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 64 neural text generation tools tracked. 2 score above 50 (established tier). The highest-rated is batzner/tensorlm at 53/100 with 60 stars. 1 of the top 10 are actively maintained.

Get all 64 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	batzner/tensorlm Wrapper library for text generation / language models at character and word...	53	Established	60	Python
2	EagleW/PaperRobot Code for PaperRobot: Incremental Draft Generation of Scientific Ideas	51	Established	483	Python
3	Cyrilvallez/TextWiz An even simpler way to generate text with LLMs.	44	Emerging	3	Python
4	microsoft/CodeMixed-Text-Generator This tool helps automatic generation of grammatically valid synthetic...	42	Emerging	58	Jupyter Notebook
5	yingpengma/Awesome-Story-Generation This repository collects an extensive list of awesome papers about Story...	39	Emerging	592	Python
6	tallpauley/wordsiv A Python library for generating text with a limited character set, with type...	39	Emerging	32	Python
7	tatianapassali/artificial-disfluency-generation Generating artificial disfluencies from fluent text easily and promptly	36	Emerging	15	Python
8	RUCAIBox/MVP This repository is the official implementation of our paper MVP: Multi-task...	35	Emerging	72	—
9	klaudia-nazarko/nlg-text-generation This repository contains Natural Language Generation (NLG) models aimed on...	35	Emerging	55	Jupyter Notebook
10	ymoslem/WLAC Translation Word-Level Auto-Completion, Scripts for WMT's paper	35	Emerging	5	Python
11	EngineeringSoftware/exLong exLong: Generating Exceptional Behavior Tests with Large Language Models	35	Emerging	8	Python
12	chychen/air_writing Online Hand Writing Recognition using BLSTM	33	Emerging	29	C#
13	brunocampos01/federated-learning-for-text-generation Machine learning project using federated learning for text generation	33	Emerging	11	Python
14	HirojiFukuyama/pkuhole A PKU Hole Generator inplemented with LSTM. (Oral)	33	Emerging	5	Python
15	chungimungi/Generation-of-Colors-using-BiLSTMs A prompt based model that is trained to generate colors.	33	Emerging	5	Python
16	rsmath/Alternate-Reality Recurrent Neural Networks will allow me to sample new text (essays, poems,...	32	Emerging	4	Jupyter Notebook
17	VirtualRoyalty/TextGenESN The research course project about natural language generation via Echo State Network	32	Emerging	3	Jupyter Notebook
18	MilaNLProc/simple-generation A python package to run inference with HuggingFace language and...	32	Emerging	28	Python
19	alexyar88/char-lstm-text-generation Char-based text generation with LSTM	31	Emerging	23	Jupyter Notebook
20	vineetjohn/tf-generative-model Generative text model for Tensorflow	30	Emerging	2	Jupyter Notebook
21	amin-nejad/mimic-text-generation Master's project	30	Emerging	19	Jupyter Notebook
22	TailUFPB/storIA Generating short scary stories through language model.	30	Emerging	14	Python
23	amidos2006/DeepTingle A Deep NN used to generate stories which will tingle your butt.	30	Emerging	40	HTML
24	vineetjohn/attribute-based-text-generation Natural language generation given categorical attribute values	30	Emerging	6	Jupyter Notebook
25	PriyeshDave/Game-Of-Thrones-Text-Generation- This is a classic Text Generation problem, using scriptures of famous books,...	30	Emerging	2	Jupyter Notebook
26	jonas-becker/text-generation The official repository for the paper "Text Generation: A Systematic...	29	Experimental	3	Python
27	simoninithomas/Time-series-prediction-and-text-generation Built RNNs that can generate sequences based on input data - with a focus on...	29	Experimental	10	Jupyter Notebook
28	parulc7/Alice-in-Wonderland Using Recurrent Neural Networks to predict text using the Alice in...	29	Experimental	3	Jupyter Notebook
29	shivaneej/Genessay Genessay is a content generation system where the user can enter incomplete...	27	Experimental	9	CSS
30	akshitac8/Handwriting_Generation Handwriting Generation using recurrent neural network in Pytorch	25	Experimental	8	Jupyter Notebook
31	mrzjy/Pass-It-On-Text-Generation A text generation model that models word-of-mouth rumor propagation...	25	Experimental	8	Python
