macOS
brew install crfsuitelocal Homebrew formula metadata
sudo port install crfsuiteMacPorts ports tree · math/crfsuite/Portfile · source: api.github.com
brew / rank 13369
Fast implementation of conditional random fields. Version 0.12 via Homebrew; verified 2026-07-10. Also installable with macports: sudo port install crfsuite.
install
brew install crfsuitelocal Homebrew formula metadata
sudo port install crfsuiteMacPorts ports tree · math/crfsuite/Portfile · source: api.github.com
overview
Fast implementation of conditional random fields
history
CRFsuite is Naoaki Okazaki's fast implementation of Conditional Random Fields for labeling sequential data. It provides command-line training/tagging, C++ and SWIG APIs, and training algorithms such as L-BFGS, OWL-QN, SGD, averaged perceptron, passive aggressive, and AROW.
The official changelog records internal releases beginning with CRFsuite 0.1 on 2007-10-29 and a first public release, 0.4, on 2008-03-05. The 0.4 release added the website, documentation, a tutorial, and a CoNLL 2000 chunking performance comparison.
The project page presents CRFsuite as a faster and more flexible CRF package than older template-oriented tools, with a simple data format, benchmark results, and model storage based on CQDB. Version 0.12 added Python SWIG modules and sample programs, including named entity recognition and part-of-speech tagging examples.
CRFsuite users train and tag sequence-labeling models with a feature-per-line data format. The official documentation emphasizes speed, training-method choice, performance evaluation during training, and programmatic use through C++ and SWIG APIs.
For package maintainers, CRFsuite is a compact C/C++ NLP toolkit with historical source and binary releases, a BSD license, and a small command-line surface. It is also useful as a contrast point with CRF++ because its official page calls out data-format flexibility that CRF++ lacks.
security posture
No matching local secret-handling manifest was found for crfsuite. Nucleus package metadata is still published here so future coverage has a stable package URL.
Before unattended agent use, check whether the tool reads plaintext credentials, writes remote state, publishes artifacts, or shells out to plugins.
executables
| Command | Kind | Exposure | Note |
|---|---|---|---|
crfsuite | executable | indexed executable | Discovered from the local executable index. |
freshness
These signals separate page generation age, package-manager activity, and upstream release comparison. Version lag is warned only when an evidence URL and comparable versions are present.
install metadata
| Package key | brew:crfsuite |
|---|---|
| Version | 0.12 |
| Package manager | Homebrew |
| Homepage | https://www.chokkan.org/software/crfsuite/ |
| Repository | https://github.com/chokkan/crfsuite |
| Last updated | 2026-07-10T13:05:07-04:00 |
| Pulse | updated |
| Bottle | not recorded |
| Service | none declared |
source database matches
Matches are pulled from external package-manager indexes and kept separate from local Automic Vault package links.
crfsuite
sudo port install crfsuitesource trail
This page is generated by av-web from the private package SQLite artifact built by scripts/generate-pkg-sqlite.py.
View the package source record on GitHub.