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 196 machine translation transformers tools tracked. 3 score above 50 (established tier). The highest-rated is xv44586/toolkit4nlp at 52/100 with 96 stars.

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# Tool Score Tier
1 xv44586/toolkit4nlp

transformers implement (architecture, task example, serving and more)

52
Established
2 luozhouyang/transformers-keras

Transformer-based models implemented in tensorflow 2.x(using keras).

51
Established
3 ufal/neuralmonkey

An open-source tool for sequence learning in NLP built on TensorFlow.

50
Established
4 graykode/xlnet-Pytorch

Simple XLNet implementation with Pytorch Wrapper

49
Emerging
5 uzaymacar/attention-mechanisms

Implementations for a family of attention mechanisms, suitable for all kinds...

49
Emerging
6 budzianowski/PyTorch-Beam-Search-Decoding

PyTorch implementation of beam search decoding for seq2seq models

47
Emerging
7 Vishnunkumar/doc_transformers

Document processing using transformers

47
Emerging
8 spring-media/headliner

🏖 Easy training and deployment of seq2seq models.

46
Emerging
9 tommytracey/AIND-Capstone

Machine Translation with RNNs. This is the capstone project for the Udacity...

46
Emerging
10 elbayadm/attn2d

Pervasive Attention: 2D Convolutional Networks for Sequence-to-Sequence Prediction

46
Emerging
11 roomylee/self-attentive-emb-tf

Simple Tensorflow Implementation of "A Structured Self-attentive Sentence...

45
Emerging
12 rishikksh20/FNet-pytorch

Unofficial implementation of Google's FNet: Mixing Tokens with Fourier Transforms

44
Emerging
13 CyberZHG/keras-xlnet

Implementation of XLNet that can load pretrained checkpoints

44
Emerging
14 foamliu/Machine-Translation-v2

英中机器文本翻译

43
Emerging
15 jpWang/LiLT

Official PyTorch implementation of LiLT: A Simple yet Effective...

43
Emerging
16 alexeyev/abae-pytorch

PyTorch implementation of 'An Unsupervised Neural Attention Model for Aspect...

42
Emerging
17 omarsar/pytorch_neural_machine_translation_attention

Neural Machine Translation with Attention (PyTorch)

42
Emerging
18 DongjunLee/transformer-tensorflow

TensorFlow implementation of 'Attention Is All You Need (2017. 6)'

42
Emerging
19 ilyalasy/DOM-LM

Unofficial Pytorch implementation of Dom-LM paper.

41
Emerging
20 datawhalechina/learn-nlp-with-transformers

we want to create a repo to illustrate usage of transformers in chinese

41
Emerging
21 devjwsong/transformer-translator-pytorch

The PyTorch implementation of the transformer for machine translation.

40
Emerging
22 davidalami/ConveRT

Dual Encoders for State-of-the-art Natural Language Processing.

40
Emerging
23 xiaoyuin/tntspa

Official repository of "Neural Machine Translating from Natural Language to SPARQL"

40
Emerging
24 khakhulin/compressed-transformer

Compression of NMT transformer model with tensor methods

40
Emerging
25 ariannamethod/haze

hybrid attention entropy system

40
Emerging
26 jaketae/fnet

PyTorch implementation of FNet: Mixing Tokens with Fourier transforms

39
Emerging
27 yoosan/sentpair

Modelling Sentence Pairs with Tree-structured Attentive Encoder...

39
Emerging
28 Giovo17/tfs-mt

Transformer from scratch for Machine Translation

39
Emerging
29 alvations/kopitiam

How to Order Coffee in Singapore?

39
Emerging
30 isi-nlp/rtg

Reader Translator Generator - NMT toolkit based on pytorch

38
Emerging
31 psaegert/flash-ansr

Fast Amortized Neural Symbolic Regression with Transformers and SimpliPy

38
Emerging
32 jaketae/g-mlp

PyTorch implementation of Pay Attention to MLPs

38
Emerging
33 AuCson/PyTorch-Batch-Attention-Seq2seq

PyTorch implementation of batched bi-RNN encoder and attention-decoder.

