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LabelModel with LFs dependencies

Open chaturv3di opened this issue 4 years ago • 6 comments

This pertains to Issue #1462 and #1513.

As of v0.9.5, LabelModel training assumes that LFs are conditionally independent given Y.

Are there any plans to update the loss function to reflect the algorithm described in multi-task weak supervision paper?

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chaturv3di avatar Jul 16 '20 13:07 chaturv3di

Hi @ajratner, @paroma,

A friendly ping to understand if there are any plans to drop the assumption of conditional independence between LFs while training the label model.

chaturv3di avatar Aug 13 '20 11:08 chaturv3di

Hi @chaturv3di . The repo is currently in maintenance mode, so we are not currently planning to update the label model with this feature.

fredsala avatar Nov 06 '20 19:11 fredsala

@paroma Wait, maintenance mode? You're no longer developing Snorkel?

rjurney avatar Nov 16 '20 21:11 rjurney

I hope that @fredsala meant Snorkel Metal repository, but I would also like to hear a clarification on that. Does it mean that Snorkel is not going to evolve in the near future?

Ishitori avatar Nov 19 '20 00:11 Ishitori

Going to leave this open as a feature request to consider it for future versions of Snorkel! Maintenance mode was in reference to the code associated with the multi-task weak supervision paper. Snorkel (the main repo here) is not in maintenance mode, though the core team is busy working on snorkel.ai right now!

fredsala avatar Nov 19 '20 01:11 fredsala

I hope that @fredsala meant Snorkel Metal repository, but I would also like to hear a clarification on that. Does it mean that Snorkel is not going to evolve in the near future?

I believe what she meant is that at the moment the Snorkel team is busy on their product but they will make additions to Snorkel in the future.

Ed: oh, he said that :)

rjurney avatar Nov 19 '20 01:11 rjurney