awesome-nlg
A curated list of resources dedicated to Natural Language Generation (NLG)
AI summary
NLG toolkit
A curated collection of resources and tools for Natural Language Generation applications
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What's in the list
74 links in 12 sections, with live GitHub stats.activeno commit in 2y
Datasets
Alex Context NLG Dataset
A dataset for NLG in dialogue systems in the public transport information domain
Box-score data
This dataset consists of (human-written) NBA basketball game summaries aligned with their corresponding box- and line-scores
- 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
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
- WeatherGov
Computer-generated weather forecasts from weather.gov (US public forecast), along with corresponding weather data
WebNLG
The enriched version of the WebNLG - a resource for evaluating common NLG tasks, including Discourse Ordering, Lexicalization and Referring Expression Generation
- WikiBio - wikipedia biography dataset
This dataset gathers 728,321 biographies from wikipedia. It aims at evaluating text generation algorithms
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
- 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
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
Evaluation
compare-mt
A tool for holistic analysis of language generations systems
- GEM
a benchmark environment for NLG with a focus on its Evaluation, both through human annotations and automated Metrics
NLG-eval
Evaluation code for various unsupervised automated metrics for Natural Language Generation
VizSeq
A Visual Analysis Toolkit for Text Generation Tasks
Grammar
OpenCCG
OpenCCG library for parsing and realization with CCG
- GrammaticalFramework
A programming language for multilingual grammar applications
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
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'
- Writebot
A NodeJS library that makes it easier to use GPT-3 by using presets
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
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
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
Templating Languages
calyx
A Ruby library for generating text with recursive template grammars
nalgene
Natural language generation language
- 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
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