Machine Translation Transformers NLP Tools

Transformer-based implementations and tutorials for translating text between language pairs. Does NOT include general translation APIs, multilingual models for non-translation tasks, or other neural architectures for machine translation.

There are 166 machine translation transformers tools tracked. The highest-rated is luozhouyang/transformers-keras at 49/100 with 76 stars and 124 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	luozhouyang/transformers-keras Transformer-based models implemented in tensorflow 2.x(using keras).	49	Emerging	76	Python
2	xv44586/toolkit4nlp transformers implement (architecture, task example, serving and more)	49	Emerging	96	Python
3	Vishnunkumar/doc_transformers Document processing using transformers	44	Emerging	22	Python
4	ufal/neuralmonkey An open-source tool for sequence learning in NLP built on TensorFlow.	43	Emerging	414	Python
5	uzaymacar/attention-mechanisms Implementations for a family of attention mechanisms, suitable for all kinds...	42	Emerging	373	Python
6	graykode/xlnet-Pytorch Simple XLNet implementation with Pytorch Wrapper	42	Emerging	581	Jupyter Notebook
7	datawhalechina/learn-nlp-with-transformers we want to create a repo to illustrate usage of transformers in chinese	41	Emerging	3,143	Shell
8	budzianowski/PyTorch-Beam-Search-Decoding PyTorch implementation of beam search decoding for seq2seq models	40	Emerging	338	Python
9	tommytracey/AIND-Capstone Machine Translation with RNNs. This is the capstone project for the Udacity...	39	Emerging	50	HTML
10	spring-media/headliner 🏖 Easy training and deployment of seq2seq models.	39	Emerging	228	Python
11	elbayadm/attn2d Pervasive Attention: 2D Convolutional Networks for Sequence-to-Sequence Prediction	39	Emerging	498	Python
12	Giovo17/tfs-mt Transformer from scratch for Machine Translation	38	Emerging	2	Python
13	roomylee/self-attentive-emb-tf Simple Tensorflow Implementation of "A Structured Self-attentive Sentence...	38	Emerging	90	Python
14	rishikksh20/FNet-pytorch Unofficial implementation of Google's FNet: Mixing Tokens with Fourier Transforms	37	Emerging	262	Python
15	CyberZHG/keras-xlnet Implementation of XLNet that can load pretrained checkpoints	37	Emerging	169	Python
16	foamliu/Machine-Translation-v2 英中机器文本翻译	36	Emerging	63	Python
17	jpWang/LiLT Official PyTorch implementation of LiLT: A Simple yet Effective...	36	Emerging	362	Python
18	ariannamethod/haze hybrid attention entropy system	36	Emerging	5	Python
19	psaegert/flash-ansr Fast Amortized Neural Symbolic Regression with Transformers and SimpliPy	35	Emerging	4	Python
20	omarsar/pytorch_neural_machine_translation_attention Neural Machine Translation with Attention (PyTorch)	35	Emerging	44	Jupyter Notebook
21	alexeyev/abae-pytorch PyTorch implementation of 'An Unsupervised Neural Attention Model for Aspect...	35	Emerging	66	Python
22	DongjunLee/transformer-tensorflow TensorFlow implementation of 'Attention Is All You Need (2017. 6)'	35	Emerging	349	Python
23	ilyalasy/DOM-LM Unofficial Pytorch implementation of Dom-LM paper.	34	Emerging	33	Python
24	davidalami/ConveRT Dual Encoders for State-of-the-art Natural Language Processing.	33	Emerging	61	Python
25	devjwsong/transformer-translator-pytorch The PyTorch implementation of the transformer for machine translation.	33	Emerging	95	Python
26	khakhulin/compressed-transformer Compression of NMT transformer model with tensor methods	33	Emerging	48	Jupyter Notebook
27	xiaoyuin/tntspa Official repository of "Neural Machine Translating from Natural Language to SPARQL"	33	Emerging	17	Jupyter Notebook
28	yoosan/sentpair Modelling Sentence Pairs with Tree-structured Attentive Encoder...	32	Emerging	18	Lua
