Bishan Yang's guest appearances

Bishan Yang

NLP Highlights

Sebastian Ruder

Ines Montani

Noah Smith

Michael Collins

Brendan O'Connor

Victor Sanh

Sam Bowman

Nathan Schneider

Matt Gardner

Chris Dyer

John Hewitt

Dan Roth

Leon Derczynski

Zhou Yu

Jon Clark

OwlTail

EMNLP 2017 paper by Bishan Yang and Tom Mitchell.Bishan tells us about her experiments on frame-semantic parsing / semantic role labeling, which is trying to recover the predicate-argument structure from natural language sentences, as well as categorize those structures into a pre-defined event schema (in the case of frame-semantic parsing).  Bishan had two interesting ideas here: (1) use a technique similar to model distillation to combine two different model structures (her "sequential" and "relational" models), and (2) use constraints on arguments across frames in the same sentence to get a more coherent global labeling of the sentence.  We talk about these contributions, and also touch on "open" versus "closed" semantics, in both predicate-argument structure and information extraction.https://www.semanticscholar.org/paper/A-Joint-Sequential-and-Relational-Model-for-Frame-Yang-Mitchell/a1deb609e3758519cbe3f1a542bdf1ea52b6f224

EMNLP 2017 paper by Bishan Yang and Tom Mitchell.<br><br>Bishan tells us about her experiments on frame-semantic parsing / semantic role labeling, which is trying to recover the predicate-argument structure from natural language sentences, as well as categorize those structures into a pre-defined event schema (in the case of frame-semantic parsing).  Bishan had two interesting ideas here: (1) use a technique similar to model distillation to combine two different model structures (her "sequential" and "relational" models), and (2) use constraints on arguments across frames in the same sentence to get a more coherent global labeling of the sentence.  We talk about these contributions, and also touch on "open" versus "closed" semantics, in both predicate-argument structure and information extraction.<br><br><a href="https://www.semanticscholar.org/paper/A-Joint-Sequential-and-Relational-Model-for-Frame-Yang-Mitchell/a1deb609e3758519cbe3f1a542bdf1ea52b6f224" rel="nofollow" target="_blank">https://www.semanticscholar.org/paper/A-Joint-Sequential-and-Relational-Model-for-Frame-Yang-Mitchell/a1deb609e3758519cbe3f1a542bdf1ea52b6f224</a>

49 - A Joint Sequential and Relational Model for Frame-Semantic Parsing, with Bishan Yang