VerbNet Representations: Subevent Semantics for Transfer Verbs

This paper announces the release of a new version of the English lexical resource VerbNet with substantially revised semantic representations designed to facilitate computer planning and reasoning based on human language. We use the transfer of possession and transfer of information event representations to illustrate both the general framework of the representations and the types of nuances the new representations can capture. These representations use a Generative Lexicon-inspired subevent structure to track attributes of event participants across time, highlighting oppositions and temporal and causal relations among the subevents.

[1]  Norman I. Badler,et al.  Dynamically altering agent behaviors using natural language instructions , 2000, AGENTS '00.

[2]  Dan Roth,et al.  Towards Problem Solving Agents that Communicate and Learn , 2017, RoboNLP@ACL.

[3]  Lei Shi,et al.  Putting Pieces Together: Combining FrameNet, VerbNet and WordNet for Robust Semantic Parsing , 2005, CICLing.

[4]  Norman I. Badler,et al.  Animation control for real-time virtual humans , 1999, CACM.

[5]  James Pustejovsky,et al.  The Generative Lexicon , 1995, CL.

[6]  Stephanie Strassel,et al.  Linguistic Resources for Genre-Independent Language Technologies : User-Generated Content in BOLT , 2012 .

[7]  Harry Bunt,et al.  An Exploratory Comparison of Thematic Roles in VerbNet and LIRICS , 2011 .

[8]  Martha Palmer,et al.  Representation of actions as an interlingua , 2000 .

[9]  Daniel Gildea,et al.  Automatic Labeling of Semantic Roles , 2000, ACL.

[10]  James Pustejovsky,et al.  Integrating Generative Lexicon Event Structures into VerbNet , 2018, LREC.

[11]  Martha Palmer,et al.  Single Classifier Approach for Verb Sense Disambiguation based on Generalized Features , 2014, LREC.

[12]  Jena D. Hwang Identification and Representation of Caused Motion Constructions , 2014 .

[13]  Daniel G. Bobrow,et al.  The Encoding of lexical implications in VerbNet Predicates of change of locations , 2008, LREC.

[14]  Luke S. Zettlemoyer,et al.  Deep Semantic Role Labeling: What Works and What’s Next , 2017, ACL.

[15]  Daniel Gildea,et al.  The Proposition Bank: An Annotated Corpus of Semantic Roles , 2005, CL.

[16]  Martha Palmer,et al.  Verbnet: a broad-coverage, comprehensive verb lexicon , 2005 .

[17]  Alessandro Moschitti,et al.  Semantic Role Labeling via FrameNet, VerbNet and PropBank , 2006, ACL.

[18]  Luke S. Zettlemoyer,et al.  Deep Contextualized Word Representations , 2018, NAACL.

[19]  J. Pustejovsky Dynamic Event Structure and Habitat Theory , 2013 .

[20]  A. Goldberg Constructions at Work: The Nature of Generalization in Language , 2006 .

[21]  James Pustejovsky,et al.  The Qualitative Spatial Dynamics of Motion in Language , 2011, Spatial Cogn. Comput..

[22]  Martha Palmer,et al.  Combining Lexical Resources: Mapping Between PropBank and VerbNet , 2006 .

[23]  Mitchell P. Marcus,et al.  OntoNotes: The 90% Solution , 2006, NAACL.

[24]  Roberto Basili,et al.  Verb Classification using Distributional Similarity in Syntactic and Semantic Structures , 2012, ACL.

[25]  Ari Rappoport,et al.  A Supervised Algorithm for Verb Disambiguation into VerbNet Classes , 2008, COLING.

[26]  Beth Levin,et al.  English Verb Classes and Alternations: A Preliminary Investigation , 1993 .

[27]  Johan Bos,et al.  Wide-Coverage Semantic Analysis with Boxer , 2008, STEP.

[28]  Martha Palmer,et al.  VerbNet Class Assignment as a WSD Task , 2011, IWCS.

[29]  Neville Ryant,et al.  Extending VerbNet with Novel Verb Classes , 2006, LREC.