29	jaketae/fnet PyTorch implementation of FNet: Mixing Tokens with Fourier transforms	32	Emerging	29	Python
30	alvations/kopitiam How to Order Coffee in Singapore?	32	Emerging	11	Jupyter Notebook
31	zxuu/Self-Attention Transformer的完整实现。详细构建Encoder、Decoder、Self-attention。以实际例子进行展示，有完整的输入、训练、预测过程。...	31	Emerging	127	Python
32	jaketae/g-mlp PyTorch implementation of Pay Attention to MLPs	31	Emerging	40	Python
33	isi-nlp/rtg Reader Translator Generator - NMT toolkit based on pytorch	31	Emerging	32	Jupyter Notebook
34	AuCson/PyTorch-Batch-Attention-Seq2seq PyTorch implementation of batched bi-RNN encoder and attention-decoder.	30	Emerging	281	Python
35	oleges1/code-completion pytorch version of code completion with neural attention and pointer networks	30	Emerging	12	Jupyter Notebook
36	jaketae/realformer PyTorch implementation of RealFormer: Transformer Likes Residual Attention	30	Emerging	11	Python
37	cpm0722/transformer_pytorch Transformer(Attention Is All You Need) Implementation in Pytorch	29	Experimental	73	Python
38	accraze/machine-translator Translate words using a statistical model	29	Experimental	8	JavaScript
39	howardyclo/pytorch-seq2seq-example Fully batched seq2seq example based on practical-pytorch, and more extra features.	29	Experimental	76	Jupyter Notebook
40	sjayakum/nlp-machine-translation CSCI 544 NLP Research Project - Machine Translation	29	Experimental	11	Jupyter Notebook
41	thammegowda/006-many-to-eng Machine translation of many to English	29	Experimental	11	Jupyter Notebook
42	THUMNLab/AutoAttend Code Implementation for AutoAttend: Automated Attention Representation Search	28	Experimental	11	Python
43	AliHaiderAhmad001/Transformer-from-Scratch-with-Tensorflow Neural Machine Translator with Transformers. Implementation for "Attention...	27	Experimental	8	Python
44	dashnak90/mT5_translator Deep Learning Translator using Transfer Learning approach. Hugging Face mT5...	27	Experimental	9	Jupyter Notebook
45	abhaskumarsinha/Keras-implementation-of-Transformer-Architecture This repository presents a Python-based implementation of the Transformer...	27	Experimental	5	Jupyter Notebook
46	ManzoorElahi/organic-chemistry-reaction-prediction-using-NMT organic chemistry reaction prediction using NMT with Attention	27	Experimental	54	Python
47	g8a9/ear Code associated with the paper "Entropy-based Attention Regularization Frees...	27	Experimental	50	Python
48	dumitrescustefan/Romanian-Transformers This repo is the home of Romanian Transformers.	27	Experimental	109	—
49	HenningBuhl/low-resource-machine-translation This repository is an open-source colleciton of various low-resource machine...	26	Experimental	7	Python
50	345ishaan/im2latex Tensorflow Implementation of Im2Latex	26	Experimental	39	CSS
51	timtibilati/AttentionOCR Generates raw LaTex code of given PDF formula images using CV	26	Experimental	7	Python
52	ayaka14732/TransCan An English-to-Cantonese machine translation model	26	Experimental	55	Python
53	AmrHendy/programming-language-translator An easy way to use the released TransCoder by Facebook AI Research to...	25	Experimental	25	Jupyter Notebook
54	AhmedSSoliman/MarianCG-NL-to-Code This repository is the implementation of a Transformer model called MarianCG...	25	Experimental	21	Jupyter Notebook
55	Bengal1/Simple-Transformer An introductory guide and practical showcase of the Transformer model.	25	Experimental	2	Python
56	prakhargurawa/Neural-Machine-Translation-Keras-Attention Machine translation using LSTM Model. Created two translation models...	25	Experimental	5	Jupyter Notebook