37
Emerging
34 jaketae/realformer

PyTorch implementation of RealFormer: Transformer Likes Residual Attention

37
Emerging
35 oleges1/code-completion

pytorch version of code completion with neural attention and pointer networks

37
Emerging
36 sjayakum/nlp-machine-translation

CSCI 544 NLP Research Project - Machine Translation

36
Emerging
37 cpm0722/transformer_pytorch

Transformer(Attention Is All You Need) Implementation in Pytorch

36
Emerging
38 accraze/machine-translator

Translate words using a statistical model

36
Emerging
39 thammegowda/006-many-to-eng

Machine translation of many to English

36
Emerging
40 howardyclo/pytorch-seq2seq-example

Fully batched seq2seq example based on practical-pytorch, and more extra features.

36
Emerging
41 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。...

36
Emerging
42 THUMNLab/AutoAttend

Code Implementation for AutoAttend: Automated Attention Representation Search

35
Emerging
43 dashnak90/mT5_translator

Deep Learning Translator using Transfer Learning approach. Hugging Face mT5...

34
Emerging
44 AliHaiderAhmad001/Transformer-from-Scratch-with-Tensorflow

Neural Machine Translator with Transformers. Implementation for "Attention...

34
Emerging
45 ManzoorElahi/organic-chemistry-reaction-prediction-using-NMT

organic chemistry reaction prediction using NMT with Attention

34
Emerging
46 g8a9/ear

Code associated with the paper "Entropy-based Attention Regularization Frees...

34
Emerging
47 abhaskumarsinha/Keras-implementation-of-Transformer-Architecture

This repository presents a Python-based implementation of the Transformer...

34
Emerging
48 dumitrescustefan/Romanian-Transformers

This repo is the home of Romanian Transformers.

34
Emerging
49 ayaka14732/TransCan

An English-to-Cantonese machine translation model

33
Emerging
50 HenningBuhl/low-resource-machine-translation

This repository is an open-source colleciton of various low-resource machine...

33
Emerging
51 345ishaan/im2latex

Tensorflow Implementation of Im2Latex

33
Emerging
52 timtibilati/AttentionOCR

Generates raw LaTex code of given PDF formula images using CV

33
Emerging
53 AhmedSSoliman/MarianCG-NL-to-Code

This repository is the implementation of a Transformer model called MarianCG...

32
Emerging
54 kingabzpro/Yoruba-Machine-Translation

The goal of this challenge is to build a machine translation model to...

32
Emerging
55 AmrHendy/programming-language-translator

An easy way to use the released TransCoder by Facebook AI Research to...

32
Emerging
56 prakhargurawa/Neural-Machine-Translation-Keras-Attention

Machine translation using LSTM Model. Created two translation models...

32
Emerging
57 haeggee/error-detection-mt

Critical Error Detection in Machine Translation - Project for Computational...

31
Emerging
58 phuc16102001/machine-translation-transformer

Using Transformer model to do the machine translation task from Vietnamese...

31
Emerging
59 YuweiYin/GTrans

[IEEE TASLP] GTrans: Grouping and Fusing Transformer Layers for Neural...

31
Emerging
60 macabdul9/pytorch-is-all-you-need

Deep Learning with PyTorch and PyTorch-Lightning

31
Emerging
61 Cc618/Conjugator

AI capable of conjugating french verbs. Seq2seq translation at character...

31
Emerging
62 corl-team/rebased

Official implementation of the paper "Linear Transformers with Learnable...

31
Emerging
63 legacyai/tf-transformers

State of the art faster Transformer with Tensorflow 2.0 ( NLP, Computer...

31
Emerging
64 ArtificialZeng/tranformers-expalined

tranformers-code-explained--line-by-line

31
Emerging
65 shreyanshu28/slang-translator

Formal to informal sentence translation

31
Emerging
66 paramiai/cantoformer

Transformers for Cantonese

31
Emerging
67 timbmg/Structured-Self-Attentive-Sentence-Embedding

Re-Implementation of "A Structured Self-Attentive Sentence Embedding" by Lin...

