Markup: Document Annotation Tool
Markup is a sophisticated online document annotation tool designed to transform unstructured documents into structured formats, specifically tailored for Natural Language Processing (NLP) and Machine Learning (ML) tasks.
What Markup Does
Markup enables users to annotate documents efficiently, converting raw text into structured data that can be used for various NLP and ML applications, such as named-entity recognition. This tool is particularly useful for researchers, data scientists, and anyone involved in preparing datasets for AI models.
Key Features and Functionality
Predictive Annotation
Markup leverages machine learning to predict and suggest complex annotations as you work, significantly streamlining the annotation process and saving valuable time. This predictive feature learns from your annotations to improve its suggestions over time.
Integrated Ontology Access
The tool provides integrated access to a wide range of common ontologies, including UMLS, SNOMED-CT, and ICD-10. Additionally, users can upload custom ontologies for concept mapping, ensuring that annotations align with both standard and bespoke terminologies.
Predictive Ontology Mapping
Markup’s predictive ontology mapping feature uses machine learning to suggest appropriate mappings to standard and custom terminologies based on the text being annotated. This ensures that annotations are consistent and accurate.
User-Friendly Interface
Despite its advanced capabilities, Markup boasts a user-friendly interface that makes it accessible to both technical experts and beginners. The interface requires minimal setup, allowing users to start annotating documents quickly and efficiently.
Powered by Advanced AI
Markup is powered by GPT-4, a state-of-the-art language model, which enhances its predictive and mapping capabilities, making it a robust tool for building structured datasets from free-text data.
Installation and Usage
To use Markup, users can install and run the tool locally by cloning the repository, installing dependencies, and setting up the necessary environment variables. A quick start guide is available to help new users get started.
Support and Contributions
For any questions or assistance, users can contact the support team. Contributions to the Markup tool are also welcome, with clear guidelines provided for submitting pull requests and making changes to the repository.
In summary, Markup is a powerful document annotation tool that combines advanced machine learning capabilities with a user-friendly interface to facilitate the efficient transformation of unstructured documents into structured data for NLP and ML tasks.