Semantic composition of AT-LOCATION relation with other relations

This paper presents a method for the composition of at-location with other semantic relations. The method is based on inference axioms that combine two semantic relations yielding another relation that otherwise is not expressed. An experimental study conducted on PropBank, WordNet, and eXtended WordNet shows that inferences have high accuracy. The method is applicable to combining other semantic relations and it is beneficial to many semantically intense applications.

[1]  Dan I. Moldovan,et al.  Intentions in text and semantic calculus , 2007 .

[2]  Roxana Girju,et al.  Using a Bigram Event Model to Predict Causal Potential , 2009, CICLing.

[3]  G. Miller,et al.  Language and Perception , 1976 .

[4]  Francesco Orilia,et al.  Semantics and Cognition , 1991 .

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

[6]  Dan Moldovan,et al.  Models for the Semantic Classification of Noun Phrases , 2004, HLT-NAACL 2004.

[7]  Owen Rambow,et al.  Use of Deep Linguistic Features for the Recognition and Labeling of Semantic Arguments , 2003, EMNLP.

[8]  Kentaro Inui,et al.  Proceedings of the ACL-PASCAL Workshop on Textual Entailment and Paraphrasing , 2007, ACL 2007.

[9]  Reginald G. Golledge,et al.  Spatial Knowledge Acquisition by Children: Route Learning and Relational Distances , 1992 .

[10]  J. Piaget The Child's Conception of Number , 1953 .

[11]  Hermann Helbig,et al.  Knowledge Representation and the Semantics of Natural Language , 2005, Cognitive Technologies.

[12]  Xavier Carreras,et al.  Semantic Role Labeling: An Introduction to the Special Issue , 2008, Computational Linguistics.

[13]  Daniel Jurafsky,et al.  Shallow Semantic Parsing using Support Vector Machines , 2004, NAACL.

[14]  Martha Palmer,et al.  The Role of Semantic Roles in Disambiguating Verb Senses , 2005, ACL.

[15]  Nathan Schneider,et al.  Association for Computational Linguistics: Human Language Technologies , 2011 .

[16]  Peter D. Turney Expressing Implicit Semantic Relations without Supervision , 2006, ACL.

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

[18]  Douglas Herrmann,et al.  A Taxonomy of Part-Whole Relations , 1987, Cogn. Sci..

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

[20]  John B. Lowe,et al.  The Berkeley FrameNet Project , 1998, ACL.

[21]  C. Fillmore Some Problems for Case Grammar , 1971 .

[22]  Mirella Lapata,et al.  Proceedings of ACL-08: HLT , 2008 .

[23]  Dan Roth,et al.  Extraction of Entailed Semantic Relations Through Syntax-Based Comma Resolution , 2008, ACL.

[24]  Tan,et al.  Interactive semantic analysis of Clause-Level Relationships , 1995 .

[25]  Du-Seong Chang,et al.  Incremental cue phrase learning and bootstrapping method for causality extraction using cue phrase and word pair probabilities , 2006, Inf. Process. Manag..

[26]  Simone Paolo Ponzetto,et al.  Semantic Role Labeling for Coreference Resolution , 2006, EACL.

[27]  Beatrice Santorini,et al.  Building a Large Annotated Corpus of English: The Penn Treebank , 1993, CL.

[28]  James H. Martin,et al.  Learning Semantic Links from a Corpus of Parallel Temporal and Causal Relations , 2008, ACL.

[29]  Sanda M. Harabagiu Deriving Metonymic Coercions from WordNet , 1998, WordNet@ACL/COLING.

[30]  M. Whiteman Philosophy of space and time and the inner constitution of nature , 1968 .

[31]  A. Kenny Intention and Purpose , 1966 .

[32]  Andrew McCallum,et al.  Integrating Probabilistic Extraction Models and Data Mining to Discover Relations and Patterns in Text , 2006, NAACL.

[33]  Eugene Charniak,et al.  Assigning Function Tags to Parsed Text , 2000, ANLP.

[34]  Martha Palmer,et al.  Adding predicate argument structure to the Penn TreeBank , 2002 .

[35]  Dan I. Moldovan,et al.  COGEX at RTE 3 , 2007, ACL-PASCAL@ACL.

[36]  Xavier Carreras,et al.  Introduction to the CoNLL-2004 Shared Task: Semantic Role Labeling , 2004, CoNLL.

[37]  Rada Mihalcea,et al.  eXtended WordNet: progress report , 2001, HTL 2001.

[38]  S. Levinson,et al.  LANGUAGE AND SPACE , 1996 .

[39]  Preslav Nakov,et al.  SemEval-2007 Task 04: Classification of Semantic Relations between Nominals , 2007, Fourth International Workshop on Semantic Evaluations (SemEval-2007).

[40]  J. Piaget,et al.  The Child's Conception of Number , 1953 .

[41]  Thomas L. Griffiths,et al.  Contextual Dependencies in Unsupervised Word Segmentation , 2006, ACL.

[42]  Shay B. Cohen,et al.  Proceedings of ACL , 2013 .

[43]  Ido Dagan,et al.  The Third PASCAL Recognizing Textual Entailment Challenge , 2007, ACL-PASCAL@ACL.

[44]  Mitchell P. Marcus,et al.  Adding Semantic Annotation to the Penn TreeBank , 1998 .

[45]  Pascale Fung,et al.  Semantic Roles for SMT: A Hybrid Two-Pass Model , 2009, NAACL.

[46]  George A. Miller,et al.  WordNet: A Lexical Database for English , 1995, HLT.

[47]  J. Wiebe Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference , 2000 .

[48]  Munirathnam Srikanth,et al.  LCC-SRN: LCC's SRN System for SemEval 2007 Task 4 , 2007, SemEval@ACL.