57	kingabzpro/Yoruba-Machine-Translation The goal of this challenge is to build a machine translation model to...	25	Experimental	5	Jupyter Notebook
58	paramiai/cantoformer Transformers for Cantonese	24	Experimental	58	Python
59	timbmg/Structured-Self-Attentive-Sentence-Embedding Re-Implementation of "A Structured Self-Attentive Sentence Embedding" by Lin...	24	Experimental	24	Python
60	macabdul9/pytorch-is-all-you-need Deep Learning with PyTorch and PyTorch-Lightning	24	Experimental	4	Jupyter Notebook
61	YuweiYin/GTrans [IEEE TASLP] GTrans: Grouping and Fusing Transformer Layers for Neural...	24	Experimental	3	Python
62	tommykwh/TensorFlow-Seq2Seq Implement en-fr translation task by implenting seq2seq, encoder-decoder in...	24	Experimental	21	Jupyter Notebook
63	minhbtnguyen/gated_transformers_nlp Gated Transformers implementation and most-popular deep learning...	24	Experimental	4	Python
64	megagonlabs/t5-japanese Codes to pre-train Japanese T5 models	24	Experimental	40	Python
65	phuc16102001/machine-translation-transformer Using Transformer model to do the machine translation task from Vietnamese...	24	Experimental	4	Python
66	legacyai/tf-transformers State of the art faster Transformer with Tensorflow 2.0 ( NLP, Computer...	24	Experimental	85	Jupyter Notebook
67	corl-team/rebased Official implementation of the paper "Linear Transformers with Learnable...	24	Experimental	169	Python
68	shreyanshu28/slang-translator Formal to informal sentence translation	24	Experimental	3	Jupyter Notebook
69	butyr/pytorch-transformers PyTorch transformer implementation based on "Attention Is All You Need"	24	Experimental	3	Python
70	iml1111/machine-translation Neural Machine Translation with Transformer	24	Experimental	3	Python
71	Cc618/Conjugator AI capable of conjugating french verbs. Seq2seq translation at character...	24	Experimental	3	Python
72	ArtificialZeng/tranformers-expalined tranformers-code-explained--line-by-line	24	Experimental	3	Python
73	Datamathican/Machine-Translation Essay on Machine Translation	24	Experimental	1	—
74	Picovoice/zebra On-device translation engine powered by deep learning	24	Experimental	2	Python
75	haeggee/error-detection-mt Critical Error Detection in Machine Translation - Project for Computational...	24	Experimental	2	Jupyter Notebook
76	kjd-dktech/GbeTo_ewe-fr Fine-tuning of NLLB-200-distilled-600M for bidirectional Ewe ↔ French neural...	23	Experimental	1	Jupyter Notebook
77	YarikSWT/russian-english-nerual-machine-translation Neural Machine Translation task for Russian to English languages. Practical...	23	Experimental	2	Jupyter Notebook
78	LennartKeller/poutyne-transformers Train 🤗-transformers models with Poutyne.	23	Experimental	2	Python
79	expellialbus/English-to-Turkish-Translator An implementation of Encoder-Decoder architecture built with Transformers to...	23	Experimental	6	Python
80	JasonFengGit/Neural-Model-Translation A Chinese to English Neural Model Translation Project	23	Experimental	42	Python
81	jackfrost1411/machine-translation-english-to-hindi Machine translation using the seq2seq model	23	Experimental	7	Jupyter Notebook
82	keya-desai/Gated-Attention Implementation of the paper : Not all attention is needed - Gated Attention...	22	Experimental	13	Jupyter Notebook
83	SapienzaNLP/ea-mt Entity-Aware Machine Translation (SemEval-2025: Task 2)	22	Experimental	7	JavaScript
84	zzzhacker/onnx-trasformers2 Accelerated NLP pipelines for fast inference rocket on CPU AND GPUS. Built...	22	Experimental	1	Python
85	zakir-codes/transformer-tokenization-experiments Controlled experiments exploring how tokenization impacts transformer...	22	Experimental	—	Python
