Semantic Information and the Syntax of Propositional Attitude Verbs

Propositional attitude verbs, such as think and want, have long held interest for both theoretical linguists and language acquisitionists because their syntactic, semantic, and pragmatic properties display complex interactions that have proven difficult to fully capture from either perspective. This paper explores the granularity with which these verbs' semantic and pragmatic properties are recoverable from their syntactic distributions, using three behavioral experiments aimed at explicitly quantifying the relationship between these two sets of properties. Experiment 1 gathers a measure of 30 propositional attitude verbs' syntactic distributions using an acceptability judgment task. Experiments 2a and 2b gather measures of semantic similarity between those same verbs using a generalized semantic discrimination (triad or "odd man out") task and an ordinal (Likert) scale task, respectively. Two kinds of analyses are conducted on the data from these experiments. The first compares both the acceptability judgments and the semantic similarity judgments to previous classifications derived from the syntax and semantics literature. The second kind compares the acceptability judgments to the semantic similarity judgments directly. Through these comparisons, we show that there is quite fine-grained information about propositional attitude verbs' semantics carried in their syntactic distributions-whether one considers the sorts of discrete qualitative classifications that linguists traditionally work with or the sorts of continuous quantitative classifications that can be derived experimentally.

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

[2]  Paul M. Postal,et al.  Some defective paradigms , 1992 .

[3]  Jonathan Ginzburg,et al.  Resolving questions, II , 1995 .

[4]  Ted Briscoe,et al.  Extended Lexical-Semantic Classification of English Verbs , 2004, HLT-NAACL 2004.

[5]  Elisabeth Villalta,et al.  Spanish Subjunctive Clauses Require Ordered Alternatives , 2000 .

[6]  P. Portner Situation theory and the semantics of propositional expressions , 1992 .

[7]  Paul Egré,et al.  QUESTION-EMBEDDING AND FACTIVITY , 2008 .

[8]  Utpal Lahiri,et al.  Questions and Answers in Embedded Contexts , 2002 .

[9]  G. Masters A rasch model for partial credit scoring , 1982 .

[10]  H. Akaike A new look at the statistical model identification , 1974 .

[11]  G. Cinque Adverbs and Functional Heads: A Cross-Linguistic Perspective , 1999 .

[12]  Nicholas Asher,et al.  Truth Conditional Discourse Semantics for Parentheticals , 2000, J. Semant..

[13]  S. Rosenberg,et al.  Children's knowledge of the presuppositions of know and other cognitive verbs , 1985, Journal of Child Language.

[14]  Suzanne Stevenson,et al.  Automatic Verb Classification Based on Statistical Distributions of Argument Structure , 2001, CL.

[15]  de Villiers,et al.  Can Language Acquisition Give Children a Point of View , 2005 .

[16]  R. Brown,et al.  A First Language , 1973 .

[17]  D. Andrich A rating formulation for ordered response categories , 1978 .

[18]  Sylvia Yuan,et al.  Syntactic bootstrapping. , 2010, Wiley interdisciplinary reviews. Cognitive science.

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

[20]  Elena Guerzoni Weak Exhaustivity and 'Whether': A Pragmatic Approach , 2007 .

[21]  Manuela Friedrich,et al.  Early Word Learning , 2010 .

[22]  Michael Lewis,et al.  Interaction, conversation, and the development of language , 1979 .

[23]  Chris Brew,et al.  Inducing German Semantic Verb Classes from Purely Syntactic Subcategorisation Information , 2002, ACL.

[24]  Emmon W. Bach,et al.  On Raising: One Rule of English Grammar and Its Theoretical Implications , 1978 .

[25]  Veneeta Dayal,et al.  1 Subordination at the Interface : the Quasi-Subordination Hypothesis * , 2009 .

[26]  Robert Stalnaker,et al.  Presuppositions , 1973, J. Philos. Log..

[27]  Shevaun Lewis,et al.  Pragmatic enrichment in language processing and development , 2013 .

[28]  Sabine Schulte im Walde Experiments on the Automatic Induction of German Semantic Verb Classes , 2006, CL.

[29]  H. Wimmer,et al.  Beliefs about beliefs: Representation and constraining function of wrong beliefs in young children's understanding of deception , 1983, Cognition.

