Двунаправленное обучение
Related Papers
Semantic Parsing with Dual Learning
AbstractSemantic parsing converts natural language queries into structured logical forms. The lack of training data is still one of the most serious problems in this area. In this work, we …...
Dual Reconstruction: a Unifying Objective for Semi-Supervised Neural Machine Translation
AbstractWhile Iterative Back-Translation and Dual Learning effectively incorporate monolingual training data in neural machine translation, they use different objectives and heuristic gradient approximation strategies, and have not been extensively compared. …...
DualTKB: A Dual Learning Bridge between Text and Knowledge Base
AbstractIn this work, we present a dual learning approach for unsupervised text to path and path to text transfers in Commonsense Knowledge Bases (KBs). We investigate the impact of weak …...
Decoupled Dialogue Modeling and Semantic Parsing for Multi-Turn Text-to-SQL
Recently, Text-to-SQL for multi-turn dialogue has attracted great interest. Here, the user input of the current turn is parsed into the corresponding SQL query of the appropriate database, given all …...