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.

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.

BLEURT: a Transfer Learning-Based Metric for Natural Language Generation

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.

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.

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.

Random Story Generator

Using Natural Language Generation (NLG) to create a random short story.

Tracery

A story-grammar generation library for JavaScript.

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.

2022: Repairing the Cracked Foundation: A Survey of Obstacles in Evaluation Practices for Generated Text

2021: Vision: NLG Can Help Humanise Data and AI

2020: The Curious Case of Neural Text Degeneration

2020: A Gold Standard Methodology for Evaluating Accuracy in Data-To-Text Systems

2020: Evaluating the state-of-the-art of End-to-End Natural Language Generation: The E2E NLG challenge

2020: How to generate text: using different decoding methods for language generation with Transformers

A guide to decoding methods for language generation with Transformers.

2020: Natural language generation: The commercial state ofthe art in 2020

2020: Turing-NLG: A 17-billion-parameter language model by Microsoft

by Microsoft that outperforms the state of the art on many downstream NLP tasks. This work would not be possible without breakthroughs produced by the DeepSpeed library (compatible with PyTorch) and ZeRO optimizer, which can be explored more in this accompanying blog post.

2019: A Closer Look at Recent Results of Verb Selection for Data-to-Text NLG

2019: A Personalized Data-to-Text Support Tool for Cancer Patients

2019: Controlling Contents in Data-to-Document Generation with Human-Designed Topic Labels

2019: Generated Texts Must Be Accurate!

2019: Hotel Scribe: Generating High Variation Hotel Descriptions

2019: Revisiting Challenges in Data-to-Text Generation with Fact Grounding

2017: Survey of the State of the Art in NaturalLanguage Generation: Core tasks, applicationsand evaluation

2016: Natural Language Generation enhances human decision-making with uncertain information

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.

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.

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.

Data-To-Text: Generating Textual Summaries of Complex Data - Ehud Reiter

Imitation Learning and its Application to Natural Language Generation

Natural Language Generation (Introduction)

Strata Data Conference | The future of natural language generation: 2017-2027

The Quest for Automated Story Generation - Mark Riedl