[30]  Ellen M. Markman,et al.  Early Word Learning , 1997 .

[31]  John E. Moody,et al.  Note on Learning Rate Schedules for Stochastic Optimization , 1990, NIPS.

[32]  Alexander Williams,et al.  Arguments in Syntax and Semantics , 2015 .

[33]  Letitia R. Naigles Manipulating the input: Studies in mental verb acquisition. , 2000 .

[34]  Libby Barak,et al.  Modeling the Acquisition of Mental State Verbs , 2012, CMCL@NAACL-HLT.

[35]  Wataru Uegaki,et al.  Content Nouns and the Semantics of Question-Embedding , 2015, J. Semant..

[36]  Kjell Johan Sæbø A Whether Forecast , 2005, TbiLLC.

[37]  Andrew McCallum,et al.  Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data , 2001, ICML.

[38]  Robin Cooper,et al.  The syntax and semantics of when-questions , 1982 .

[39]  Zoubin Ghahramani,et al.  Unsupervised and Constrained Dirichlet Process Mixture Models for Verb Clustering , 2009 .

[40]  V. Hacquard,et al.  Epistemics and attitudes , 2013 .

[41]  James L. McClelland,et al.  Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations , 1986 .

[42]  R P Scoville,et al.  Children's understanding of factive presuppositions: an experiment and a review. , 1980, Journal of child language.

[43]  M. Tomasello,et al.  The acquisition of finite complement clauses in English: A corpus-based analysis , 2001 .

[44]  Cynthia Fisher,et al.  On the semantic content of subcategorization frames , 1991, Cognitive Psychology.

[45]  Jaakko Hintikka,et al.  Different Constructions in Terms of the Basic Epistemological Verbs , 1975 .

[46]  Marcela A. Depiante,et al.  The syntax of deep and surface anaphora: A study of null complement anaphora and stripping/bare argument ellipsis , 2000 .

[47]  Heng Tao Shen,et al.  Principal Component Analysis , 2009, Encyclopedia of Biometrics.

[48]  Jonathan Ginzburg,et al.  Resolving questions, I , 1995 .

[49]  Chris Moore,et al.  Mental Terms and the Development of Certainty. , 1989 .

[50]  Georg Rasch,et al.  Probabilistic Models for Some Intelligence and Attainment Tests , 1981, The SAGE Encyclopedia of Research Design.

[51]  Libby Barak,et al.  Acquisition of Desires before Beliefs: A Computional Investigation , 2013, CoNLL.

[52]  Kaitlyn P. Harrigan Syntactic Bootstrapping in the Acquisition of Attitude Verbs , 2015 .

[53]  E. Villalta Mood and gradability: an investigation of the subjunctive mood in Spanish , 2008 .

[54]  Jacopo Romoli,et al.  The Presuppositions of Soft Triggers aren't Presuppositions , 2011 .

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

[56]  R. Baayen,et al.  Mixed-effects modeling with crossed random effects for subjects and items , 2008 .

[57]  Jeffrey Lidz,et al.  “Think” Pragmatically: Children’s Interpretation of Belief Reports , 2017 .

[58]  J. Rooryck Evidentiality, Part II , 2001 .

[59]  Libby Barak,et al.  Learning Verb Classes in an Incremental Model , 2014, CMCL@ACL.

[60]  J. Macnamara Cognitive basis of language learning in infants. , 1972, Psychological review.

[61]  Adam Kilgarriff,et al.  "I Don’t Believe in Word Senses" , 1997, Comput. Humanit..

[62]  Aaron Steven White Information and Incrementality in Syntactic Bootstrapping , 2015 .

[63]  Jeffrey Lidz,et al.  Syntactic Bootstrapping in theAcquisition of Attitude Verbs: Think, Want and Hope , 2016 .

[64]  Paula J. Schwanenflugel,et al.  Developing Organization of Mental Verbs: Evidence for the Development of a Constructivist Theory of Mind in Middle Childhood , 1996 .

[65]  Paul Portner,et al.  Mood and Contextual Commitment , 2012 .

[66]  Hubert Truckenbrodt,et al.  On the semantic motivation of syntactic verb movement to C in German , 2006 .

