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Ivan chiming in from Datasaur here. As jordn pointed out, Datasaur does view itself as a full labeling platform, which encompasses an optimized labeling interface, a workforce management tool in addition to intelligence and active learning. Unlike Humanloop, we are focused solely on the labeling step of the process and do not offer a trained model at the end of the process. Our users have separate pipelines for this. Thanks for the question!
Hi IanCal -
Really appreciate you taking the time to test Datasaur out and provide this feedback! Responses below:
- We took the risk of launching before our tutorial is in place to get feedback, so I do apologize for lack of clarity for first time users.
- Good point, we'll try improve error messages for users.
- We've been taking import formats on a case-by-case basis, but we're looking to improve/expand our import/export format flexibility further.
- This is probably one of the highest priority issues for us to fix - making sure expected format and input is clear to the user.
- Happy to send you additional sample files and instructions on how to get autolabelling working. We can accept your own models/api endpoints as well!
- Hotkeys for labeling should work - this bug seems odd. What kind of project is this for?
- Search and label should work as soon as labels have been uploaded, sorry that it wasn't working for you.
Happy to discuss any of this in further detail. Thanks again for leaving such comprehensive thoughts!
We're fans of brat and are hoping to take it to the next level. We devoted many hours to ensuring a highly performant web app on the latest modern tech stack. Additionally we're expanding beyond a labeling interface to include semi-automated annotation, as well as team management capabilities.
Both can be described as semi-automated annotation, but we use different approaches! Datasaur allows you to plug in any pre-existing model to pre-label or validate your labels. One such model we integrate with is spaCy, so we're certainly fans of the Prodigy/Explosion team.
Hi there - you may choose to upload labels as a text file or create your own. I'd be curious to hear more about your use case in batch-applying labels. I'll follow up offline (well, via email).
Always happy to hear people complimenting the logo. I've been told it's not professional enough, but I really wanted our site to have some personality. Thanks!
