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A curated list of resources dedicated to Natural Language Generation (NLG)

483
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74
Curated Resources
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16 hours ago
Last Refreshed
DatasetsDialogEvaluationGrammarLibrariesNarrative GenerationNeural Natural Language GenerationPapers and ArticlesProductsRealizersTemplating LanguagesVideos

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What's inside

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.

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.

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.

  • 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.

Evaluation

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.

Grammar

  • CCG Lab

    All combinators, common grammar format, parsing to logical form, parameter estimation for probabilistic CCG.

  • CCGweb

    A Web platform for parsing and annotation.

  • EasyCCG

    CCG: All combinators, common grammar format, parsing to logical form, parameter estimation for probabilistic CCG.

  • GrammaticalFramework

    A programming language for multilingual grammar applications.

  • OpenCCG

    OpenCCG library for parsing and realization with CCG.

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.

Showing a sample of 74 resources. View the full list on GitHub →