[67]  Jorge Hankamer,et al.  Deep and surface anaphora , 1993 .

[68]  V. Hacquard,et al.  Three-Year-Olds’ Understanding of Know and Think , 2015 .

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

[70]  Lila R. Gleitman,et al.  Why It Is Hard to Label Our Concepts. , 2004 .

[71]  Peter Steven Rosenbaum,et al.  The grammar of English predicate complement constructions , 1967 .

[72]  Suzanne Stevenson,et al.  Automatic Verb Classification Using Distributions of Grammatical Features , 1999, EACL.

[73]  Mats Rooth,et al.  Two-dimensional clusters in grammatical relations , 1995 .

[74]  Sandra R. Waxman,et al.  Words as Invitations to Form Categories: Evidence from 12- to 13-Month-Old Infants , 1995, Cognitive Psychology.

[75]  Aki Vehtari,et al.  Understanding predictive information criteria for Bayesian models , 2013, Statistics and Computing.

[76]  L. Gleitman The Structural Sources of Verb Meanings , 2020, Sentence First, Arguments Afterward.

[77]  Sabine Schulte im Walde Clustering Verbs Semantically According to their Alternation Behaviour , 2000, COLING.

[78]  Dorit Abusch,et al.  Lexical Alternatives as a Source of Pragmatic Presuppositions , 2002 .

[79]  H. Wellman,et al.  The acquisition of mental verbs: A systematic investigation of the first reference to mental state , 1983, Cognition.

[80]  Josef Perner,et al.  Want that is understood well before say that, think that, and false belief: a test of de Villiers's linguistic determinism on German-speaking children. , 2003, Child development.

[81]  E. Markman,et al.  When it is better to receive than to give: Syntactic and conceptual constraints on vocabulary growth , 1994 .

[82]  Mandy Simons,et al.  Observations on embedding verbs, evidentiality, and presupposition , 2007 .

[83]  Suzanne Stevenson,et al.  A Computational Model of Early Argument Structure Acquisition , 2008, Cogn. Sci..

[84]  Letitia R. Naigles,et al.  The use of multiple frames in verb learning via syntactic bootstrapping , 1996, Cognition.

[85]  Laurence R. Horn,et al.  On the semantic properties of logical operators in english' reproduced by the indiana university lin , 1972 .

[86]  Zoubin Ghahramani,et al.  Dirichlet Process Mixture Models for Verb Clustering , 2008 .

[87]  Tatjana Scheffler,et al.  Evidentiality and German Attitude Verbs , 2009 .

[88]  J. O. Urmson IV.—PARENTHETICAL VERBS , 1952 .

[89]  C Moore,et al.  The development of mental terms: pragmatics or semantics? , 1989, Journal of Child Language.

[90]  K. Szendrői,et al.  Experimenting with the king of France: Topics, verifiability and definite descriptions , 2013 .

[91]  Mandy Simons,et al.  On the Conversational Basis of Some Presuppositions , 2013 .

[92]  L. Gleitman,et al.  Language and Experience: Evidence from the Blind Child , 1988 .

[93]  G. Schwarz Estimating the Dimension of a Model , 1978 .

[94]  Razvan Pascanu,et al.  Theano: new features and speed improvements , 2012, ArXiv.

[95]  Roger S. Brown,et al.  Linguistic determinism and the part of speech. , 1957, Journal of abnormal psychology.

[96]  Esther Schindler,et al.  A manner of speaking , 2004, NTWK.

[97]  K Abels,et al.  Why surprise-predicates do not embed polar interrogatives. , 2004 .

[98]  Alexander Williams,et al.  Null Complement Anaphors as Definite Descriptions , 2012 .

[99]  Pranav Anand,et al.  Factivity, Belief and Discourse ⇤ , 2014 .

[100]  Brad Abbott,et al.  Where have some of the presuppositions gone , 2006 .

[101]  Jeffrey Lidz,et al.  Main clause syntax and the labeling problem in syntactic bootstrapping ⇤ , 2016 .

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

[103]  Keir Moulton,et al.  Natural Selection and the Syntax of Clausal Complementation , 2009 .

[104]  James L. McClelland,et al.  Parallel Distributed Processing: Explorations in the Microstructure of Cognition : Psychological and Biological Models , 1986 .

