generate texts in English, French, German and Italian.
- Twine - An open-source tool for telling interactive, nonlinear stories.
Templating Languages
- StringTemplate - Java template engine (with ports for C##, Objective-C, JavaScript, Scala) for generating source code, web pages, emails, or any other formatted text output.
- calyx - A Ruby library for generating text with recursive template grammars.
- nalgene - Natural language generation language.
Videos
Dialog
- Chatito - Generate datasets for AI chatbots, NLP tasks, named entity recognition or text classification models using a simple DSL!
- NNDIAL - NNDial is an open source toolkit for building end-to-end trainable task-oriented dialogue models.
- Plato - This is the Plato Research Dialogue System, a flexible platform for developing conversational AI agents.
- RNNLG - RNNLG is an open source benchmark toolkit for Natural Language Generation (NLG) in spoken dialogue system application domains.
- TGen - Statistical NLG for spoken dialogue systems.
Narrative Generation
- Random Story Generator - Using Natural Language Generation (NLG) to create a random short story.
- Tracery - A story-grammar generation library for JavaScript.
Neural Natural Language Generation
- aitextgen - A robust Python tool for text-based AI training and generation using GPT-2.
- graph-2-text - Graph to sequence implemented in Pytorch combining Graph convolutional networks and opennmt-py.
- Image Caption Generator - A Neural Network based generative model for captioning images using Tensorflow.
- lightnlg - A minimalistic codebase for finetuning and interacting with NLG models using PyTorch Lightning.
- PaperRobot: Incremental Draft Generation of Scientific Ideas - We present a PaperRobot who performs as an automatic research assistant.
- PPLM - Plug and Play Language Model implementation. Allows to steer topic and attributes of GPT-2 models.
- Question Generation using hugstransformers - Question generation is the task of automatically generating questions from a text paragraph.
- Texar - Texar is a toolkit aiming to support a broad set of machine learning, especially natural language processing and text generation tasks.
- textgenrnn - Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.
- This Word Does Not Exist - This is a project allows people to train a variant of GPT-2 that makes up words, definitions and examples from scratch.
- Transformers - State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch.
- Summary Generation From Structured Data - For converting information present in the form of structured data into natural language text.
Realizers
- Genl - Surface realiser (part of a Natural Language Generation system) using Tree Adjoining Grammar.
- JSrealB - A JavaScript bilingual text realizer for web development.
- SimpleNLG - Java API for Natural Language Generation.
- SimpleNLG DE - German version of SimpleNLG 4.
- SimpleNLG-EnFr - SimpleNLG-EnFr 1.1 is a bilingual English/French adaption of SimpleNLG v4.2.

Programming Languages

Python 21 Java 5 Jupyter Notebook 2 JavaScript 2 Ruby 1 HTML 1 Haskell 1 Clojure 1 C# 1 Hack 1

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awesome-nlg

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Grammar

Libraries

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Templating Languages

Videos

Dialog

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Neural Natural Language Generation

Realizers