32	ElisaNguyen/Pokerator Automatic generator of new Pokémon names based on user input.	23	Experimental	2	Jupyter Notebook
33	victoriapedlar/isizulu-text-generation Open-Ended Text Generation in isiZulu: Decoding Strategies for a...	22	Experimental	2	Python
34	bnarasimha21/nlp-text-generation Natural language processing experiments with text generation models	22	Experimental	—	Python
35	limpa105/LovecraftText Deep Learning based Lovecraft text generator based on input	21	Experimental	1	Jupyter Notebook
36	afrozas/skip-thought-gan Generating Text through Adversarial Training(GAN) using Skip-Thought Vectors	21	Experimental	45	—
37	bolinocroustibat/word-generator-api Generates complete dictionary definitions that don't exist but sound...	21	Experimental	3	Python
38	ayyucedemirbas/StarTrekTOS-Script-Generator LSTM text generation model that generates new scripts for Star Trek TOS	20	Experimental	5	Jupyter Notebook
39	fork123aniket/Text-Generation Implementation of Multi-Layer LSTMs for word-level language modelling in Tensorflow	19	Experimental	3	Python
40	harrisonpim/babbling :lips: speedy text generation with an LSTM RNN in keras	18	Experimental	2	Jupyter Notebook
41	camille-004/arpagen Codebase for Arpagen: A Corpus and Baseline for Phoneme-Level Text Generation.	18	Experimental	2	Python
42	ArpitaChatterjee/Play-Generator Using RNN	17	Experimental	1	Jupyter Notebook
43	voytas75/TextGenerator-PowerShell The PowerShell Random Text Generator is a script that generates random text...	17	Experimental	1	PowerShell
44	SENZO-NCEKANA/Slogan-Classifier-and-Generator LSTM-based slogan generator and industry classifier — TensorFlow, spaCy, Keras.	14	Experimental	1	Jupyter Notebook
45	mantzaris/BenchmarkDataNLP.jl Generate synthetic text from a variety of methods, eg. Context Free Grammars...	13	Experimental	—	Julia
46	yajingyang/Data-to-text_Generation_Papers Data-to-text generation papers	12	Experimental	5	—
47	HassanAlgoz/text-generation Generate and predict text, using Recurrent Neural Networks. (Keras+Tensorflow+Gensim)	12	Experimental	6	Jupyter Notebook
48	jasonvanf/text-gen NLP Text Generation	12	Experimental	5	Python
49	uragirii/Friends-Generator This is just a simple RNN text generation model that generates new scripts...	12	Experimental	6	HTML
50	morgenm/mlwl Use machine learning to generate wordlists for cracking!	11	Experimental	3	Python
51	sabina-talipova/nlp-site-assistant Generative Pre-trained Transformer test model	11	Experimental	—	Python
52	joe-bender/philosophy-generator Generate pseudo-philosophical ramblings using a neural network trained on...	11	Experimental	4	Jupyter Notebook
53	DARK-art108/Text-Generation-using-Reformer Natural Language Generation using Reformer is a Transformer model for longer...	11	Experimental	4	Jupyter Notebook
54	frans-johansson/ghostwriter-ai A small weekend project exploring recurrent neural networks for text generation	11	Experimental	4	Python
55	aliasad059/Superhero-Name-Generator Superhero Name Generator with TensorFlow	11	Experimental	3	Jupyter Notebook
56	heydarimo/Text-Generation-Using-Harry-Potter-Book In this repository, we intend to implement a Recurrent Neural Network that...	11	Experimental	3	Jupyter Notebook
57	arnav10goel/Tweetformer Decoder-only Language Model for Generating Tweets	11	Experimental	1	Jupyter Notebook
58	gadsbytom/text_generation_evolution A look at the evolution of various generation approaches over time	10	Experimental	2	Jupyter Notebook
59	knowrohit/SCRIPTWRITING-USING-RNN A recurrent neural network to write scripts which detects user input texts...	10	Experimental	2	Jupyter Notebook
60	mayur7garg/TextGenerationExamples Code examples of text generation using various Deep learning methods in a...	10	Experimental	2	Jupyter Notebook
61	ArevikKH/Text-Generation-LSTM Scrapes and preprocesses raw text data, then trains an LSTM language model...	10	Experimental	1	Jupyter Notebook
62	LordFarquaadtheCreator/npcNLPTest python script that generates context+character-accurate text to increase...	10	Experimental	2	Python
63	LilaShiba/ed_tech_research NLP research into Generative AI	10	Experimental	2	Python
64	mchaney-dev/andromeda Easy longform text generation.	10	Experimental	1	Python