86	jloveric/language-interpolation Experiments in language interpolation with high order sparse neural networks	22	Experimental	1	Python
87	SpydazWebAI-NLP/BasicNeuralNetWork2023 A Basic Multi layered Neural Network, With Attention Masking Features	22	Experimental	1	Visual Basic .NET
88	DethRaid/voynich-translation A project to translate the Voynich Manuscript into English	21	Experimental	11	Perl
89	iamNCJ/DUMA-pytorch-lightning Unofficial Implementation of the DUMA Paper	21	Experimental	8	Python
90	victor-iyi/transformer TensorFlow implementation of the Transformer model	21	Experimental	2	Python
91	alexyalunin/transformer-autoencoder Autoencoder version on Transformer model using PyTorch	21	Experimental	26	Jupyter Notebook
92	RRisto/seq2seq upgrade on pytorch seq2seq tutorial	21	Experimental	10	Jupyter Notebook
93	sayarghoshroy/Statistical-Machine-Translation A simple SMT system for English to Hindi	21	Experimental	6	Jupyter Notebook
94	3ba2ii/Machine-Translation-NLP A Machine Translation project that translates text from English to French	20	Experimental	8	Jupyter Notebook
95	edzix-1/NLP-Project NLP course project: Comparison of mBART-50 and Helsinki-NLP MarianMT models...	20	Experimental	1	Jupyter Notebook
96	ddsyasas/Infix-to-Postfix-Translation-LSTM LSTM encoder-decoder model that translates infix mathematical expressions to...	20	Experimental	1	Jupyter Notebook
97	WD-Leong/NLP-Attention-Free-Transformer An Attention Free Transformer without Self-Attention mechanism in PyTorch.	20	Experimental	9	Python
98	lingvanex-mt/models Free and open source pre-trained translation models, including Kurdish,...	20	Experimental	89	—
99	codeme-ne/Translator Python CLI for translating German websites to English with batching,...	19	Experimental	—	HTML
100	SaraVaez/Transformer-From-Scratch Educational PyTorch implementation of Transformer architecture with...	19	Experimental	—	Jupyter Notebook
101	fvalerii/nmt-seq2seq-translation 🚀 High-performance NMT study scaling Seq2Seq LSTMs to 200k+ sentence pairs....	19	Experimental	—	Jupyter Notebook
102	ritzdevp/TL-Code-Vectorizer Code for Transfer Learning Code Vectorizer, a deep learning proof of concept...	19	Experimental	3	Jupyter Notebook
103	tanishqgautam/Seq2seq-Machine-Translation-with-Attention Sequence2Sequence Machine Translation of Russian to English sentence pairs...	18	Experimental	7	Python
104	bhaprayan/unbabel an exploration of accent transfer using deep learning	18	Experimental	6	Jupyter Notebook
105	lamm-mit/CollagenTransformer CollagenTransformer: End-to-End Transformer Model to Predict Thermal...	18	Experimental	8	Jupyter Notebook
106	Allenem/transformer :newspaper: :alien: :mahjong: Just practice transformer in translation from...	18	Experimental	11	Jupyter Notebook
107	ShrishtiHore/Auto-Neural-Translator-English-to-Marathi Machine translation refers to translating phrases across languages using...	17	Experimental	2	Jupyter Notebook
108	rplacucci/attention-is-all-you-need Full Pytorch implementation of Attention Is All You Need from first...	17	Experimental	2	Python
109	nawnoes/pytorch-performer Performer simple implementation using pytorch	17	Experimental	3	Python
110	machinelearningzuu/everything-about-transformers This Project Repository Contains different implementations of graphs in ...	17	Experimental	5	Jupyter Notebook
111	Sagargajare/HINGLISH-ANUVAAD Hindi-English text to English Translition with NLP	17	Experimental	1	Jupyter Notebook
112	fooSynaptic/transfromer_NN_Block Implemented transformer NN block for Machine translation, text...	16	Experimental	11	Python
113	Minami-su/nBAT BiLSTM-Attention Transformer for non-coding RNA Coding Potential...	16	Experimental	3	Python
