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awesome-nlg
A curated list of resources dedicated to Natural Language Generation (NLG)
https://github.com/accelerated-text/awesome-nlg
- 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
- 2020: Natural language generation: The commercial state ofthe art in 2020
- 2020: Turing-NLG: A 17-billion-parameter language model by Microsoft
- 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
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Programming Languages
Keywords
natural-language-generation
12
natural-language-processing
8
nlp
8
machine-learning
7
deep-learning
7
nlg
7
dialogue
5
dialogue-systems
5
tensorflow
4
python
4
gpt-2
3
text-generation
3
pytorch
3
java
2
natural-language
2
simplenlg
2
generation
2
seq2seq
2
transformer
2
dialogue-generation
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bert
2
language-model
2
machine-translation
2
dataset
2
dialog
1
cider
1
bleu-score
1
evaluation
1
meteor
1
rouge
1
rouge-l
1
skip-thought-vectors
1
skip-thoughts
1
task-oriented-dialogue
1
c-sharp
1
cron
1
cron-expression
1
cron-libraries
1
human-readable-descriptions
1
nuget
1
assistant
1
nlp-machine-learning
1
chatbot
1
chatbots
1
chatito
1
dataset-generation
1
named-entity-recognition
1
nlu
1
text-classification
1
dialogue-agents
1