4 papers
Retrieving a Set, Not Independent Passages: Set-Level Compatibility Learning for Efficient Set Exploration
Mooho Song, Jay-Yoon Lee
Multi-hop question answering and retrieval-augmented reasoning require selecting evidence passages that are jointly useful for answering a query. However, most retrievers still sco…
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…
LaSEr-Edit: Localized Span-level Error Editing with Energy-based Localization
Hye Ryung Son, Saehee Eom, Mooho Song +1
As large language models (LLMs) are widely adopted in real-world applications, it has become critical to ensure LLMs satisfy safety constraints, such as non-toxicity and logical co…
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…