Evidently epistential adverbs are argumentative indicators: A corpus-based study

Argumentative indicators of discourse relations constitute crucial cues for the mining of arguments. However, a comprehensive lexicon of these linguistic devices is so far lacking due to the scarcity of corpora argumentatively annotated and the absence of an empirically validated analytic methodology. Recent studies have shown that modals, that express that things might be otherwise, and evidentials, that point to the presence of information sources, are good candidates to work as argumentative indicators. On these grounds, we propose a systematic, non-language specific corpus-based procedure to identify indicators of argumentative discourse relations. We test the design of a multi-level annotation through the analysis of the English and Italian epistential adverbs evidently and evidentemente in comparable corpora of newspaper articles. We show that the annotation guidelines achieve consistent analytical results with expert annotators. Data analysis reveals that the two adverbs work as argumentative indicator both at the structural and at the inferential level: besides pointing to the presence of premises-conclusion relations, they recurrently pattern with causal argument schemes from the effect to the cause. The Italian adverb evidentemente is less polysemous and more frequent, thus working as a more reliable indicator.

[1]  Eddo Rigotti,et al.  Comparing the Argumentum Model of Topics to Other Contemporary Approaches to Argument Schemes: The Procedural and Material Components , 2010 .

[2]  A. Tseronis From Connectives to Argumentative Markers: A Quest for Markers of Argumentative Moves and of Related Aspects of Argumentative Discourse , 2011 .

[3]  Elena Musi,et al.  Verbs of Appearance and Argument Schemes: Italian Sembrare as an Argumentative Indicator , 2015 .

[4]  Diego Reforgiato Recupero,et al.  Sentiment Analysis: Adjectives and Adverbs are Better than Adjectives Alone , 2007, ICWSM.

[5]  J. Moeschler Argumentation and Connectives , 2016 .

[6]  Andrea Rocci Modal conversational backgrounds and evidential bases in predictions: the view from the Italian modals , 2013 .

[7]  Melvin L. Wulf Argument , 1963, Social Service Review.

[8]  Chris Reed,et al.  Argument Mining Using Argumentation Scheme Structures , 2016, COMMA.

[9]  Caroline Clark Evidence of evidentiality in the quality press 1993 and 2005 , 2010 .

[10]  Maite Taboada,et al.  Lexicon-Based Methods for Sentiment Analysis , 2011, CL.

[11]  Andrea Rocci Modality in Argumentation, A Semantic Investigation of the Role of Modalities in the Structure of Arguments with an Application to Italian Modal Expressions , 2017, Argumentation Library.

[12]  James B. Freeman,et al.  Dialectics and the Macrostructure of Arguments , 1991 .

[13]  Elena Musi,et al.  Evidential Modals at the Semantic-Argumentative Interface: Appearance Verbs as Indicators of Defeasible Argumentation , 2014 .

[14]  Frans H. van Eemeren,et al.  Argumentative Indicators in Discourse, A Pragma-Dialectical Study , 2007, Argumentation Library.

[15]  Elena Musi Dalle apparenze alle inferenze: i predicati sembrare e apparire come indicatori argomentativi , 2016 .

[16]  Iryna Gurevych,et al.  Identifying Argumentative Discourse Structures in Persuasive Essays , 2014, EMNLP.

[17]  Anette Frank,et al.  Argumentative texts and clause types , 2016, ArgMining@ACL.

[18]  James B. Freeman,et al.  Argument Structure: Representation and Theory , 2011, Argumentation Library.

[19]  A. Faber A Systematic Theory Of Argumentation The Pragma Dialectical Approach , 2016 .

[20]  Brian Ecker,et al.  Argument Mining: Extracting Arguments from Online Dialogue , 2015, SIGDIAL Conference.

[21]  Mary J. Schleppegrell Systemic functional linguistics , 2011 .

[22]  E. Traugott On the Rise of Epistemic Meanings in English: An Example of Subjectification in Semantic Change , 1989 .

[23]  Elena Musi Strategies of objectification in opinion articles: the case of evidentials , 2016 .

[24]  Ch. Perelman,et al.  The new rhetoric , 1957 .

[25]  Trevor J. M. Bench-Capon,et al.  Semi-Automated Argumentative Analysis of Online Product Reviews , 2012, COMMA.

[26]  P. White Beyond modality and hedging: A dialogic view of the language of intersubjective stance , 2003 .

[27]  Johanna Nichols,et al.  Evidentiality: The Linguistic Coding of Epistemology , 1986 .

[28]  James B. Freeman,et al.  What Types of Statements are There? , 2000 .

[29]  Iryna Gurevych,et al.  Annotating Argument Components and Relations in Persuasive Essays , 2014, COLING.

[30]  A. Rocci Modality and its Conversational Backgrounds in the Reconstruction of Argumentation , 2008 .

[31]  Chris Reed,et al.  Argumentation Schemes , 2008 .

[32]  Swapna Somasundaran,et al.  Detecting Arguing and Sentiment in Meetings , 2007, SIGdial.

[33]  F. V. Eemeren A systematic theory of argumentation , 2004 .

[34]  H. Haverkate A speech act analysis of irony , 1990 .

[35]  Anne-Marie Simon-Vandenbergen,et al.  The Semantic Field of Modal Certainty: A Corpus-Based Study of English Adverbs , 2007 .

[36]  Robert C. Pinto,et al.  Argument, Inference and Dialectic, Collected Papers on Informal Logic with an Introduction by Hans V. Hansen , 2001, Argumentation Library.

[37]  J. B. Freeman Acceptable Premises: An Epistemic Approach to an Informal Logic Problem , 2004 .

[38]  Martina Faller Semantics and pragmatics of evidentials in Cuzco Quechua , 2002 .

[39]  Assimakis Tseronis,et al.  Qualifying Standpoints: Stance adverbs as a presentational device for managing the burden of proof , 2009 .

[40]  Thomas L. Willett A Cross-Linguistic Survey of the Grammaticization of Evidentiality , 1988 .

[41]  J. Nuyts Subjectivity as an evidential dimension in epistemic modal expressions , 2001 .

[42]  Andrea Rocci,et al.  Modality and argumentative discourse relations: A study of the Italian necessity modal dovere , 2012 .

[43]  Debanjan Ghosh,et al.  Towards Feasible Guidelines for the Annotation of Argument Schemes , 2016, ArgMining@ACL.

[44]  Rob Grootendorst,et al.  A Systematic Theory of Argumentation: Contents , 2003 .

[45]  P. White,et al.  Dialogue and Inter-Subjectivity: Reinterpreting the Semantics of Modality and Hedging , 2000 .