low-resource-languages

Is a project for a java MIDlet for mobile phones - for indigenous language dictionaries

Site which hosts digital dictionaries for single languages

WeSay

Allows language communities to build their own dictionaries. (by the SIL International)

4lang

Concept dictionary using Eilenberg machines

a.k.a. "charlifter". Statistical Unicodification of plain text for many languages

alignment-with-openfst

This is an implementation of the CRF autoencoder framework for four tasks: bitext word alignment, part-of-speech tagging, code switching, dependency parsing

Apertium is a toolbox to build open-source shallow-transfer machine translation systems, especially suitable for related language pairs: it includes the engine, maintenance tools, and open linguistic data for several language pairs

ark-tweet-nlp

CMU ARK Twitter Part-of-Speech Tagger ( )

ArtOfReading

Index and processing scripts related to the Art Of Reading illustration collection

bayesline

A Multinomial Bayesian Classification for Language Identification

bible-corpus-tools

A collection of tools for reading/processing the multilingual Bible corpus

BloomDesktop

Bloom Desktop is a hybrid c#/javascript/html/css Windows application that dramatically "lowers the bar" for language communities who want books in their own languages. Bloom delivers a low-training, high-output system where mother tongue speakers and their advocates work together to foster both community authorship and access to external materia…

BloomLibrary

Bloom Library Single Page App, using AngularJS & Bootstrap, Parse.com backend.

brain

Neural networks in JavaScript

Bristol Uni MT Morphology tools

This repo is a mirror of scripts previously available on . Included: Ukwabelana - An open-source morphological Zulu corpus and EMMA: A Novel Evaluation Metric for Morphological Analysis

brown-cluster

C++ implementation of the Brown word clustering algorithm

CasualConc is a concordance program that runs natively on Mac OS X 10.5 Leopard or later. It was originally designed for casual use (preliminary analysis or non-research purposes), though [the maintainer] has been using it for his own research (and may others have). It can generate kwic concordance lines, word clusters, collocation analysis, and word count

cdec

Decoder, aligner, and model optimizer for statistical machine translation and other structured prediction models based on (mostly) context-free formalisms

Charlint is a character normalization/checking tool written in Perl. Among else, it implements Normalization Form C of Unicode TR 15, as a test platform for Early Uniform Normalization in the W3C Character Model

chorus

A version control system designed to enable workflows appropriate for typical language development teams who are geographically distributed

clam

Computational Linguistics Application Mediator -- Quickly turn NLP applications into RESTful webservices with a web-application front-end. You provide a specification of your command line application, its input, output and parameters, and CLAM wraps around your application to form a fully fledged RESTful webservice

CMUSphinx is a speaker-independent large vocabulary continuous speech recognizer released under BSD style license. It is also a collection of open source tools and resources that allows researchers and developers to build speech recognition systems

cnminlangwebcollect

Chinese minorities website languages detection and websites collection

Cog

Cog is a tool for comparing languages using lexicostatistics and comparative linguistics techniques. It can be used to automate much of the process of comparing word lists from different language varieties.

convertextract

Convert Excel, Word and PowerPoint files with non-Unicode text (like text requiring SIL fonts) into Unicode, while preserving original file's formatting

CorpusTools

Phonological CorpusTools

CTK

Built around LDC's champollion sentence aligner kernel, Champollion Tool Kit (CTK) aims to providing ready-to-use parallel text sentence alignment tools for as many language pairs as possible. (Original project is on SourceForge: )

DataTags

A system to assess the sensitivity and privacy risk of a dataset, and assign a tag to describe how the dataset must be transfered, stored and accessed. ( )

dataverse

A data repository framework to share and publish research data

Dative

Dative: software for linguistic fieldwork

dative

A single-page application that interacts with multiple linguistic fieldwork web service databases.

DeepLearnToolbox

Matlab/Octave toolbox for deep learning. Includes Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders and vanilla Neural Nets. Each method has examples to get you started

Desmeme

Database and tools for exploring linguistic templates

dictionary database for language translation

discoursegraphs

Python-based tool to convert and merge multilayer annotated linguistic data

divvun-gramcheck

This program does FST lookup on forms specified as Constraint Grammar format readings, and looks up error-tags in an XML file with human-readable messages. It is meant to be used as a late stage of a grammar checker pipeline

divvun-keyboard

keyboard apps for iOS and Android with keyboard layouts for indigenous and minority languages

divvunspell

(below) rewritten in Rust, for robust concurrency and memory management. Is in practical use about 10x faster than . It uses the same zhfst files as , which are available for all languages in the GitHub org (see below)

DLTK

Deutsch Language Tool Kit.

epitran

Grapheme to Phoneme conversion (G2P) for many low-resource languages

ELDER: Endangered Language Data Electronic Repository

Endangered Language Data Electronic Repository: A web-based ontologically-compliant collaborative linguistic data cataloguing tool

enchant

enchant spellchecking library

exsite9

ExSite9 is a desktop application that was built to facilitate researchers easily and quickly tagging their data files with descriptive metadata and subsequently packaging their data files and associated metadata ready for submission to a repository. ExSite9 also allows for the structural organisation of said files within actually moving their physical location on your local file storage; allowing you to correctly organise your files and metadata ready for packaging

fast_align

Simple, fast unsupervised word aligner

fastText

Library for fast text representation and classification

FieldWorks

FieldWorks is a suite of software tools for language and cultural data, with support for complex scripts. FieldWorks Language Explorer (or FLEx, for short) is designed to help field linguists perform many common language documentation and analysis tasks. It can help you: elicit and record lexical information, create dictionaries, interlinearize texts, analyze discourse features, study morphology

Franc

Natural language detection

FwDocumentation

Developer documentation for FieldWorks (software tools for language and cultural data, with support for complex scripts)