[105]  Jennie E. Pyers,et al.  Complements to cognition: a longitudinal study of the relationship between complex syntax and false-belief-understanding , 2002 .

[106]  Erling B. Andersen,et al.  Sufficient statistics and latent trait models , 1977 .

[107]  Letitia R. Naigles,et al.  Children use syntax to learn verb meanings , 1990, Journal of Child Language.

[108]  Hans den Besten,et al.  On the Interaction of Root Transformations and Lexical Deletive Rules , 1983 .

[109]  M. Speas Evidentiality, logophoricity and the syntactic representation of pragmatic features , 2004 .

[110]  S. Pinker Learnability and Cognition: The Acquisition of Argument Structure , 1989 .

[111]  M. Tomasello,et al.  Beyond names for things : young children's acquisition of verbs , 1999 .

[112]  D. Bolinger,et al.  Postposed main phrases: an English rule for the Romance subjunctive , 1968, Canadian Journal of Linguistics/Revue canadienne de linguistique.

[113]  J. Villiers,et al.  Linguistic determinism and the understanding of false beliefs. , 2000 .

[114]  Ray Jackendoff,et al.  Semantic Interpretation in Generative Grammar , 1972 .

[115]  Jeffrey Lidz,et al.  Kidz in the 'Hood: Syntactic Bootstrapping and the Mental Lexicon , 2001 .

[116]  Richard Jackson Harris,et al.  Children's comprehension of complex sentences , 1975 .

[117]  Johan Rooryck,et al.  State of the article : Evidentiality Part II , 2001 .

[118]  Frank Nuessel On raising: one rule of English grammar and its theoretical implications. Current studies in linguistics 5: Paul M. Postal, The MIT Press, Cambridge, Mass., 1974. xvi, 447 pp. $ 12.50. , 1975 .

[119]  Cynthia L Fisher,et al.  Structure and meaning in the verb lexicon: Input for a syntax-aided verb learning procedure , 1994 .

[120]  V. Hacquard,et al.  Embedding epistemic modals in English: A corpus-based study , 2012 .

[121]  H. Gleitman,et al.  Human simulations of vocabulary learning , 1999, Cognition.

[122]  K. Maier INQUIRY , 2007 .

[123]  Kyle Rawlins,et al.  A computational model of S-selection , 2016 .

[124]  Libby Barak,et al.  Gradual Acquisition of Mental State Meaning: A Computational Investigation , 2014, CogSci.

[125]  Michael P Maratsos,et al.  A developmental study of factivity and negation in complex syntax , 1978, Journal of Child Language.

[126]  Esther Dromi,et al.  Language and cognition : a developmental perspective , 1993 .

[127]  L. Gleitman,et al.  When we think about thinking: The acquisition of belief verbs , 2007, Cognition.

[128]  Laurence R. Horn Drawing the Boundaries of Meaning : Neo-Gricean Studies in Pragmatics and Semantics in Honor of , 2010 .

[129]  D. Farkas Intensional descriptions and the romance subjunctive mood , 1985 .

[130]  A. Giannakidou The Landscape of Polarity Items , 1997 .

[131]  David Pesetsky Zero Syntax. Vol. 2: Infinitives , 1991 .

[132]  M. Maratsos,et al.  Early comprehension of mental verbs: Think and know , 1977 .

[133]  J. Quer Mood at the interface , 2000 .

[134]  Benjamin Spector,et al.  A uniform semantics for embedded interrogatives: an answer, not necessarily the answer , 2015, Synthese.

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

[136]  益子 真由美 Argument Structure , 1993, The Lexicon.

[137]  David Pesetsky,et al.  Paths and categories , 1982 .

[138]  P. Schwanenflugel,et al.  The Organization of Mental Verbs and Folk Theories of Knowing , 1994 .

[139]  Steven Pinker,et al.  Language learnability and language development , 1985 .

[140]  Irene Heim,et al.  Presupposition Projection and the Semantics of Attitude Verbs , 1992, J. Semant..

[141]  J. de Villiers The Interface of Language and Theory of Mind. , 2007, Lingua. International review of general linguistics. Revue internationale de linguistique generale.