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cs.CL2025
Exploring Database Normalization Effects on SQL Generation
Ryosuke Kohita
Schema design, particularly normalization, is a critical yet often overlooked factor in natural language to SQL (NL2SQL) systems. Most prior research evaluates models on fixed sche…
cs.CL2020
Q-learning with Language Model for Edit-based Unsupervised Summarization
Ryosuke Kohita, Akifumi Wachi, Yang Zhao +1
Unsupervised methods are promising for abstractive text summarization in that the parallel corpora is not required. However, their performance is still far from being satisfied, th…