Data Programming by Demonstration (DPBD) framework was proposed to facilitate the automatic creation of labeling functions based on a few examples labeled by a domain expert.
This framework has proven successful for generating high accuracy labeling models for document classification.
We extend the DPBD framework to span-level annotation tasks
TagRuler makes it easy for annotators to build span-level labeling functions without programming and encourages them to explore trade-offs between different labeling models and active learning strategies.
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