FwLocalizations

Localizations for FieldWorks

FwSupportTools

Additional tools for FieldWorks development

Gaia

Gaia is a HTML5-based Phone UI for the Boot 2 Gecko Project. NOTE: For details of what branches are used for what releases, see . If you're interested in setting up a keyboard in new language, see

giellakbd-android

A fork of LatinIME (by Google for Android), targeting marginalised languages that also deserve first-class status on mobile operating systems. Used by (see elsewhere on this page)

giellakbd-ios

An open source reimplementation of Apple's native iOS keyboard with a specific focus on support for localised keyboards. Used by (see elsewhere on this page)

giza-pp

GIZA++ is a statistical machine translation toolkit that is used to train IBM Models 1-5 and an HMM word alignment model. This package also contains the source for the mkcls tool which generates the word classes necessary for training some of the alignment models

gv-crawl

Global Voices bitext crawler for creating parallel corpora

GlotLID

Fasttext language identification with support for more than 2000 labels

Glottolog data

provides comprehensive reference information for the world's languages

Gramadóir

Grammar checking engine that is designed for the rapid development of grammar checkers for minority languages and other languages with limited computational resources

grind

An InDesign 5.5 plug-in designed allow graphite enabled smart fonts to be used in Adobe InDesign. This project integrates SIL's Graphite 2 smart font technology with our own implementation of a paragraph composer plugin

hermitcrab

HermitCrab.NET is a flexible morphological/phonological parser that takes an item-and-process approach

hfst-ospell

HFST spell checker library and command line tool

hfst-ospell-js

Node bindings for hfst-ospell

hfst-optimized-lookup

HFST optimized-lookup standalone library and command line tool

hundict

bilingual dictionary extractor from parallel corpora

hunspell

Spell checker and morphological analyzer library and program designed for languages with rich morphology and complex word compounding or character encoding

huntag

a sequential tagger for NLP using Maximum Entropy Learning and Hidden Markov Models

icu-dotnet

C# wrapper for ICU4C

icu4c

Mirror of svn project at . The FieldWorks branch has some FieldWorks specific enhancements

iLanguage

A semi-unsupervised language independent morphological analyzer useful for stemming unknown language text, or getting a rough estimate of possible parses for morphemes in a word. Input: a corpus. Uses compression, maximum entropy and fieldlinguistics

ipa-help

IPA Helps

itweets-geodata

Geodata from Indigenous Tweets

jQuery.ime

jQuery based input methods library

kbdgen

Generate keyboards and keyboard layouts for various operating systems

koreksyon

Tools for developing and implementing spell-checking and grammar-checking capabilities in low-resource languages

l20n.js

L20n reinvents software localization. Users should be able to benefit from the entire expressive power of natural languages. L20n keeps simple things simple, and at the same time makes complex things possible. This is the JavaScript implementation of L20n.

langid.py

Stand-alone language identification system

A host of resources provided in SVN by the University of Tromsø. Details are and in English

LEGO Unified Concepticon

Material relating to the LEGO Unified Concepticon

Lex4All

pronunciation LEXicons for Any Low-resource Language

LexDB is a lexical cognate tracking database. It stores the full provenance of all lexemes and cognate judgements, and allows export into a number of nexus dialects. The database is written in the flexible python/django web framework

LfMerge

Send/Receive for languageforge.org

liblevenshtein

A library for generating Finite State Transducers based on Levenshtein Automata

libpalaso

Palaso Library: A set of .Net libraries useful for developers of Language Software

The LinGO Grammar Matrix is a framework for the development of broad-coverage, precision, implemented grammars for diverse languages

Lingpy

LingPy: Python library for quantitative tasks in historical linguistics

Linguistica is a program designed to explore the unsupervised learning of natural language, with primary focus on morphology (word-structure). It runs under Windows, Mac OS X and Linux, and is written in C++ within the Qt development framework. Its demands on memory depend on the size of the corpus analyzed

long-press

jQuery plugin to ease the writing of accented or rare characters.

low-resource-pos-tagging-2014

Low-Resource POS-Tagging: 2014

lrl

For work concerning low resource languages

MacVoikko

An OS X spelling server based on Voikko

Machine

Machine is a natural language processing library for .NET that is focused on providing tools for processing resource-poor languages (used by FLEx)

Make-extensions

Scripts for generating hunspell spellchecking extensions

mgiza

A word alignment tool based on famous GIZA++, extended to support multi-threading, resume training and incremental training

Minority Translate is a simple program for helping content generation on smaller sized Wikipedias (actually any sized) by giving pointers to existing articles in other language Wikipedias, so that the user can easily translate or adapt existing texts and thus increase the size and useability of their Wikipedia editions

morfessor

Morfessor is a tool for unsupervised and semi-supervised morphological segmentation

morpholm

Morphology-aware language models

morph-test

A python script to run tests for generation and analysis of a morphological transducer built using the Giella infrastructure. Works with Hfst, Xerox' fst tools, and with Foma

mosesdecoder

Moses, the machine translation system

moz-l10n-tiers

Creates a pseudo-locale to evaluate string prioritization for l10n

mukurtucms

The Mukurtu Content Management System (CMS) is an Internet- based platform designed to enable archiving of digital cultural resources

mythes

MyThes is a simple thesaurus that uses a structured text data file and an index file with binary search to lookup words and phrases and return information on part of speech, meanings, and synonyms

myWorkSafe

Smart & Simple Backup for Language Development Workers.

nabu

nabu is a digital media item management system that provides a catalog of audio and video items, metadata for these items, and information about the workflow status of the items

Natural

general natural language facilities for node

NLTK

Natural Language Tool Kit. NLTK Source

node-panlex

node.js client for PanLex

norma

A tool for automatic spelling normalization

nplm

Fork of with some efficiency tweaks and adaptation for use in mosesdecoder

octothorpe

CouchDB-powered wiki thing

OdtXslt

Perform XSLT transform on contents of a package (such as ODT, Docx, etc.)