114	avnCode/NLP Translation task using NLP	16	Experimental	3	Jupyter Notebook
115	maroxtn/mt5-M2M-comparison Comparing M2M and mT5 on a rare language pairs, blog post: ...	16	Experimental	16	Jupyter Notebook
116	xmarva/transformer-architectures Teaching transformer-based architectures	16	Experimental	7	Jupyter Notebook
117	tanishqgautam/Transformers Pytorch Implementation of Transformers	16	Experimental	4	Python
118	serkanars/machine_translate_with_lstm Machine translation application from English to Turkish with LSTM.	16	Experimental	3	Jupyter Notebook
119	gazelle93/Transformer-Various-Positional-Encoding This project aims to implement the Transformer Encoder blocks using various...	16	Experimental	24	Python
120	GJ98/Megatron-LM Megatron-LM implemented by PyTorch	15	Experimental	2	Python
121	jeremyrenaudin/french-to-english-translator French to English translator using NLP and Spacy.	15	Experimental	2	Jupyter Notebook
122	aggarwal-shivam/Hindi-to-English-NMT-Pytorch This project aims at implementing a Neural Machine Translation model using...	15	Experimental	2	Jupyter Notebook
123	anujsahani01/English-Marathi-Translation Fine-tuned and compared 3 🤗 pre-trained Multilingual LLMs	15	Experimental	6	Jupyter Notebook
124	king/transformer-pooling Pool Me Wisely: On the Effect of Pooling in Transformer-Based Models	15	Experimental	—	Python
125	d-senyaka/letter-forge From-scratch Transformer implementation for character-level understanding...	15	Experimental	—	Python
126	leonhard-leung/IlokoFusionMT Bidirectional Iloko ↔ English neural machine translation system using a T5...	15	Experimental	—	Python
127	CallmeSen/English-German-Machine-Translation-using-LSTM-Encoder-Decoder-Model [SGU] 841448 - NLP (2025-2026 / HK1)	15	Experimental	—	Jupyter Notebook
128	Vignan2659/code-mixed-hinglish-english-nlp NLP project for translating code-mixed Hinglish text to English using...	15	Experimental	—	Jupyter Notebook
129	LazarusNLP/IndoT5 T5 Language Models for the Indonesian Language!	15	Experimental	15	Python
130	UEFI-code/BadTransformer Simplified and easy-to-understand transformer	14	Experimental	—	Python
131	chagmgang/transformer_nlp natural language processing with pytorch based on transformer model	14	Experimental	7	Jupyter Notebook
132	raj-pulapakura/English-to-French-Translation English to French Machine Translation using the Encoder-Decoder architecture...	14	Experimental	1	Jupyter Notebook
133	Anwarvic/ConvS2S This is PyTorch implementation of the "Convolutional Sequence to Sequence...	14	Experimental	9	Python
134	dream-1ab/translator_nn Transformer based neural network machine translation model for 8 languages...	14	Experimental	4	Jupyter Notebook
135	reshalfahsi/neural-machine-translation English-To-German Neural Machine Translation Using Transformer	14	Experimental	1	Jupyter Notebook
136	luk-st/ar-en-transliteration-mt Arabic to english machine translation using classic and transliterated approach.	14	Experimental	1	Jupyter Notebook
137	PriyeshDave/Language-Translation Using Hugging Face MBart50 model for language translation from English to Hindi.	14	Experimental	1	Jupyter Notebook
138	widium/Transformer Create Neural Network Architecture "Transformer" from scratch, from the...	14	Experimental	1	Python
139	soheil-mp/Machine-Translation An end-to-end machine translation model for translating English to French 🗣️	13	Experimental	8	Jupyter Notebook
140	LaSTUS-TALN-UPF/Syntax-Aware-Transformer-Text2Gloss This repository contains the code of the experiments reported in the paper...	13	Experimental	6	Python
141	Barqawiz/aind2-nlp-translation Machine translation pipeline. Ready models to translate between languages.	13	Experimental	8	HTML
