Creative Text Generation Transformer Models

Tools for generating creative written content (poetry, fiction, stylized text) using transformers. Does NOT include general-purpose text generation, data-to-text, or structured decoding applications.

There are 30 creative text generation models tracked. The highest-rated is worldbank/REaLTabFormer at 48/100 with 244 stars.

Get all 30 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=transformers&subcategory=creative-text-generation&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Model	Score	Tier	Stars	Language
1	worldbank/REaLTabFormer A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer...	48	Emerging	244	Jupyter Notebook
2	MagedSaeed/generate-sequences A python package made to generate sequences (greedy and beam-search) from...	46	Emerging	18	Python
3	tlkh/t2t-tuner Convenient Text-to-Text Training for Transformers	43	Emerging	19	Jupyter Notebook
4	NohTow/PPL-MCTS Repository for the code of the "PPL-MCTS: Constrained Textual Generation...	38	Emerging	66	Python
5	styfeng/TinyDialogues Code & data for the EMNLP 2024 paper: Is Child-Directed Speech Effective...	38	Emerging	12	Python
6	readme-generator/alreadyme-ai-serving Serving large language model with transformers	37	Emerging	13	Python
7	saltudelft/codefill Contains the code and data for our #ICSE2022 paper titled as "CodeFill:...	37	Emerging	15	Jupyter Notebook
8	microsoft/InteractiveTextGeneration An implementation of the paper "Interactive Text Generation"	33	Emerging	4	Python
9	Cabbagito/Generating-South-Park-Episodes Screw You Guys I'm Going Home	29	Experimental	9	Python
10	raghavbali/text_generation Notebooks to better understand text generation	28	Experimental	7	Jupyter Notebook
11	yassenayoub/NEO 🔍 Explore NEO, a groundbreaking native vision-language model designed to...	27	Experimental	1	Python
12	aditeyabaral/maple Implementation of the paper, MAPLE - MAsking words to generate blackout...	25	Experimental	8	Python
13	SAP-samples/acl2025-contrastive-perplexity This reposity contains the source code of the ACL'25 paper "Contrastive...	22	Experimental	1	Python
14	aditeyabaral/maple-v2 MAPLEv2 - Multi-task Approach for generating blackout Poetry with Linguistic...	22	Experimental	2	Python
15	gowtamyreddy/NLP Text Generation using RNN, LSTM, and Transformer	21	Experimental	1	Jupyter Notebook
16	hrshtv/topic2poem End-to-End Conditional Poetry Generation	19	Experimental	3	Jupyter Notebook
17	wyu-du/Self-Training-Dialogue-Generation This repository contains the data and code for the paper "Self-training with...	19	Experimental	3	Python
18	sirmammingtonham/data2text Code for IJCoL 7 Special Issue Paper - Improving Data-to-Text Generation via...	18	Experimental	2	Python
19	m-shahrestani/Prosody-Recognition-in-Persian-Poetry Prosody Recognition in Persian Poetry: Dataset and Models	18	Experimental	2	Jupyter Notebook
20	Lostefra/deep_comedy A TensorFlow Transformer able to generate verses in the style of Dante's...	17	Experimental	1	Jupyter Notebook
21	beefhands/syllabify a 5M parameter solution to a problem you could solve by counting on your fingers	17	Experimental	5	Python
22	Arash-Mansourpour/VortexAI-Persian VortexAI-Persian is an advanced Persian NLP framework utilizing deep...	17	Experimental	1	Python
23	yomi4486/insane_ai gomi	17	Experimental	1	Python
24	UzielLujan/DL-TextGen-TextClass Deep learning project on practical implementation of text generation and...	16	Experimental	3	Python
25	StonyBrookNLP/NeuroStructuralDecoding [ACL2023] NeuroStructural Decoding: Neural Text Generation with Structural...	12	Experimental	2	Python
26	sedrickkeh/PINEAPPLE Dataset and code for PINEAPPLE: Personifying INanimate Entities by Acquiring...	11	Experimental	4	Python
27	alessandropacielli/deepcomedy Poetry generation in the style of Dante using the Transformer architecture	11	Experimental	—	Jupyter Notebook
28	mradovic38/tiny-starcoder-evaluation Evaluation of the Tiny Starcoder Fill-in-the-Middle code completion model,...	11	Experimental	—	Jupyter Notebook
29	uSaiPrashanth/transformer-memorization-tpu Evaluates the memorization metrics of gpt-j on a tpu.	10	Experimental	2	Python
30	Divine-Deep-Learning/transformer-generator Generation of text in Dante's style respecting metric figures	10	Experimental	2	Jupyter Notebook