old-webapp

Online Linguistic Database --- software for creating web applications to collaboratively document languages.

old

The Online Linguistic Database (OLD): software for linguistic fieldwork.

old-pyramid

Online Linguistic Database migrated to the Pyramid framework

OmegaT-hfst-tokenizer

OmegaT-hfst-tokenizer provides fst-based tokenisation in OmegaT

Open Data Kit (ODK) is an open-source suite of tools that helps organizations author, field, and manage mobile data collection solutions

OpenNLP

The Apache OpenNLP library is a machine learning based toolkit for the processing of natural language text.

ops-devbox

Ansible playbook for a (linux) developer machine

panlex-tools

This package contains scripts to transform lexical resources into a format suitable for importing into PanLex. Documentation may be found at

pdsc-collection-viewer

Paradisec Collection Browser

paradigm

PARADIGM is a .Net (C#) implementation of Joseph E. Grimes' 1983 work entitled "Affix Positions and Cooccurrences: The PARADIGM Program"

pathway

Preparing language data for publication

pdfdroplet

Library and GUI for imposition of PDF pages (e.g. 2-up)

pepper

Pepper is a pluggable, Java-based, open source converter framework for linguistic data

phonology-assistant

Phonology Assistant is a discovery tool. Provided with a corpus of phonetic data, it automatically charts the sounds and through its searching capabilities, helps a user discover and test the rules of sound in a language

pressagio

Pressagio is a library that predicts text based on n-gram models. For example, you can send a string and the library will return the most likely word completions for the last token in the string

PrimerPro

The purpose of PrimerPro is to assist the literacy worker in the development of primers for a given language

pyDelphin

Python libraries for DELPH-IN (Friendly Fork)

RBGParser

Graph-based Dependency Parser

Rosetta Pangloss

The Rosetta Project's Pangloss system

salm

SALM: Suffix Array and its Applications in Empirical Language Processing by Joy

Salt

A graph-based model to store and manipulate linguistic data

saymore

A tool for making common Language Documentation tasks such as keeping all the resulting files and meta data organized, converting files to archive formats, and transcription

Secwepemc-Facebook

Translate Facebook into unsupported languages

SegParser

Randomized Greedy algorithm for joint segmentation, POS tagging and dependency parsing

SeedLing

Building and Using A Seed Corpus for the Human Language Project

Skype in your language

Translate Skype into unsupported languages

solid

Solid is a software tool that can be used to check, clean up, and convert Standard Format (e.g. Toolbox) lexicon data

Many LDC corpora contain speech files in NIST SPHERE format. The programs below convert SPHERE files to other formats

StandardFormatLib

Standard Format Library

Stanford CoreNLP

Stanford CoreNLP: A Java suite of core NLP tools.

Stanford CoreNLP Python

Python wrapper for Stanford CoreNLP tools

stanza

Stanford NLP group's shared Python tools

str2ipa

Pronunciation dictionaries for languages with close-to-phonetic writing systems

sugali

This is a legacy repository of the language identification project for many (many) languages project for the software project course, NLP projects for low-resource languages

SuGarLike

Language Identification for Low Resource Languages (by Susanne, Guy and Liling)

SyllabiPy

Python interface for universal syllabification algorithms

A custom keyboard for iOS8+ that serves as a tasty imitation of the default Apple keyboard. Built using Swift and the latest Apple technologies!

TECkit

A Text Encoding Conversion toolkit

teny

Tools for low-resource machine translation

TeraDict

Translate English words into hundreds of languages!

Tesseract.js

Pure Javascript OCR for 62 Languages 📖🎉🖥

TexNLP

TexNLP: Texas Natural Language Processing tools

TiMBL is an open source software package implementing several memory-based learning algorithms, among which IB1-IG, an implementation of k-nearest neighbor classification with feature weighting suitable for symbolic feature spaces, and IGTree, a decision-tree approximation of IB1-IG. All implemented algorithms have in common that they store some representation of the training set explicitly in memory. During testing, new cases are classified by extrapolation from the most similar stored cases

Toney

Tone Classification Software

Toolbox is a data management and analysis tool for field linguists. It is especially useful for maintaining lexical data, and for parsing and interlinearizing text, but it can be used to manage virtually any kind of data

Toolbox Scripts for ELAN

Mirror of Alexander Koenig's Toolbox Scripts

ToolsForFieldLinguistics

A collection of scripts and recipes for linguistics

transcriber

An HTML5 transcription tool for Aikuma

translitit-engine

A transliteration engine written in JavaScript

Tsammalex data

is a multilingual lexical database on plants and animals

tweet2learn

An app to make it easier to use your native language on Twitter

twitter_langid

A hierarchical character-word neural network for language identification

UniversalDependencies docs

Universal Dependencies online documentation

UniversalDependencies tools

Various utilities for processing the data

VocBench is a web-based, multilingual, editing and workflow tool that manages thesauri, authority lists and glossaries using SKOS-XL

wavesurfer.js

Navigable waveform built on Web Audio and Canvas (Also has an ELAN plugin)

web-template

This is a web-based template that may be used to present language learning resources to aid language revitalization efforts. It includes a talking dictionary, and a phrasicon, containing sentences and phrases

webcorpus

This project is a collection of scripts and programs for creating a webcorpus from crawled data

wikt2dict

Wiktionary parser tool for many language editions

wikipron

-- retrives IPA pronunciations for Wiktionary entries

WordGenerator generates hypothetical words from specifications of their syllable structure

An experiment in the detection and segmentation of word boundaries

wordbyword

WordByWord is a free, open source, easy-to-use multimedia vocabulary trainer developed by Vera Ferreira, Peter Bouda, and Ricardo Filipe at CIDLeS with the support of the Foundation for Endangered Languages