142	Sharif-SLPL/t5-fa T5 (Text-to-Text Transformer Model) for Farsi.	13	Experimental	11	Python
143	isthatm/eng-kor-transformer A Transformer-based implementation for English–Korean machine translation...	12	Experimental	1	Jupyter Notebook
144	NilayShenai/English-to-Bhojpuri-Translator The English-to-Bhojpuri Translator uses a fine-tuned mBART model to...	12	Experimental	1	Jupyter Notebook
145	DevEooo/NLP-Translation A Natural Language Processing (NLP) experimental building translate using...	12	Experimental	1	Python
146	aju22/Transformer-Distribution-Visualizer A Research Toolkit that allows users to select a transformer model, specify...	12	Experimental	4	HTML
147	RatnaKaturi/Analyzing-Attention-Head-Specialization-in-Transformer-Language-Models Performed head-level interpretability analysis on Transformer models using...	12	Experimental	1	Jupyter Notebook
148	chenjunyi1999/Translator-Transformer [NLP] A english to chinese translator using Transformer structure	12	Experimental	15	Python
149	tanjeffreyz/attention-is-all-you-need PyTorch implementation of "Attention Is All You Need" by Ashish Vaswani,...	12	Experimental	18	Python
150	arko-14/attention This repository contains the implementation of the Transformer (“Attention...	12	Experimental	1	Jupyter Notebook
151	KhaLee2307/text-classification_machine-translation Some tasks in NLP: Text Classification and Machine Translation	12	Experimental	3	Jupyter Notebook
152	BOUALILILila/hybridseq2seq Hyperbolic geometry for representing structural information to improve the...	12	Experimental	3	Python
153	syedhamzamohiuddin/-attention-is-all-you-need-tf2 From paper to code: a rigorous Transformer implementation in TensorFlow 2 —...	11	Experimental	—	—
154	EstevesX10/Transformer-From-Scratch NLP Project: Implementation of a Transformer from Scratch to perform...	11	Experimental	—	Jupyter Notebook
155	NikitaGoldashevsky/NMT-Transformer A TensorFlow-based Transformer model for English-to-Russian neural machine...	11	Experimental	—	Python
156	maharshijani05/Encoder-Decoder-with-Attention-Mechanism This project implements a Neural Machine Translation (NMT) system to...	11	Experimental	—	Python
157	SpydazWebAI-NLP/BasicPositionalEncoderDecoder2023 The Positional Encoder Decoder is a Visual Basic .NET class that provides...	11	Experimental	—	Visual Basic .NET
158	Projects-Developer/Attention-Mechanisms-In-Deep-Learning Includes Source Code, PPT, Synopsis, Report, Documents, Base Research Paper...	11	Experimental	—	—
159	JackSteve-code/RNNS-to-transformers A comprehensive technical survey and implementation guide of sequence...	11	Experimental	—	HTML
160	WONJINOH/Natural-Language-Processing NLP projects — Transformer, Seq2Seq with Attention, neural machine...	11	Experimental	—	Jupyter Notebook
161	jain-pratham/Transformers_Language_Translater_EG_To_HI English to Hindi Neural Machine Translation using Hugging Face Transformers...	11	Experimental	—	Jupyter Notebook
162	codewithdark-git/Transformers The Transformers repository provides a comprehensive implementation of the...	11	Experimental	—	Jupyter Notebook
163	gauthamys/transferNMT Transfer learning on NMT with Attention models for en-te and en-ka parallel pairs	11	Experimental	2	Jupyter Notebook
164	DvdNss/Google-MT5-For-Everything Google MT5 models (transformers) for everything that is input-output NLP...	11	Experimental	2	Python
165	Sparshj8287/Bhasha-Model-Comparison The Bhasha Model Comparison repository is a project aimed at evaluating and...	10	Experimental	1	Python
166	sairamkiran9/AttnGAN-trans Source code for Transformer Models for Enhancing AttnGAN based Text to Image...	10	Experimental	1	Jupyter Notebook