BERT Model Frameworks

Frameworks, toolkits, and implementations for training, fine-tuning, and extending BERT and BERT-variant models across different languages and domains. Does NOT include applications that use pre-trained BERT models (like search or classification tasks) or non-BERT transformer architectures.

There are 19 bert model frameworks tracked. The highest-rated is zhihu/cuBERT at 47/100 with 549 stars.

Get all 19 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=bert-model-frameworks&limit=20"

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

#	Framework	Score	Tier	Stars	Language
1	zhihu/cuBERT Fast implementation of BERT inference directly on NVIDIA (CUDA, CUBLAS) and Intel MKL	47	Emerging	549	C++
2	dimitreOliveira/bert-as-a-service_TFX End-to-end pipeline with TFX to train and deploy a BERT model for sentiment analysis.	41	Emerging	43	Jupyter Notebook
3	ThalesGroup/ConceptBERT Implementation of ConceptBert: Concept-Aware Representation for Visual...	41	Emerging	31	Python
4	Kvasirs/MILES MILES is a multilingual text simplifier inspired by LSBert - A BERT-based...	29	Experimental	50	Python
5	kpi6research/Bert-as-a-Library Bert as a Library is a Tensorflow library for quick and easy training and...	25	Experimental	12	Python
6	Statistical-Impossibility/Feline-Project Domain-adaptive NLP pipeline for feline veterinary NER using BERT	23	Experimental	5	Jupyter Notebook
7	CAMeL-Lab/samer-arabic-readability Code, models, and data for "Strategies for Arabic Readability Modelling"....	23	Experimental	6	Python
8	SapienzaNLP/mosaico A multilingual open-text semantically annotated interlinked corpus	22	Experimental	7	Python
9	LazerLambda/modern-bert-score Re-implementation of BERTScore for evaluation of generated text, leveraging...	22	Experimental	—	Python
10	EngineeringSoftware/time-segmented-evaluation Code and data for "Impact of Evaluation Methodologies on Code Summarization"...	21	Experimental	10	Python
11	vishalrk1/SkimLit An NLP model to classify abstract sentences into the role they play (e.g....	20	Experimental	8	Jupyter Notebook
12	Shubham37204/Skimlit Deep learning NLP project to classify ~200K+ PubMed abstract sentences into...	14	Experimental	—	Jupyter Notebook
13	Zefty/HowReadableIsThis HowReadableIsThis \| HTML wrapper to a fine-tuned BERT model backend	14	Experimental	1	HTML
14	teddyoweh/cheat-model NLP Text Binary Probabilistic Classification Model for predicting cheat statements	13	Experimental	8	Jupyter Notebook
15	nhs-r-community/pxtextmineR An R wrapper for a Python pipeline to classify text based patient experience data	13	Experimental	6	R
16	sirfindcent/skimlit Machine learning-powered app to classify abstract sentences into their...	13	Experimental	8	Jupyter Notebook
17	SirArthur7/Grammar-Error-Detection Detect or classify input sentences as grammatically correct or incorrect by...	13	Experimental	5	Jupyter Notebook
18	Shuyib/pubmed-KE-NLP Practice project to review skills in text summarization and text mining....	11	Experimental	—	HTML
19	jrs-orellana/TextMineML TextMineML: End-to-end text mining of UPCH articles, scrapes abstracts,...	11	Experimental	5	Jupyter Notebook