31
Emerging
68 butyr/pytorch-transformers

PyTorch transformer implementation based on "Attention Is All You Need"

31
Emerging
69 megagonlabs/t5-japanese

Codes to pre-train Japanese T5 models

31
Emerging
70 iml1111/machine-translation

Neural Machine Translation with Transformer

31
Emerging
71 tommykwh/TensorFlow-Seq2Seq

Implement en-fr translation task by implenting seq2seq, encoder-decoder in...

31
Emerging
72 minhbtnguyen/gated_transformers_nlp

Gated Transformers implementation and most-popular deep learning...

31
Emerging
73 YarikSWT/russian-english-nerual-machine-translation

Neural Machine Translation task for Russian to English languages. Practical...

30
Emerging
74 JasonFengGit/Neural-Model-Translation

A Chinese to English Neural Model Translation Project

30
Emerging
75 expellialbus/English-to-Turkish-Translator

An implementation of Encoder-Decoder architecture built with Transformers to...

30
Emerging
76 jackfrost1411/machine-translation-english-to-hindi

Machine translation using the seq2seq model

30
Emerging
77 SapienzaNLP/ea-mt

Entity-Aware Machine Translation (SemEval-2025: Task 2)

29
Experimental
78 SpydazWebAI-NLP/BasicNeuralNetWork2023

A Basic Multi layered Neural Network, With Attention Masking Features

29
Experimental
79 keya-desai/Gated-Attention

Implementation of the paper : Not all attention is needed - Gated Attention...

29
Experimental
80 jloveric/language-interpolation

Experiments in language interpolation with high order sparse neural networks

29
Experimental
81 zzzhacker/onnx-trasformers2

Accelerated NLP pipelines for fast inference rocket on CPU AND GPUS. Built...

29
Experimental
82 RRisto/seq2seq

upgrade on pytorch seq2seq tutorial

28
Experimental
83 victor-iyi/transformer

TensorFlow implementation of the Transformer model

28
Experimental
84 alexyalunin/transformer-autoencoder

Autoencoder version on Transformer model using PyTorch

28
Experimental
85 DethRaid/voynich-translation

A project to translate the Voynich Manuscript into English

28
Experimental
86 sayarghoshroy/Statistical-Machine-Translation

A simple SMT system for English to Hindi

28
Experimental
87 iamNCJ/DUMA-pytorch-lightning

Unofficial Implementation of the DUMA Paper

28
Experimental
88 lingvanex-mt/models

Free and open source pre-trained translation models, including Kurdish,...

27
Experimental
89 Datamathican/Machine-Translation

Essay on Machine Translation

27
Experimental
90 LennartKeller/poutyne-transformers

Train 🤗-transformers models with Poutyne.

27
Experimental
91 WD-Leong/NLP-Attention-Free-Transformer

An Attention Free Transformer without Self-Attention mechanism in PyTorch.

27
Experimental
92 3ba2ii/Machine-Translation-NLP

A Machine Translation project that translates text from English to French

27
Experimental
93 ritzdevp/TL-Code-Vectorizer

Code for Transfer Learning Code Vectorizer, a deep learning proof of concept...

26
Experimental
94 tanishqgautam/Seq2seq-Machine-Translation-with-Attention

Sequence2Sequence Machine Translation of Russian to English sentence pairs...

25
Experimental
95 kjd-dktech/GbeTo_ewe-fr

Fine-tuning of NLLB-200-distilled-600M for bidirectional Ewe ↔ French neural...

25
Experimental
96 bhaprayan/unbabel

an exploration of accent transfer using deep learning

25
Experimental
97 Allenem/transformer

:newspaper: :alien: :mahjong: Just practice transformer in translation from...

25
Experimental
98 lamm-mit/CollagenTransformer

CollagenTransformer: End-to-End Transformer Model to Predict Thermal...

25
Experimental
99 Sagargajare/HINGLISH-ANUVAAD

Hindi-English text to English Translition with NLP

24
Experimental
100 nawnoes/pytorch-performer

Performer simple implementation using pytorch

24
Experimental
101 ShrishtiHore/Auto-Neural-Translator-English-to-Marathi

Machine translation refers to translating phrases across languages using...

24
Experimental
102 machinelearningzuu/everything-about-transformers

This Project Repository Contains different implementations of graphs in ...

