Data Annotation Workflows · Data Licensing · Text & NLP Data
A blog and newsletter on Speech data collection and transcription methodology and Embodied and physical intelligence data for robotics.
Featured Data Licensing
Copyright and Fair Use Considerations for Text Data in LLM Training
Summary Courts remain split on whether AI training on copyrighted books counts as fair use.
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Data Annotation Workflows
Label Studio vs Prodigy for Production Annotation Teams
Prodigy's active learning cuts labeling volume in half, but Label Studio scales to teams.
Text & NLP Data
Near-Deduplication Strategies for Large Text Corpora
Redundancy in training data distorts scaling laws and wastes compute.