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cs.LG2025
Introducing Verification Task of Set Consistency with Set-Consistency Energy Networks
Mooho Song, Hyeryung Son, Jay-Yoon Lee
Examining logical inconsistencies among multiple statements (such as collections of sentences or question-answer pairs) is a crucial challenge in machine learning, particularly for…
cs.LG2024
An Analysis under a Unified Fomulation of Learning Algorithms with Output Constraints
Mooho Song, Jay-Yoon Lee
Neural networks (NN) perform well in diverse tasks, but sometimes produce nonsensical results to humans. Most NN models "solely" learn from (input, output) pairs, occasionally conf…