WSI4URLang

Word Sense Induction (WSI) for Under-resourced Languages (URLang)

XDXF_Makedict

XDXF dictionary format and "makedict" dictionary converting software (official repository)

jQuery.IME

jQuery Input Method Editor used on Wikipedia

kbdgen

Generate keyboards and keyboard layouts for Windows, macOS, X11, iOS, Android and Chrome, from a single, simple yaml file. Also registers languages unknown to Windows, so that after installation, there is a correct and robust association between the designated BCP 47 code (including full support for ISO 639-3) and installed language tools such as keyboards, spelling checkers and other tools

Keyboard

Virtual Keyboard using jQuery ~

Keyboards

Open Source Keyman keyboards

Keyman

Keyman cross platform input methods. Keyman makes it possible for you to type in over 1,000 languages on Windows, iPhone, iPad, Android tablets and phones, and even instantly in your web browser.

keyboardlayouteditor

Keyboard Layout Editor

Keyboard layout editor

Keyboard Layout Editor

lipika-ime

Input Method Engine (IME) for Mac OS X with built-in support for all Indic Languages

The non-arch keyboard configuration database for X Window. The goal is to provide the consistent, well-structured, frequently released open source of X keyboard configuration data for X Window System implementations (free, open source and commercial). The project is targeted to XKB-based systems

AGTK

AGTK is a suite of software components for building tools for annotating linguistic signals, time-series data which documents any kind of linguistic behavior (e.g. audio, video). The internal data structures are based on annotation graphs. (Original project is on SourceForge: )

brendano

Graph Fragment Language for Easy Syntactic Annotation

ELAN is a professional tool for the creation of complex annotations on video and audio resources

eopas

ETHNOER Online Presentation and Annotation System

FLAT - FoLia Linguistic Annotation Tool

FLAT is a web-based linguistic annotation environment based around the FoLiA format ( ), a rich XML-based format for linguistic annotation. FLAT allows users to view annotated FoLiA documents and enrich these documents with new annotations, a wide variety of linguistic annotation types is supported through the FoLiA paradigm. It is a document-centric tool that fully preserves and visualises document structure

gfl_syntax

Graph Fragment Language for Easy Syntactic Annotation

graf-python

The library graf-python is an open source Python implemenation to parse and write GrAF/XML files as described in ISO 24612. The parser of the library creates an annotation graph from the files. The user may then query the annotation graph via the API of graf-python

kwaras

Tools for ELAN corpus management

LDC Word Aligner

LDC Word Aligner is a software tool used for manual annotation of word alignment developed to support Arabic-English and Chinese-English word alignment tasks. It has a clean, easy-to-use interface. Since its development in 2009, LDC has used LDC Word Aligner to generate over 1,000,000 tokens of annotated word alignment data from a variety of genres including broadcast, newswire and web-based sources.

poio-analyzer

Poio is a collection of software tools for linguists working in language documentation, descriptive linguistics and/or language typology. It allows linguists to manage and analyze their data. The Poio Interlinear Editor allows to add morpho-syntactic annotations to transcriptions. It supports various file formats for input, but will only output standardized XML defined by the Corpus Encoding Standard and the Text Encoding Initiative. Several tools for analyzing linguistic data will be made available to further process annotated data. Poio tools are written in Python and are based on PyQt

poio-api

Poio API is a free and open source Python library to access and search data from language documentation in your linguistic analysis workflow. It converts file formats like Elan’s EAF, Toolbox files, Typecraft XML and others into annotation graphs as defined in ISO 24612. Those graphs, for which we use an implementation called “Graph Annotation F…

pyannotation

PyAnnotation is a Python Library to access and manipulate linguistically annotated corpus files

Trans is a next generation multi-platform, multilingual, multi-channel transcription tool that supports manual transcription and annotation of audio recordings. The XTrans toolkit provides new and efficient solutions to common transcription challenges and addresses critical gaps in existing tools.Designed with input from experienced human transcribers working with real world data, XTrans provides a flexible and intuitive graphical user interface for a multitude of speech annotation tasks including (virtual) segmentation of audio into smaller units like turns and sentences; speaker identification; orthographic transcription in any language; and labeling of structural elements of the transcript like topics

spec

The official specification for the DLx linguistic data format.

FoLiA

FoLiA: Format for Linguistic Annotation - FoLiA is a rich XML-based annotation format for the representation of language resources (including corpora) with linguistic annotations. A wide variety of linguistic annotations are support, making FoLiA a useful format for NLP tasks and data interchange

xdxf_makedict

XDXF dictionary format and "makedict" dictionary converting software (official repository)

Express-Lingua

An i18n middleware for the Express.js framework

Give your JavaScript the ability to speak many languages

System for providing a nice, userfriendly/project oriented approach to translating files. Great for non-technical users, free for open-source projects, decent for minority languages; , it can take a while to get a new language added to the Transifex system because the ticketing system Transifex uses results in them losing tickets sometimes. Provides translation memory, ability to appoint reviewers, etc. Transifex used to have an open source system that you could host on your own, but that seems to have disappeared

arctic-prompts

Generate prompts PDF for CMU ARCTIC dataset

AudioWebService

a simple nodejs server which accepts upload of audio and runs it through praat

AuToBI

Automatic prosodic annotation tool written in Java

BashScriptsForPhonetics

( of a dormant project)

esv-text-audio-aligner

ESV Text/Audio Aligner to programmatically obtain the timings for each word in the corresponding audio

html5-audio-read-along

HTML5 Audio Read-Along

ipa-chart

International Phonetic Alphabet (IPA) Unicode Chart and Character Picker

kaldi-svn-archive

An read-only archive of the original Kaldi SVN repository (mainly to keep sandboxes available)

lex4all

pronunciation LEXicons for Any Low-resource Language ( of a student project)

