{"repo":"mit-nlp/MITIE","free":true,"listed":false,"github":"https://github.com/mit-nlp/MITIE","clone":"git clone https://github.com/mit-nlp/MITIE.git","description":"MITIE: library and tools for information extraction","language":"C++","stars":2962,"topics":["machine-learning","natural-language-processing","information-extraction","python","c-plus-plus","java"],"license":null,"category":"machine-learning","readme_excerpt":"MITIE: MIT Information Extraction ===== This project provides free (even for commercial use) state-of-the-art information extraction tools. The current release includes tools for performing named entity extraction and binary relation detection as well as tools for training custom extractors and relation detectors. MITIE is built on top of dlib, a high-performance machine-learning library[1], MITIE makes use of several state-of-the-art techniques including the use of distributional word embeddings[2] and Structural Support Vector Machines[3]. MITIE offers several pre-trained models providing varying levels of support for both English, Spanish, and German trained using a variety of linguistic resources (e.g., CoNLL 2003, ACE, Wikipedia, Freebase, and Gigaword). The core MITIE software is written in C++, but bindings for several other software languages including Python, R, Java, C, and MATLAB allow a user to quickly integrate MITIE into his/her own applications. Outside projects have created API bindings for OCaml, .NET, .NET Core, PHP, and Ruby. There is also an interactive tool for labeling data and training MITIE. Using MITIE MITIE's primary API is a C API which is documented in the mitie.h header file. Beyond this, there are many example programs showing how to use MITIE from C, C++, Java, R, or Python 2.7. Initial Setup Before you can run the provided examples you will need to download the trained model files which you can do by running: or by simply downloading the MITIE-","default_branch":null,"files":null,"tree":[],"storefront":"/r/mit-nlp","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/mit-nlp/MITIE/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}