Tag
#estimation
2 insights
- ai · arxiv/cs.LG · 3 min
Framework uses AI outputs as features, not proxies, for labeled data
Generative Augmented Inference treats LLM predictions as informative signals rather than direct substitutes, reducing human labeling needs by 75–90% across operations tasks.
Apr 17, 2026 Read → - ai · arxiv/cs.LG · 8 min
Estimating classification ceiling without perfect labels
Ushio et al. show how to measure the theoretical best-case error rate in binary classification using imperfect soft labels and calibration techniques.
Apr 17, 2026 Read →