Montreal-Forced-Aligner

Python interface for forced text/speech alignment

opensauce

GNU Octave-compatible version of VoiceSauce

pocketsphinx

PocketSphinx is a lightweight speech recognition engine, specifically tuned for handheld and mobile devices, though it works equally well on the desktop

pocketsphinx-ios-demo

Simple demo for iOS

pocketsphinx-python

Python module installed with setup.py

pocketsphinx-ruby

Ruby speech recognition with Pocketsphinx

pocketsphinx-wp-demo

Demo to run pocketsphinx on WP8 platform

pocketsphinx.js

Speech recognition in JavaScript

praat-py

From my PhD days: Praat-Py is a custom build of Praat, the computer program used by linguists for doing phonetic analysis on sound files, to allow for scripts to be written in the Python programming language, rather than in Praat's built-in language. ( of a dormant project)

Praat-Scripts

Mietta's Scripts

PraatTextGridJS

A small library which can parse TextGrid into json and json into TextGrid

PraatontheWeb

Web implementation of Praat. Source code, running demo scripts on web, samples and documentation

prosodicParsing

different kinds of HMMs to use for incorporating prosody into basic parsing

Prosodylab-Aligner

Python interface for forced audio alignment using HTK and SoX

Recordmp3js

Record MP3 files directly from the browser using JS and HTML

sphinx4

Pure Java speech recognition library

TLSphinx

Swift wrapper around Pocketsphinx

eSpeak is a compact open source software speech synthesizer for English and other languages, for Linux and Windows.

MARY TTS

MARY TTS -- an open-source, multilingual text-to-speech synthesis system written in pure java

Ossian is a collection of Python code for building text-to-speech (TTS) systems, with an emphasis on easing research into building TTS systems with minimal expert supervision

Elpis

Elpis is software for creating speech recognition models and applying them to the transcription of audio. As of 2022, it gives access to Kaldi and Huggingface Transformers

kaldi

This is now the official location of the Kaldi project

Persephone

Persephone aims to make state-of-the-art phonemic transcription accessible to people involved in language documentation, who have a training corpus of about one to four hours of transcribed speech. As of 2022, Persephone is superseded by Elpis

clld

Cross Linguistic Linked Data python library

LaTeX2HTML5

LaTeX web components

MultilingualCorporaExtractor

Node io Spider for extracting multilingual corpora ( of a student project)

SeedLing

Building and Using A Seed Corpus for the Human Language Project ( of a student project)

experigen

A framework for creating linguistic experiments

GamifyPsycholinguisticsExperiments

A simple node server to gamify linguistics experiments, runs offline on a laptop for small scale experiements and online on a server for large scale experiments. Data is sent to a Google spreadsheet. ( of a dormant project)

OpenSesame

Graphical experiment builder for the social sciences

OPrime

Open Source Experimentation Libraries - Online and Offline for Android and HTML5

psychopyMegProsody

Runs MegProsody using PsychoPy

PsychScript

A HTML5/Javascript library for running behavioural experiments online

Anki

Anki is a program to make and share flaschard decks (including audio) for any language or writing system.

awesome-anki

A curated list of awesome Anki add-ons, decks and resources

VocabLift

Language-learning tool that uses vocabulary from LIFT-format dictionaries produced by programs such as Fieldworks Language Explorer and WeSay

OpenCCG

OpenCCG library for parsing and realization with CCG. Includes mini-grammars for Inuit, Nezperce, Basque and others

One of their projects (not clearly listed here) is about providing an online system for language analysis, so users can connect resources visually, dump in text, and get a result. Kind of like the Yahoo! Pipes but for language processing. Uses the cluster

Aikuma

Android software for recording and translation

Android Speech Recognition Trainer

Speech recognition training app for low resource languages which interfaces with FieldDB corpora

android-template

This is a template of an Android word-learning app that may be used a way to introduce a language. It includes a quiz. For the documentation, go to

AndroidFieldDB

An Android app which lets the user build a custom visual and auditory vocabulary, useful for guided anomia treatment and self designed language lessons by heritage speakers

AndroidFieldDBElicitationRecorder

A general purpose video recording tool

AndroidLanguageLessons

Lets heritage speakers create self designed language lessons

AndroidProductionExperiment

Android App to run perception experiments

Bevara

Android Phone Application designed for Linguistic Fieldwork to help preserve, maintain, and save endangered languages

A mobile app for sending georeferenced image and voice recordings from an Adroid phone to an email address. For more information, please go to

pocketsphinx-android

pocketsphinx build for Android

babelfrog

Chrome extension to help learn languages as you browse

DictionaryChromeExtension

Dictionary for websites in low-resource languages. App and codebase which connects to a Wiktionary to provide definitions of any term on any website (current languages Cherokee 194,426 entries, Inuktitut 251 entries, Kartuli 7,363 entries, Plains Cree (incubation) 0 entries)

FieldDB

An offline/online field database which adapts to its user's terminology and I-Language, has plugins for various data automation routines along the process of primary data collection to cleaning to publication and archival.

