Open-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pipelines, and OpenAI-compatible/MCP serving.

A bidirectional recurrent neural network model with attention mechanism for restoring missing punctuation in unsegmented text

A sentence segmenter that actually works!

Punctuation restoration and spell correction experiments.

A TensorFlow implementation of Neural Sequence Labeling model, which is able to tackle sequence labeling tasks such as POS Tagging, Chunking, NER, Punctuation Restoration and etc.

Text normalization library for Python

中文标点符号模型，可以给文本添加标点符号。

Text and Punctuation correction with Deep Learning

Pre-process arabic text (remove diacritics, punctuations and repeating characters)

Unicode tokeniser. Ucto tokenizes text files: it separates words from punctuation, and splits sentences. It offers several other basic preprocessing steps such as changing case that you can all use to make your text suited for further processing such as indexing, part-of-speech tagging, or machine translation. Ucto comes with tokenisation rules …

A PyTorch implementation of a punctuation prediction system using (B)LSTM, which automatically adds suitable punctuation into text without punctuation.

Apache OpenNLP wrapper for Nodejs

A small seq2seq punctuator tool based on DistilBERT

Нейронная сеть для восстановления пунктуации на русском языке.

FunASR实时语音识别版，识别麦克风和电脑内播放的声音，电脑语音打字软件

#Sentimental Analytics

Russian mnemonic keyboard layout

Sequence to sequence model for Arabic punctuation prediction.

a ConTeXt LMTX module to support Chinese punctuation

Regular Expressions for finding wrong punctuation before publishing.