24
Experimental
103 fooSynaptic/transfromerForTasks

Implemented transformer NN block for Machine translation, text...

23
Experimental
104 gazelle93/Transformer-Various-Positional-Encoding

This project aims to implement the Transformer Encoder blocks using various...

23
Experimental
105 tanishqgautam/Transformers

Pytorch Implementation of Transformers

23
Experimental
106 xmarva/transformer-architectures

Teaching transformer-based architectures

23
Experimental
107 serkanars/machine_translate_with_lstm

Machine translation application from English to Turkish with LSTM.

23
Experimental
108 avnCode/NLP

Translation task using NLP

23
Experimental
109 Picovoice/zebra

On-device translation engine powered by deep learning

23
Experimental
110 Minami-su/nBAT

BiLSTM-Attention Transformer for non-coding RNA Coding Potential...

23
Experimental
111 rplacucci/attention-is-all-you-need

Full Pytorch implementation of Attention Is All You Need from first...

23
Experimental
112 maroxtn/mt5-M2M-comparison

Comparing M2M and mT5 on a rare language pairs, blog post: ...

23
Experimental
113 aggarwal-shivam/Hindi-to-English-NMT-Pytorch

This project aims at implementing a Neural Machine Translation model using...

22
Experimental
114 jeremyrenaudin/french-to-english-translator

French to English translator using NLP and Spacy.

22
Experimental
115 LazarusNLP/IndoT5

T5 Language Models for the Indonesian Language!

22
Experimental
116 anujsahani01/English-Marathi-Translation

Fine-tuned and compared 3 🤗 pre-trained Multilingual LLMs

22
Experimental
117 edzix-1/NLP-Project

NLP course project: Comparison of mBART-50 and Helsinki-NLP MarianMT models...

22
Experimental
118 ddsyasas/Infix-to-Postfix-Translation-LSTM

LSTM encoder-decoder model that translates infix mathematical expressions to...

22
Experimental
119 Anwarvic/ConvS2S

This is PyTorch implementation of the "Convolutional Sequence to Sequence...

21
Experimental
120 chagmgang/transformer_nlp

natural language processing with pytorch based on transformer model

21
Experimental
121 raj-pulapakura/English-to-French-Translation

English to French Machine Translation using the Encoder-Decoder architecture...

21
Experimental
122 reshalfahsi/neural-machine-translation

English-To-German Neural Machine Translation Using Transformer

21
Experimental
123 widium/Transformer

Create Neural Network Architecture "Transformer" from scratch, from the...

21
Experimental
124 luk-st/ar-en-transliteration-mt

Arabic to english machine translation using classic and transliterated approach.

21
Experimental
125 PriyeshDave/Language-Translation

Using Hugging Face MBart50 model for language translation from English to Hindi.

21
Experimental
126 Barqawiz/aind2-nlp-translation

Machine translation pipeline. Ready models to translate between languages.

20
Experimental
127 soheil-mp/Machine-Translation

An end-to-end machine translation model for translating English to French 🗣️

20
Experimental
128 dream-1ab/translator_nn

Transformer based neural network machine translation model for 8 languages...

20
Experimental
129 Sharif-SLPL/t5-fa

T5 (Text-to-Text Transformer Model) for Farsi.

20
Experimental
130 LaSTUS-TALN-UPF/Syntax-Aware-Transformer-Text2Gloss

This repository contains the code of the experiments reported in the paper...

20
Experimental
131 aju22/Transformer-Distribution-Visualizer

A Research Toolkit that allows users to select a transformer model, specify...

19
Experimental
132 KhaLee2307/text-classification_machine-translation

Some tasks in NLP: Text Classification and Machine Translation

19
Experimental
133 fvalerii/nmt-seq2seq-translation

🚀 High-performance NMT study scaling Seq2Seq LSTMs to 200k+ sentence pairs....

19
Experimental
134 codeme-ne/Translator

Python CLI for translating German websites to English with batching,...

19
Experimental
135 BOUALILILila/hybridseq2seq

Hyperbolic geometry for representing structural information to improve the...

