Discourse Structure and Sentiment

In this paper we discuss the application of the Linguistic Discourse Model (LDM) to sentiment analysis at the discourse level. Based on the observations that naturally occurring discourse is interpretable though often not coherent, the LDM provides a unified and explanatory approach to discourse sentiment assignment. Special attention is paid here to the well known problem of computing sentiment in movie reviews which are characterized by shifting contexts of sentiment source and target.

[1]  Martin van den Berg,et al.  A Rule Based Approach to Discourse Parsing , 2004, SIGDIAL Workshop.

[2]  Candace L. Sidner,et al.  Attention, Intentions, and the Structure of Discourse , 1986, CL.

[3]  Remko Scha,et al.  Discourse grammar and verb phrase anaphora , 1994 .

[4]  P. Dekker,et al.  Discourse Grammar and Dynamic Logic , 1996 .

[5]  Nicholas Asher,et al.  Distilling Opinion in Discourse: A Preliminary Study , 2008, COLING.

[6]  Ronald M. Kaplan,et al.  The Interface between Phrasal and Functional Constraints , 1993, CL.

[7]  Kosuke Fujiki Review of Midnight in Paris (Woody Allen, 2011) , 2013 .

[8]  Christopher Culy,et al.  Sentential Structure and Discourse Parsing , 2004, ACL 2004.

[9]  Nicholas Asher,et al.  Reference to abstract objects in discourse , 1993, Studies in linguistics and philosophy.

[10]  Remko Scha,et al.  A Syntactic Approach to Discourse Semantics , 1984, ACL.

[11]  Livia Polanyi,et al.  Logical Structure and Discourse Anaphora Resolution , 1999 .

[12]  Karo Moilanen Packed Feelings and Ordered Sentiments: Sentiment Parsing with Quasi−compositional Polarity Sequencing and Compression , 2010 .

[13]  Nicholas Asher,et al.  Testing SDRT’s Right Frontier , 2010, COLING.

[14]  Nicholas Asher,et al.  Categorizing Opinion in Discourse , 2008, ECAI.

[15]  Swapna Somasundaran,et al.  Discourse Level Opinion Interpretation , 2008, COLING.

[16]  Livio Robaldo,et al.  The Penn Discourse TreeBank 2.0. , 2008, LREC.

[17]  Remko Scha,et al.  An Augmented Context Free Grammar for Discourse , 1988, COLING.

[18]  Livia Polanyi,et al.  A Theory of Discourse Structure and Discourse Coherence in Papers from the General Session at the Twenty-First Regional Meeting. , 1985 .

[19]  Alex Lascarides,et al.  Logics of Conversation , 2005, Studies in natural language processing.

[20]  Claire Cardie,et al.  Learning with Compositional Semantics as Structural Inference for Subsentential Sentiment Analysis , 2008, EMNLP.

[21]  J. Wiebe,et al.  Discourse-level relations for opinion analysis , 2010 .

[22]  L. Polanyi The Linguistic Structure of Discourse , 2005 .