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cs.CL2026
The Differential Reasoning Router: Operationalizing Cost-Aware LLM Annotation in E-commerce
Cheng Lyu, Jingyue Zhang, Vinny DeGenova +2
Large Language Models (LLMs) are increasingly used to annotate structured product data in e-commerce, but early deployment often begins as a cold-start problem: only limited pre-la…
cs.CL2025
End-to-End Aspect-Guided Review Summarization at Scale
Ilya Boytsov, Vinny DeGenova, Mikhail Balyasin +4
We present a scalable large language model (LLM)-based system that combines aspect-based sentiment analysis (ABSA) with guided summarization to generate concise and interpretable p…