19
Experimental
136 chenjunyi1999/Translator-Transformer

[NLP] A english to chinese translator using Transformer structure

19
Experimental
137 zakir-codes/transformer-tokenization-experiments

Controlled experiments exploring how tokenization impacts transformer...

19
Experimental
138 tanjeffreyz/attention-is-all-you-need

PyTorch implementation of "Attention Is All You Need" by Ashish Vaswani,...

19
Experimental
139 NilayShenai/English-to-Bhojpuri-Translator

The English-to-Bhojpuri Translator uses a fine-tuned mBART model to...

18
Experimental
140 arko-14/attention

This repository contains the implementation of the Transformer (“Attention...

18
Experimental
141 gauthamys/transferNMT

Transfer learning on NMT with Attention models for en-te and en-ka parallel pairs

18
Experimental
142 Sparshj8287/Bhasha-Model-Comparison

The Bhasha Model Comparison repository is a project aimed at evaluating and...

17
Experimental
143 EliasK93/transformer-models-for-domain-specific-machine-translation

Example application for the task of fine-tuning pretrained machine...

16
Experimental
144 EdenOved/sms-translation-app

Android SMS translator app with offline machine learning models for...

16
Experimental
145 Vignan2659/code-mixed-hinglish-english-nlp

NLP project for translating code-mixed Hinglish text to English using...

15
Experimental
146 CallmeSen/English-German-Machine-Translation-using-LSTM-Encoder-Decoder-Model

[SGU] 841448 - NLP (2025-2026 / HK1)

15
Experimental
147 mbchavez27/simple-translator

Simple Language Translator — In Submission for CCPROG2.

15
Experimental
148 RatnaKaturi/Analyzing-Attention-Head-Specialization-in-Transformer-Language-Models

Performed head-level interpretability analysis on Transformer models using...

14
Experimental
149 isthatm/eng-kor-transformer

A Transformer-based implementation for English–Korean machine translation...

14
Experimental
150 sovit-123/attention_is_all_you_need

Implementation of language model papers along with several examples [NOT ALL...

13
Experimental
151 jpwahle/emnlp22-transforming

The official implementation of the EMNLP 2022 paper "How Large Language...

13
Experimental
152 DevEooo/NLP-Translation

A Natural Language Processing (NLP) experimental building translate using...

12
Experimental
153 hskimim/pytorch-transformer-implementation

Pytorch Implementation of transformer series deep learning models

12
Experimental
154 arisgrout/AI_english_french_translator

English to French translator. Text-based NLP ensemble combining embedding...

12
Experimental
155 iibrahimli/universal_transformers

Universal Transformers implementation in PyTorch

12
Experimental
156 gazelle93/Attention-Various-Positional-Encoding

This project aims to implement the Scaled-Dot-Product Attention layer and...

12
Experimental
157 KhalidRizk/seq2seq-nmt

Neutral Machine Translator, completed as a part of CS462 NLP coursework.

12
Experimental
158 realamirhe/tsnn

Probably the world most FC implementation of transformers with SNNs

12
Experimental
159 soumik12345/Neural-Machine-Translation

Tensorflow 2.0 implementation of Neural Machine Translation using Transformer Model

12
Experimental
160 guotong1988/transformer_relative_position_embedding

开箱即用

12
Experimental
161 ayaka14732/bart-base-cantonese

The pre-trained Cantonese BART model

12
Experimental
162 SpydazWebAI-NLP/BasicPositionalEncoderDecoder2023

The Positional Encoder Decoder is a Visual Basic .NET class that provides...

11
Experimental
163 maharshijani05/Encoder-Decoder-with-Attention-Mechanism

This project implements a Neural Machine Translation (NMT) system to...

11
Experimental
164 NikitaGoldashevsky/NMT-Transformer

A TensorFlow-based Transformer model for English-to-Russian neural machine...

11
Experimental
165 UEFI-code/BadTransformer

Simplified and easy-to-understand transformer

11
Experimental
166 hemangjoshi37a/custom_dataset_german_to_english_translation_with_transformer

This project, developed at the Technion - Israel Institute of Technology,...

11
Experimental
167 shahafp/Conala-Challenge

Seq2seq translation model with attention that will get a natural language...

