markup

A web-based document annotation tool, powered by GPT-4 :rocket: (by samueldobbie)

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better markup alternative or higher similarity.

markup reviews and mentions

Posts with mentions or reviews of markup. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-05-15.
  • Show HN: An annotation tool for ML and NLP
    2 projects | news.ycombinator.com | 15 May 2023
    Hey HN! I'm super excited to share Markup with you, which is a totally free & open-source annotation tool that helps you transform unstructured text (e.g. news articles) into structured data that you can use for building, training, or fine-tuning ML models!

    Check it out: https://github.com/samueldobbie/markup

    2 projects | news.ycombinator.com | 19 Jun 2021
    Just to preface this summary, it's all a bit hacked together at the moment, and I'm in the process of rewriting the tool from scratch so this description is privy to change.

    To generate the suggestions there's an active learner with an underlying random forest classifier, that has been fed ~60 seed sentences [1], to classify positive sentences (e.g. contains a prescription) and negative sentences (e.g. doesn't contain a prescription).

    All positive sentences are fed into a sequence-to-sequence RNN model, that has been trained on ~50k synthetic rows of data [2] which maps unstructured sentences (e.g. patient is on pheneturide 250mg twice a day) to a structured output with the desired features (e.g. name: pheneturide; dose: 285; unit: g; frequency: 2). These synthetic sentences were generated with the in-built data generator [3].

    The outputs of the RNN are validated to ensure they meet the expected structure and are valid for the sentence (e.g. the predicted drug name must exist somewhere within the sentence).

    All non-junk predictions are shown to the user who can accept, edit, or reject each. Based on the users' response, the active learner is refined (currently nothing is fed back into the RNN).

    [1] https://github.com/samueldobbie/markup/blob/master/data/text...

    [2] https://raw.githubusercontent.com/samueldobbie/markup/master...

    [3] https://www.getmarkup.com/tools/data-generator/

Stats

Basic markup repo stats
3
231
6.9
4 months ago

samueldobbie/markup is an open source project licensed under MIT License which is an OSI approved license.

The primary programming language of markup is TypeScript.


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