AndroidLanguageLearningClientForFieldDB-sikuli

Sikuli tests for AndroidLanguageLearningClientForFieldDB

AuthenticationWebService

A node.js web service which mananges users and corpora creation and authentication

bower-fielddb-angular

A bower repository which hosts fielddb-angular components, bower install fielddb-angular --save

bower-fielddb

A bower repository which hosts fielddb core components, bower install fielddb --save

fielddb-spreadsheet-sikuli

sikuli tests for the spreadsheet module

FieldDBActivityFeed

A fielddb activity feed widget which can be embedded in other codebases, websites etc

FieldDBGlosser

A semi-unsupervised language independent morphological analyzer useful for stemming unknown language text, or getting a rough estimate of possible parses for morphemes in a word. bower install fielddb-glosser --save

FieldDBLexicon

A lexicon browser/editor web widget for FieldDB databases

LanguageClassDashboard

App which provides a view of FieldDB corpora for language teachers

LexiconWebService

A node.js ElasticSearch wrapper for indexing/training lexicons from corpora

LexiconWebServiceSample

A node.js web server which implements the fieldlinguist's lexicon API for the FieldDB project

Gargantua

Fast Unsupervised Sentence Aligner described in "Improved unsupervised sentence alignment for symmetrical and asymmetrical parallel corpora", COLING 2010

ldc-kiy

Materials for: The experimental state of mind in elicitation: illustrations from tonal fieldwork. Dubmitted to Language Documentation & Conservation,

Yuan Zhang, Roi Reichart, Regina Barzilay and Amir Globerson

low-resource-pos-tagging-2014

and Published in: Learning a Part-of-Speech Tagger from Two Hours of Annotation. . In Proceedings of NAACL 2013. And in: Real-World Semi-Supervised Learning of POS-Taggers for Low-Resource Languages. . In Proceedings of ACL 2013

orthotree

Linguistic family tree based on orthographic distance

type-supervised-tagging-2012emnlp

This repository contains the code, scripts, and instructions needed to reproduce the results in the paper: Type-Supervised Hidden Markov Models for Part-of-Speech Tagging with Incomplete Tag Dictionaries. . In Proceedings of EMNLP 2012. This code is frozen as of the version used to obtain the results in the paper. It will not be maintained. To see the updated code, visit

visualizing-language

For visualizations of WALS and other typological databases

WALS-APiCS

Code for working with WALS-APiCS (Atlas of Pidgin and Creole Language Structures) complexity metrics

CorpusWebService

über-simple node.js-Proxy to enable CORS request for couchdb

CorporaForFieldLinguistics

Small corpora from diverse language typologies, useful for testing scripts

lucenerevolution-2013

Demo examples for linguistics in Lucene and Solr

berlin-buzzwords-2013

Demo examples for Lucene, Solr, ElasticSearch and OpenNLP from Berlin Buzzwords 2013 talk

fontinline

Make inline stroke paths from an outline font

Noto Fonts

Noto is Google’s free font family that aims to support all the world’s scripts. Its design goal is to achieve visual harmonization across languages. Noto fonts are under Apache License 2.0

Unicodify is a suite of programs for converting text in a variety of 8-bit encodings to Unicode (using the UTF-16 encoding). Unicodify was particularly designed to handle HTML-based text using non-ISCII 8-bit fonts to render South Asian scripts. However, elements of the suite can map other types of non-ASCII 8-bit encodings, such as Latin-2, ISCII and PASCII

bible-corpus

A multilingual parallel corpus created from translations of the Bible

poio-corpus

The Poio Corpus is a freely available collection of language resources for the lesser-used languages. The data is extracted from free sources like Wikipedia, dictionaries, documents, websites and others

Speech recognition and natural language processing for low-resource languages

Unicode Common Locale Data Repository (CLDR) Project

Mirror of the SourceForge repositories

Tools for working with OLD

The Divvun group at UiT develops proofing tools, keyboard apps and other language technology solutions for indigenous and minority languages, especially the Sámi languages.

home for keyboard layouts, lexicons and morphologies for indigenous and minority languages, especially for morphologically complex languages, using mainly rule-based techonlogies. The resources are used by Divvun (above) and Giellatekno (below) to build a number of tools for the language communities. Almost everything is open source

Helsinki Finite-State Technology.

Language Technology Group, University of Melbourne

Statistical Machine Translation

Natural Language Toolkit

Crowdsourcing or conducting large scale psycholinguistics experiments (or statistically significant field linguistics)

Prosodylab at McGill University, Canada

Another SIL organization, with many repositories

SIL (originally known as the Summer Institute of Linguistics, Inc.) is probably the leading organization which provides software and tools tailored for use by field linguists and lexicographers working on endangered languages. A little known fact is that much of it's code is open sourced on GitHub and SIL is happy to recieve open source contributions and collaborate on open source projects

SIL Non-Roman Script Initiative. The NRSI is a department of SIL International, whose task is to provide assistance, research and development for SIL International and its partners to support the use of non-Roman and complex scripts in language development

University of California, San Diego

Universal Dependencies (UD) is a project that is developing cross-linguistically consistent treebank annotation for many languages, with the goal of facilitating multilingual parser development, cross-lingual learning, and parsing research from a language typology perspective. The annotation scheme is based on an evolution of (universal) Stanford dependencies (de Marneffe et al., 2006, 2008, 2014), Google universal part-of-speech tags (Petrov et al., 2012), and the Interset interlingua for morphosyntactic tagsets (Zeman, 2008). The general philosophy is to provide a universal inventory of categories and guidelines to facilitate consistent annotation of similar constructions across languages, while allowing language-specific extensions when necessary

The University of Texas at Austin's Computational Linguistics Lab.

Giellatekno combines cutting-edge linguistic and computational research into the analysis of Saami and other morphologically-rich languages, with the development of practical applications. We focus on deep linguistic modeling and on highly efficient and robust computational analysis with a wide empirical coverage. They use svn for their code: all of it can be found , sorted by language

LOWLANDS – Parsing low-resource languages and domains

LTRC addresses the complex problem of understanding and processing natural languages in both speech and text mode. LTRC conducts research on both basic and applied aspects of language technology. It is the largest academic centre of speech and language technology in South Asia. LTRC carries out its work through four labs, which work in synergy with each other, as listed above

Part of the MPI

by

— wordlists, corpora, morphological analyser, tagger, word decompounder. Available upon email

Machine Translation rules

authors scraped from the albanian language wikipedia who are out of copyright

The Plis keyboard is a keyboard or computer keyboard layout for the Albanian language

