Papers with programmatic weak supervision
Alfred: A System for Prompted Weak Supervision (2023.acl-demo)
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| Challenge: | Alfred is the first system for programmatic weak supervision (PWS) that creates training data for machine learning by prompting. |
| Approach: | They propose to use Python to create training data by prompting for machine learning . they find that it improves query throughput by 2.9x versus a naive approach . |
| Outcome: | The proposed system improves query throughput by 2.9x versus a naive approach. |