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awesome-nlg

by accelerated-text

awesome listpushed about 3 years ago

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

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

Videos

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