11
Experimental
168 codewithdark-git/Transformers

The Transformers repository provides a comprehensive implementation of the...

11
Experimental
169 Hojjat-Mokhtarabadi/Attention-is-all-you-need

Implementation of Attention is all you need

11
Experimental
170 avanishd-3/transformer-models

Transformer Models written in PyTorch

11
Experimental
171 benisalla/BIA-Bilingual-Net

BIA-BilingualNet is a versatile and robust neural network architecture...

11
Experimental
172 Projects-Developer/Attention-Mechanisms-In-Deep-Learning

Includes Source Code, PPT, Synopsis, Report, Documents, Base Research Paper...

11
Experimental
173 GJ98/transformer

Transformer implemented by PyTorch

11
Experimental
174 jain-pratham/Transformers_Language_Translater_EG_To_HI

English to Hindi Neural Machine Translation using Hugging Face Transformers...

11
Experimental
175 WONJINOH/Natural-Language-Processing

NLP projects — Transformer, Seq2Seq with Attention, neural machine...

11
Experimental
176 abhaskumarsinha/Seq2Seq-Bahdanau-Attention-based-Encoder-Decoder-Language-Translator

A language translator based on a very simple NLP Transformer model, backed...

11
Experimental
177 SayamAlt/English-to-French-Language-Translation-using-Seq2Seq-Modeling

Established a deep learning model which can translate English...

11
Experimental
178 HoBinh28/Seq2Seq-to-TorchScript

This repository contains scripts to export T5 model to torchscript or onnx.

11
Experimental
179 Dev-Khant/Encoder-Decoder

Simple Encoder Decoder Network

11
Experimental
180 ivanfurac/Transformer-Sequence-Alignment

Master thesis - Deep learning-based pairwise alignment of protein sequences...

11
Experimental
181 Akhil-py/Transformer-Language-Modeling

GPT-like transformer model consisting of an encoder and a decoder for...

11
Experimental
182 syedhamzamohiuddin/-attention-is-all-you-need-tf2

From paper to code: a rigorous Transformer implementation in TensorFlow 2 —...

11
Experimental
183 sabamadadi/code-to-Text-Transformers

Fine-tuning Transformer seq-to-seq models (CodeT5 / PLBART) to generate...

11
Experimental
184 EstevesX10/Transformer-From-Scratch

NLP Project: Implementation of a Transformer from Scratch to perform...

11
Experimental
185 haukzero/Transformer-Demo

跟着原论文主要框架走,像搭积木一样一步一步构建出一个基础的Transformer模型

11
Experimental
186 arunism/Neural-Machine-Translation

Multi-model implementation for neural machine translation from Nepali to English.

10
Experimental
187 ArevikKH/Machine-Translate-Seq2Seq-Attention

PyTorch implementation of a sequence-to-sequence neural machine translation...

10
Experimental
188 areeba0/English-to-French-Translation-using-NLTK-and-Hugging-Face-Transformers-MarianMTModel

This repository provides a complete workflow for text processing using...

10
Experimental
189 Codehackerone/nlp-pytorch

PyTorch Implementations of Seq-2-seq architecture, transformers and Machine...

10
Experimental
190 hakancangunerli/multi-translate-with-roots

multilingual translator

10
Experimental
191 Dev-Khant/English-to-Hindi-Translation

English To Hindi Translation with Transformers

10
Experimental
192 nabeelshan78/real-time-neural-machine-translation

A full end-to-end Neural Machine Translation (NMT) system built using...

10
Experimental
193 HEMANGANI/Language-Translator

Translation tool using NLP concepts and TensorFlow, Keras libraries. The...

10
Experimental
194 Amr-Abdellatif/NLP-Tranformer-from-scratch-with-PyTorch-AMP

Implementation of NLP transformer with Automatic mixed precision and a few...

10
Experimental
195 EsratMaria/Masked_Language_Model_NLP

Using transformer pipeline to solve masked language modeling.

10
Experimental
196 ArevikKH/Seq2Seq-English-Russian-Translation

PyTorch implementation of a sequence-to-sequence neural machine translation...

10
Experimental