Here you find a collection of Albanian words and information about them. Aspell, Ispell, and MySpell are included

wiinaq

Word Wiinaq is a dictionary web application with automatically generated ending tables and souped-up search capabilities. It is written in Python using Django

HornMorpho

Morphological analysis and generation of Amharic and Oromo verbs and nouns and Tigrinya verbs

An open-source transfer machine translation engine. Linguistic information for the translation from Spanish and Basque (es-eu) is included

This project aims to develop a phonetic based Bangla typing system for Macintosh computer which can be developed into a transliteration technique in the future

Bengali Writer

`Bengali Writer' is a set of utilities for computerized editing and typesetting in Bengali, a language of India and Bangladesh. It comprises a set of fonts for Bengali in several formats (METAFONT, BDF, PS), a text editor with spell-cheking, export, and more. (Original project is on SourceForge: )

Bangla Computing and Localization Project for the Bangla speaking people

Lekho

A collection of tools and resources for using bangla on computers (Original project is on SourceForge: )

Chichewa

NLP resources for Chichewa

an-metri-gal

Análise métrico de texto en verso en lingua galega (Galician language) gl-ES

android_gl_dict

Android Galician (gl_ES) Keyboard Dictionary

aspell-gl

Galician dictionary for aspell

CitiusSentiment

Sentiment analysis (opinion mining) for Portuguese, English, Spanish, and Galician

A PoS-Tagger and Named Entity Classification tool for Portuguese, English, Galician, and Spanish

Galician verb conjugator

corpora

This is a collection of corpus of Galician (or related to Galicia) words / Colección de corpus de palabras en galego (ou relacionadas con Galicia)

DepPattern

Dependency Syntactic Parsing for Portuguese, Spanish, English, and Galician, including MetaRomance parser

DOGA_scraper

Galician Official journal scraper

elFinder-language

Galician - Gallego / language for elFinder

EuroWordNetLemon

EuroWordNet lemon lexicons generated from the LMF versions of the Multilingual Central Repository (MCR) EuroWordNet lexicons. It includes lexicons for Spanish, Catalan, Basque & Galician

Galician Translator for Android

galeXtra

Multiword Extractor for Portuguese, English, Spanish, Galician, French

Galician-Dependency-Treebank

This Galician Dependency Treebank has been developed by transliterating and adapting lexically the Portuguese part (Bosque 7.3 by the Floresta sintá(c)tica project) of the CONLL-X 2006

Galician-Fuzzy-Text-watch

Based on Fuzzy Text International by Jesse Hallett, uses the galician language to display time

galician-locale-for-mac

Galician locale for Mac OS X

gl-syllabler

Split galician language words into syllables

gl

Galician OmegaT Localisation

hunspell-gl-ciencias

Project oriented into developing a science and maths Galician language Hunspell dictionary

hunspell-gl

Galician hunspell dictionaries

hyphen-gl

Galician hyphenation rules

javagalician-java6

The Java Galician Locale is an implementation of Java localization SPIs which will allow the Java VM to use the Galician Language (locales "gl" and "gl_ES"), one of the official languages of Spain, which is not included in Sun's JVM distribution

Linguakit

Multilingual toolkit for NLP: dependency parser, PoS tagger, NERC, multiword extractor, sentiment analysis, etc

ParlamentoGalicia

Project based on the information extracted from the transcriptions of the sessions held in the Galician Parlament

poss-gl

Galician translation of Producing Open Source Software, by Karl Fogel

rima

Find rhyming words in galician language

stopwords-gl

Galician stopwords collection

texlive-babel-galician

TeXLive babel-galician package

UD_Galician-CTG

The Galician UD treebank is based on the automatic parsing of the Galician Technical Corpus created at the University of Vigo by the the TALG NLP research group

UD_Galician-TreeGal

The Galician-TreeGal is a treebank for Galician developed at LyS Group (Universidade da Coruña)

UL_Galician-TreeGal

CoNLL-UL Repository for UD_Galician-TreeGal

apertium-cat-glg

Apertium translation pair for Catalan and Galician

apertium-dict-en-gl

English-Galician language pair for Apertium

apertium-dict-es-gl

Spanish-Galician language pair for Apertium

apertium-dict-pt-gl

Portuguese-Galician language pair for Apertium

apertium-en-gl

Apertium translation pair for English and Galician

apertium-es-gl

Apertium translation pair for Spanish and Galician

apertium-glg

Apertium linguistic data for Galician

Apertium-pt-gl.pt-gl-LMF

This is the LMF version of the Apertium bilingual ditionary for Portugues and Galician languages

apertium-pt-gl

Apertium translation pair for Portuguese and Galician

awesome-georgia

A curated list of awesome libraries and packages specific/related to Georgia (country)

Gadatsqvetilebebi

გადაწყვეტილებები; Web spider and corpora importer for public legal decisions

GeoWordsDatabase

Around 310 000 unique Georgian words

Kartuli Speech Recognition

ანდროიდის ქართველი მომხმარებლებისთვის სიტყვის ამოცნობის სისტემის შექმნა. Codebase to turn any webpage from any alphabet into another alphabet, the default is to turn latin letters into Kartuli. "Do your friends keep commenting on Facebook with English keyboards (either because they forgot to switch, or because they didn't/can't install a Georgian keyboard)? Now you can read the web through კართული eyes."

