From structure to interpretation : A double-layered annotation for event factuality

Current work from different areas in the field points out the need for systems to be sensitive to the factuality nature of events mentioned in text; that is, to recognize whether events are presented as corresponding to real situations in the world, situations that have not happened, or situations of uncertain status. Event factuality is a necessary component for representing events in discourse, but for annotation purposes it poses a representational challenge because it is expressed through the interaction of a varied set of structural markers. Part of these factuality markers is already encoded in some of the existing corpora but always in a partial way; that is, missing an underlying model that is capable of representing the factuality value resulting from their interaction. In this paper, we present FactBank, a corpus of events annotated with factuality information which has been built on top of TimeBank. Together, TimeBank and FactBank offer a double-layered annotation of event factuality: where TimeBank encodes most of the basic structural elements expressing factuality information, FactBank adds a representation of the resulting factuality interpretation.

[1]  Edward Gibson,et al.  Representing discourse coherence: A corpus-based analysis , 2004, COLING.

[2]  J. Hooper On Assertive Predicates , 1975 .

[3]  Barbara Di Eugenio,et al.  Squibs and Discussions: The Kappa Statistic: A Second Look , 2004, CL.

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

[5]  James Pustejovsky,et al.  Combining Independent Syntactic and Semantic Annotation Schemes , 2007, LAW@ACL.

[6]  David Lewis Counterpart Theory and Quantified Modal Logic , 1968 .

[7]  Padmini Srinivasan,et al.  The Language of Bioscience: Facts, Speculations, and Statements In Between , 2004, HLT-NAACL 2004.

[8]  Karl Erich Heidolph,et al.  Progress in linguistics : a collection of papers , 1970 .

[9]  Laurence R. Horn A Natural History of Negation , 1989 .

[10]  Arul Menezes,et al.  Effectively Using Syntax for Recognizing False Entailment , 2006, NAACL.

[11]  Andrew Hickl,et al.  A Discourse Commitment-Based Framework for Recognizing Textual Entailment , 2007, ACL-PASCAL@ACL.

[12]  Rashmi Prasad,et al.  The Penn Discourse Treebank , 2004, LREC.

[13]  Jacob Cohen A Coefficient of Agreement for Nominal Scales , 1960 .

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

[15]  SAMEER S. PRADHAN,et al.  Ontonotes: a Unified Relational Semantic Representation , 2007, Int. J. Semantic Comput..

[16]  James Pustejovsky,et al.  Temporal and Event Information in Natural Language Text , 2005, Lang. Resour. Evaluation.

[17]  Christopher D. Manning,et al.  Generating Typed Dependency Parses from Phrase Structure Parses , 2006, LREC.

[18]  James Pustejovsky,et al.  A factuality profiler for eventualities in text , 2008 .

[19]  Claire Cardie,et al.  Annotating Expressions of Opinions and Emotions in Language , 2005, Lang. Resour. Evaluation.

[20]  Sabine Bergler,et al.  Evidential analysis of reported speech , 1992 .

[21]  F. Palmer,et al.  Mood and modality , 1986 .

[22]  Alan Lee,et al.  Attribution and its annotation in the Penn Discourse TreeBank , 2006, Trait. Autom. des Langues.

[23]  Dan I. Moldovan,et al.  A Semantic Approach to Recognizing Textual Entailment , 2005, HLT.

[24]  Victoria L. Rubin Stating with Certainty or Stating with Doubt: Intercoder Reliability Results for Manual Annotation of Epistemically Modalized Statements , 2007, NAACL.

[25]  Lauri Karttunen,et al.  Some observations on factivity , 1971 .

[26]  Learning to distinguish valid textual entailments , 2006 .

[27]  James Pustejovsky,et al.  Determining Modality and Factuality for Text Entailment , 2007 .

[28]  E. H. Hutten,et al.  SEMANTICS , 1953, The British Journal for the Philosophy of Science.

[29]  G. Meade Building a Discourse-Tagged Corpus in the Framework of Rhetorical Structure Theory , 2001 .

[30]  Michael Halliday,et al.  An Introduction to Functional Grammar , 1985 .

[31]  Michael Halliday,et al.  Introducing functional grammar , 2004 .