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Natasha Randall

Cologne University of Applied Sciences

Papers on Lattice

1

Total citations

0

Topics

2

Research focus

Data Curation & Synthetic Data (1)Eval Frameworks & Benchmarks (1)

Frequent co-authors

Gernot Heisenberg (1)

Papers (1)

Jul 13, 2026

Cologne University of Applied SciencesJul 13, 2026

A Novel Method to Evaluate Models on Unreliable, Noisy and Inconsistent Labels: Adaptive Resolution Label Aggregation (ARLA)

ARLA reveals that adjusting label resolution can dramatically enhance model evaluation accuracy in the presence of noisy and inconsistent labels.

Natasha Randall, Gernot Heisenberg

Data Curation & Synthetic Data Eval Frameworks & Benchmarks