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cs.AI2025
Adjudicator: Correcting Noisy Labels with a KG-Informed Council of LLM Agents
Doohee You, Sundeep Paul
The performance of production machine learning systems is fundamentally limited by the quality of their training data. In high-stakes industrial applications, noisy labels can degr…
cs.CL2025
LLM-as-classifier: Semi-Supervised, Iterative Framework for Hierarchical Text Classification using Large Language Models
Doohee You, Andy Parisi, Zach Vander Velden +1
The advent of Large Language Models (LLMs) has provided unprecedented capabilities for analyzing unstructured text data. However, deploying these models as reliable, robust, and sc…