Transitioning Representations between Languages for Cross-lingual Event Detection via Langevin Dynamics
Chien Nguyen,
Huy Nguyen,
Franck Dernoncourt
et al.
Abstract:Cross-lingual transfer learning (CLTL) for event detection (ED) aims to develop models in high-resource source languages that can be directly applied to produce effective performance for lower-resource target languages. Previous research in this area has focused on representation matching methods to develop a language-universal representation space into which source-and target-language example representations can be mapped to achieve crosslingual transfer. However, as this approach modifies the representations… Show more
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