Neural Text Generation NLP Tools

Tools and implementations for generating text using neural networks (RNNs, LSTMs, transformers) trained on raw text data. Includes character/word-level prediction, sequence generation, and language modeling. Does NOT include story generation systems, controlled/guided generation, large language models, or applications of generation (chatbots, summarization, translation).

There are 48 neural text generation tools tracked. 2 score above 50 (established tier). The highest-rated is batzner/tensorlm at 56/100 with 60 stars and 14 monthly downloads. 1 of the top 10 are actively maintained.

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# Tool Score Tier
1 batzner/tensorlm

Wrapper library for text generation / language models at character and word...

56
Established
2 EagleW/PaperRobot

Code for PaperRobot: Incremental Draft Generation of Scientific Ideas

51
Established
3 microsoft/CodeMixed-Text-Generator

This tool helps automatic generation of grammatically valid synthetic...

42
Emerging
4 tallpauley/wordsiv

A Python library for generating text with a limited character set, with type...

39
Emerging
5 yingpengma/Awesome-Story-Generation

This repository collects an extensive list of awesome papers about Story...

39
Emerging
6 Cyrilvallez/TextWiz

An even simpler way to generate text with LLMs.

37
Emerging
7 RUCAIBox/MVP

This repository is the official implementation of our paper MVP: Multi-task...

35
Emerging
8 klaudia-nazarko/nlg-text-generation

This repository contains Natural Language Generation (NLG) models aimed on...

35
Emerging
9 amidos2006/DeepTingle

A Deep NN used to generate stories which will tingle your butt.

30
Emerging
10 tatianapassali/artificial-disfluency-generation

Generating artificial disfluencies from fluent text easily and promptly

29
Experimental
11 ymoslem/WLAC

Translation Word-Level Auto-Completion, Scripts for WMT's paper

28
Experimental
12 EngineeringSoftware/exLong

exLong: Generating Exceptional Behavior Tests with Large Language Models

28
Experimental
13 chychen/air_writing

Online Hand Writing Recognition using BLSTM

26
Experimental
14 HirojiFukuyama/pkuhole

A PKU Hole Generator inplemented with LSTM. (Oral)

26
Experimental
15 chungimungi/Generation-of-Colors-using-BiLSTMs

A prompt based model that is trained to generate colors.

26
Experimental
16 brunocampos01/federated-learning-for-text-generation

Machine learning project using federated learning for text generation

26
Experimental
17 MilaNLProc/simple-generation

A python package to run inference with HuggingFace language and...

25
Experimental
18 rsmath/Alternate-Reality

Recurrent Neural Networks will allow me to sample new text (essays, poems,...

25
Experimental
19 VirtualRoyalty/TextGenESN

The research course project about natural language generation via Echo State Network

25
Experimental
20 koizachek/VisionaryMachine

Future Scenario Generators, based on GPT-4, GPT-3.5 text-davinci-003 and...

24
Experimental
21 alexyar88/char-lstm-text-generation

Char-based text generation with LSTM

24
Experimental
22 TailUFPB/storIA

Generating short scary stories through language model.

23
Experimental
23 PriyeshDave/Game-Of-Thrones-Text-Generation-

This is a classic Text Generation problem, using scriptures of famous books,...

23
Experimental
24 vineetjohn/tf-generative-model

Generative text model for Tensorflow

23
Experimental
25 amin-nejad/mimic-text-generation

Master's project

23
Experimental
26 vineetjohn/attribute-based-text-generation

Natural language generation given categorical attribute values

23
Experimental
27 parulc7/Alice-in-Wonderland

Using Recurrent Neural Networks to predict text using the Alice in...

22
Experimental
28 jonas-becker/text-generation

The official repository for the paper "Text Generation: A Systematic...

22
Experimental
29 simoninithomas/Time-series-prediction-and-text-generation

Built RNNs that can generate sequences based on input data - with a focus on...

22
Experimental
30 bnarasimha21/nlp-text-generation

Natural language processing experiments with text generation models

22
Experimental
31 afrozas/skip-thought-gan

Generating Text through Adversarial Training(GAN) using Skip-Thought Vectors

21
Experimental
32 shivaneej/Genessay

Genessay is a content generation system where the user can enter incomplete...

20
Experimental
33 mrzjy/Pass-It-On-Text-Generation

A text generation model that models word-of-mouth rumor propagation...

18
Experimental
34 akshitac8/Handwriting_Generation

Handwriting Generation using recurrent neural network in Pytorch

18
Experimental
35 ElisaNguyen/Pokerator

Automatic generator of new Pokémon names based on user input.

16
Experimental
36 victoriapedlar/isizulu-text-generation

Open-Ended Text Generation in isiZulu: Decoding Strategies for a...

15
Experimental
37 bolinocroustibat/word-generator-api

Generates complete dictionary definitions that don't exist but sound...

14
Experimental
38 limpa105/LovecraftText

Deep Learning based Lovecraft text generator based on input

14
Experimental
39 mantzaris/BenchmarkDataNLP.jl

Generate synthetic text from a variety of methods, eg. Context Free Grammars...

13
Experimental
40 ayyucedemirbas/StarTrekTOS-Script-Generator

LSTM text generation model that generates new scripts for Star Trek TOS

13
Experimental
41 fork123aniket/Text-Generation

Implementation of Multi-Layer LSTMs for word-level language modelling in Tensorflow

12
Experimental
42 SENZO-NCEKANA/Slogan-Classifier-and-Generator

LSTM-based slogan generator and industry classifier — TensorFlow, spaCy, Keras.

12
Experimental
43 camille-004/arpagen

Codebase for Arpagen: A Corpus and Baseline for Phoneme-Level Text Generation.

11
Experimental
44 harrisonpim/babbling

:lips: speedy text generation with an LSTM RNN in keras

11
Experimental
45 sabina-talipova/nlp-site-assistant

Generative Pre-trained Transformer test model

11
Experimental
46 mchaney-dev/andromeda

Easy longform text generation.

10
Experimental
47 ArpitaChatterjee/Play-Generator

Using RNN

10
Experimental
48 voytas75/TextGenerator-PowerShell

The PowerShell Random Text Generator is a script that generates random text...

10
Experimental