Frame semantics is a linguistic theory that has been instantiated for English in the FrameNet
lexicon. We solve the problem of frame-semantic parsing using a two-stage statistical model …

Recent developments in language modeling have enabled large text encoders to derive a
wealth of linguistic information from raw text corpora without supervision. Their success …

This paper contributes a formalization of frame-semantic parsing as a structure prediction
problem and describes an implemented parser that transforms an English sentence into a …

Semantic role labeling, the computational identification and labeling of arguments in text,
has become a leading task in computational linguistics today. Although the issues for this …

This paper presents a novel approach to constructing multilingual lexical databases using
semantic frames. Starting with the conceptual information contained in the English FrameNet …

essential reference work to cognitive linguistics. It encompasses a wide range of
perspectives and approaches, covering all the key areas of cognitive linguistics and drawing …

In this article we report work on Chinese semantic role labeling, taking advantage of two
recently completed corpora, the Chinese PropBank, a semantically annotated corpus of …

Machine translation can be considered a highly interdisciplinary and multidisciplinary field
because it is approached from the point of view of human translators, engineers, computer …

We describe a new approach to disambiguating semantic frames evoked by lexical
predicates previously unseen in a lexicon or annotated data. Our approach makes use of …

This paper presents an overview of the Japanese FrameNet (JFN) research project, which
began in July 2002. The goal of JFN is to create a corpus-based lexicon of Japanese …