KartuliChromeExtension

Chrome აპლიკაცია, რომელიც ყველა ინგლისურ ასო-ბგერას აჩვენებს ქართულ ასო-ბგერად

QartuliDaBunebismetkveleba

მათემატიკისა და ბუნებისმეტყველების ინტერაქტიული სახელმძღვანელო მე-2 - მე-3 კლასის მოსწავლეებისათვის

SakartvelosUzenaesiSasamartloSarke

საქართველოს უზენაესი სასამართლო სარკე

SamartlosSakonstitutsioSasamartdoSarke

სამართლოს საკონსტიტუციო სასამართდო სარკე

translitit-latin-to-mkhedruli-georgian

A Latin to ქართული (Mkhedruli Georgian) transliteration function written in JavaScript

translitit-mkhedruli-georgian-to-ipa

A Latin to ქართული (Mkhedruli Georgian) transliteration function written in JavaScript

Declensions

Methods to generate declensions for Georgian language

Stichoza/font-larisome

Iconic font for Georgian currency inspired by Font-Awesome (CSS)

Lotuashvili/BPGNateli

Bower package for BPG Nateli font (CSS)

thecotne/georgian-webfonts

Package for georgian fonts (CSS)

Stichoza/money-num-to-string

Convert a number/money to localized string (PHP, JavaScript)

natchkebiailia/NumberToWord

Convert numbers to localized strings (JavaScript)

d0ragon/number-to-words-ka

Convert numbers to localized strings (PHP)

dimakura/ka

Common functionality for georgian projects (Ruby)

dimakura/ka.js

Georgian language support for node and browser (JavaScript)

akalongman/kautilities

Convert Georgian letters to Latin and vice-versa (PHP)

Landish/Laravel-Ka

Georgian Language Pack

Redactor WYSIWYG HTML Editor Georgian Language Pack (JavaScript)

wenzhixin/bootstrap-table

Bootstrap table with extra features. l10n by and

moment/moment

A lightweight date library (JavaScript)

ioseb/geokbd

Georgian keyboard library (JavaScript)

ParaMorfo

morphological analysis and generation of Spanish and Guarani verbs, nouns, and adjectives

Hausa

Repository for Hausa NLP tools

hindi-morph

An open source morphological analyzer for Hindi

A beginning to a spellchecking tool for Høgnorsk, a conservative variant of Norwegian Nynorsk, based on a set of corpuses

IceNLP

IceNLP is an open source Natural Language Processing (NLP) toolkit for analyzing and processing Icelandic text. The toolkit is implemented in Java

InuktitutAlignerData

Scripts for alignment of laboratory speech production data

InuktitutComputing

Inuktitut Morphological Analyser, transcoder, transliterator, corpus tools, and lexical lists for working with Inuktitut. Usable online at

aimsigh

Source for the now-defunct aimsigh.com Irish search engine

caighdean

Code for standardizing Irish language text

fleiscin

Irish hyphenation patterns for TeX

GaelSpell

Sources for an Irish language spell checker

tesseract-gle-uncial

OCR for old Irish fonts

kin-morph-fst

Kinyarwanda morphological analyzer

TurboTagger & TurboParser for Kinyarwanda

Morphological analyser and lexicon, written in the Alexina framework, licensed under the LGPL-LR

kurmanji-stemmer

NLTK based kurmanji stemmer

NLP tools and resources for Lingala

Lushootseed

Joshua Crowgey's work on Lushootseed

MorfoMalayu

morphological analysis of Malay words

This page provides a link to a corpus of parallel news articles in Malagasy and English from the Global Voices project. This corpus was collected and aligned at the sentence level by Victor Chahuneau

aspell-gv

Manx Gaelic dictionary for aspell

gaelg

NLP resources for Manx Gaelic, mainly in support of the gv2ga MT engine

migmaq-lessons

Repository for website building Mi'gmaq language lessons

fredericajordarzambarino

A web based game for mobile devices in minderico based in the "Who Wants to be a Millionaire" TV show

Ojibway-iphone-app

An iPhone app with audio and images for learning the Ojibway language

OjibwayMap

An iPhone app with audio and images for learning Ojibway language and culture

nishanimate

A desktop app to facilitate Nishnaabe-language acquisition via animations produced by the natural language processing of audio-accompanied text

hornmorpho

morphological analysis and generation of amharic and oromo verbs and nouns. and tigrinya verbs

AntiMorfo

morphological analysis and generation of Quechua nouns, adjectives, and verbs and Spanish verbs

XFST and FOMA, plus OpenOffice plugin

divvun-webdemo

simple webdemo for divvun grammar checker.

A host of Sámi tools

A learning portal for Saami languages. Includes WordPress based, media rich lesson-based learning, and morphological and syntactic exercizes generated from the morphological and syntactic tools

A morphologically sensitive dictionary, with modes for 'social media input' (which allows users to type a 'relaxed' version of the orthography ( will be recognized also as ), and also includes a JavaScript bookmarklet to offer click-to-read dictionary lookup functionality. Also available for . Giellatekno does a lot for other minority Uralic languages. Following are some keywords for CTRL+F friendliness:

aspell-gd

Scottish Gaelic dictionary for aspell

briathrachan

This is the source code to Briathrachan, a Gaelic-English dictionary app for iOS

gaidhlig

NLP resources for Scottish Gaelic, mainly in support of gd2ga/ga2gd MT engines

gd-fcfg

Context-free feature-based grammar of Scottish Gaelic in the NLTK format

gdbank

Some tools and resources for natural language processing of Scottish Gaelic.

hunspell-gd

Files for building Scottish Gaelic spell checkers

secwepemctsnem

A project to help people learn Secwepemctsín

Somali morphological and syntactic analyzers and generators built on XFST and VISL-CG Constraint Grammar. Up to date version checked in on repository

morphologically aware dictionary based on lexical resources found online, and the somali morphology

HornMorpho

morphological analysis and generation of Amharic and Oromo verbs and nouns and Tigrinya verbs

UralicNLP

A Python library for processing Uralic languages (Finnish, Skolt Sami, Erzya, Moksha, Komi-Zyrian and so on). The library provides an easy programmatic access to Giellatekno resources such as FST morphology and CG disambiguators. Other functionalities include UD parser, API for the and interface to SemFi and SemUr semantic databases. The library is under active development and new features are added from time to time

An open-source morphological Zulu corpus