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sequence-to-sequence

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bentrevett / pytorch-seq2seq

Star 5.7k

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

tutorial pytorch transformer lstm gru rnn seq2seq attention neural-machine-translation sequence-to-sequence encoder-decoder pytorch-tutorial pytorch-tutorials encoder-decoder-model pytorch-implmention pytorch-nlp torchtext pytorch-implementation pytorch-seq2seq cnn-seq2seq
  • Updated Jan 20, 2024
  • Jupyter Notebook

facebookresearch / large_concept_model

Star 2.4k

Large Concept Models: Language modeling in a sentence representation space

nlp pytorch seq2seq sequence-to-sequence language-models
  • Updated Jan 29, 2025
  • Python

Delta-ML / delta

Star 1.6k

DELTA is a deep learning based natural language and speech processing platform. LF AI & DATA Projects: https://lfaidata.foundation/projects/delta/

nlp front-end ops deep-learning text-classification tensorflow nlu speech inference text-generation speech-recognition seq2seq sequence-to-sequence speaker-verification asr tensorflow-serving emotion-recognition custom-ops serving tensorflow-lite
  • Updated Apr 16, 2025
  • Python

NVIDIA / OpenSeq2Seq

Star 1.6k

Toolkit for efficient experimentation with Speech Recognition, Text2Speech and NLP

text-to-speech deep-learning tensorflow multi-node speech-synthesis speech-recognition seq2seq speech-to-text neural-machine-translation sequence-to-sequence language-model multi-gpu float16 mixed-precision
  • Updated May 11, 2021
  • Python

CLUEbenchmark / CLUENER2020

Star 1.5k

CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition

dataset named-entity-recognition chinese seq2seq sequence-to-sequence ner albert bert sequence-labeling chinese-ner roberta fine-grained-ner chinesener
  • Updated Nov 21, 2022
  • Python

awslabs / sockeye

Star 1.2k

Sequence-to-sequence framework with a focus on Neural Machine Translation based on PyTorch

machine-learning deep-neural-networks translation deep-learning machine-translation pytorch transformer seq2seq neural-machine-translation sequence-to-sequence attention-mechanism encoder-decoder attention-model sequence-to-sequence-models attention-is-all-you-need sockeye transformer-architecture transformer-network
  • Updated Oct 24, 2024
  • Python

microsoft / renderformer

Star 974

Official Code Release for [SIGGRAPH 2025] RenderFormer: Transformer-based Neural Rendering of Triangle Meshes with Global Illumination

rendering global-illumination pytorch transformer renderer sequence-to-sequence 3d 3d-graphics neural-rendering renderformer
  • Updated Sep 25, 2025
  • Python

athena-team / athena

Star 967

an open-source implementation of sequence-to-sequence based speech processing engine

deployment tensorflow tts speech-synthesis transformer speech-recognition sequence-to-sequence unsupervised-learning speaker-recognition asr ctc wfst
  • Updated Dec 2, 2022
  • C++

Shark-NLP / DiffuSeq

Star 838

[ICLR'23] DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models

text-generation sequence-to-sequence diffusion-models
  • Updated Mar 1, 2024
  • Python

EdinburghNLP / nematus

Star 805

Open-Source Neural Machine Translation in Tensorflow

machine-translation neural-machine-translation sequence-to-sequence mt nmt
  • Updated Dec 9, 2022
  • Python

hirofumi0810 / neural_sp

Star 595

End-to-end ASR/LM implementation with PyTorch

streaming speech language-modeling pytorch transformer speech-recognition seq2seq attention automatic-speech-recognition sequence-to-sequence language-model attention-mechanism asr ctc rnn-transducer transformer-xl
  • Updated Aug 30, 2021
  • Python

bshao001 / ChatLearner

Star 542

A chatbot implemented in TensorFlow based on the seq2seq model, with certain rules integrated.

python deep-learning tensorflow chatbot beam-search sequence-to-sequence nmt tensorflow-chatbot seq2seq-model rule-based nmt-model
  • Updated Nov 13, 2019
  • Python

lvapeab / nmt-keras

Star 531

Neural Machine Translation with Keras

machine-learning theano deep-learning tensorflow machine-translation keras transformer gru neural-machine-translation sequence-to-sequence nmt attention-mechanism web-demo attention-model lstm-networks attention-is-all-you-need attention-seq2seq
  • Updated Jul 30, 2021
  • Python

inseq-team / inseq

Star 476

Interpretability for sequence generation models 🐛 🔍

natural-language-processing deep-learning transformers sequence-to-sequence language-model interpretability language-generation explainable-ai huggingface captum attribution-methods large-language-models generative-ai
  • Updated Apr 25, 2026
  • Python

ufal / neuralmonkey

Star 417

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

python nlp deep-learning tensorflow gpu machine-translation neural-networks image-captioning neural-machine-translation sequence-to-sequence mt nmt encoder-decoder
  • Updated Apr 28, 2020
  • Python

ywk991112 / pytorch-chatbot

Star 399

Pytorch seq2seq chatbot

chatbot pytorch seq2seq beam-search sequence-to-sequence pytorch-tutorial
  • Updated Apr 11, 2020
  • Python

jayparks / tf-seq2seq

Star 388

Sequence to sequence learning using TensorFlow.

nlp machine-learning natural-language-processing deep-learning neural-network tensorflow seq2seq beam-search neural-machine-translation sequence-to-sequence nmt natural-language-understanding encoder-decoder
  • Updated Apr 16, 2018
  • Python

jonsafari / nmt-list

Star 364

A list of Neural MT implementations

deep-learning machine-translation neural-machine-translation sequence-to-sequence mt nmt
  • Updated Jul 27, 2022

google-deepmind / regress-lm

Star 361

Library for sequence-to-sequence numeric prediction, applicable to any tokenizable input, and allows pretraining and fine-tuning over multiple tasks.

regression prediction sequence-to-sequence quantitative
  • Updated Oct 6, 2026
  • Python

Gurupradeep / deeplearning.ai-Assignments

Star 355
lstm neural-networks rnn deeplearning convolutional-neural-networks sequence-to-sequence
  • Updated Jun 12, 2021
  • Jupyter Notebook

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