1 code implementation • 7 Apr 2021 • Hitoshi Manabe, Masato Hagiwara
Automated text scoring (ATS) tasks, such as automated essay scoring and readability assessment, are important educational applications of natural language processing.
1 code implementation • PACLIC 2018 • Tomoki Matsuno, Katsuhiko Hayashi, Takahiro Ishihara, Hitoshi Manabe, Yuji Matsumoto
Currently, the biaffine classifier has been attracting attention as a method to introduce an attention mechanism into the modeling of binary relations.
no code implementations • 25 Aug 2018 • Hitoshi Manabe, Katsuhiko Hayashi, Masashi Shimbo
Embedding-based methods for knowledge base completion (KBC) learn representations of entities and relations in a vector space, along with the scoring function to estimate the likelihood of relations between entities.
no code implementations • NAACL 2018 • Takahiro Ishihara, Katsuhiko Hayashi, Hitoshi Manabe, Masashi Shimbo, Masaaki Nagata
Although neural tensor networks (NTNs) have been successful in many NLP tasks, they require a large number of parameters to be estimated, which often leads to overfitting and a long training time.
no code implementations • CONLL 2017 • Motoki Sato, Hitoshi Manabe, Hiroshi Noji, Yuji Matsumoto
We describe our submission to the CoNLL 2017 shared task, which exploits the shared common knowledge of a language across different domains via a domain adaptation technique.