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Making Optimization Work When Labels Are Scarce [R]

Via r/MachineLearning
Thursday, Jul 2, 2026 ยท 12:59AM
Summary

https://www.gnosyslabs.com/case-studies/safety-classifier-sparse-labels Gnosys is an autonomous model engineer: it improves prompts and classifiers when ground truth is too sparse for conventional optimization. On ToxicChat, a public safety benchmark, under realistic label scarcity, it improved a cl

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