Influence of situational context on language production : modelling teachers' corrective responses

Natural language is characterised by enormous linguistic variation (e.g., Fetzer (2003)). Such variation is not random, but is determined by a number of contextual factors. These factors encapsulate the socio-cultural conventions of a speech community and dictate the socially acceptable, i.e. polite, use of language. Producing polite language may not always be a trivial task. The ability to assess a situation with respect to a hearer’s social, cultural or emotional needs constitutes a crucial facet of a speaker’s social and linguistic competence. It is surprising then that it is also a facet which, to date, has received very little attention from researchers in the natural language generation community. Linguistic variation occurs in all linguistic sub-domains including the language of education (Person et al., 1995). Thanks to being relatively more constrained (and hence more predictable with respect to its intentional aspects than normal conversations), teachers’ language is taken in this thesis as a starting point for building a formal, computational model of language generation based on the theory of linguistic politeness. To date, the most formalised theory of linguistic politeness is that by Brown and Levinson (1987), in which face constitutes the central notion. With its two dimensions of Autonomy and Approval, face can be used to characterise different linguistic choices available to speakers in a systematic way. In this thesis, the basic idea of face is applied in the analysis of teachers’ corrective responses produced in real one-to-one and classroom dialogues, and it is redefined to suit the educational context. A computational model of selecting corrective responses is developed which demonstrates how the two dimensions of face can be derived from a situation and how they can be used to classify the many linguistic choices available to teachers. The model is fully implemented using a combination of naive Bayesian Networks and Case-Based Reasoning techniques. The evaluation of the model confirms the validity of the model, by demonstrating that politeness-based natural language generation in the context of teachers’ corrective responses can be used to model linguistic variation and that the resulting language is not singnificantly different from that produced by a human in identical situations.

[1]  H. Garfinkel Studies in Ethnomethodology , 1968 .

[2]  Ross D. Shachter,et al.  Simulation Approaches to General Probabilistic Inference on Belief Networks , 2013, UAI.

[3]  R. Gibbs Intentions in the Experience of Meaning , 1999 .

[4]  A. Avramides Studies in the Way of Words , 1992 .

[5]  Douglas E. Appelt,et al.  Planning English Sentences , 1988, Cogn. Sci..

[6]  Claus Zinn,et al.  The BE&E Tutorial Learning Environment (BEETLE), system demonstration. , 2003 .

[7]  John A. Bateman,et al.  The Nondirectional Representation Of Systemic Functional Grammars And Semantics As Typed Feature Structures , 1992, COLING.

[8]  Rolf A. Zwaan,et al.  Pragmatics and Pedagogy: Conversational Rules and Politeness Strategies May Inhibit Effective Tutoring , 1995 .

[9]  Barbara A. Fox The Human Tutorial Dialogue Project: Issues in the Design of instructional Systems , 1993 .

[10]  Clifford Nass,et al.  The media equation - how people treat computers, television, and new media like real people and places , 1996 .

[11]  C. Mellish,et al.  Aspects of Speech Act Categorisation: Towards Generating Teachers' Language , 2000 .

[12]  Emanuel A. Schegloff,et al.  Discourse as an Interactional Achievement III: The Omnirelevance of Action , 1995 .

[13]  G. Kasper,et al.  Cross-Cultural Pragmatics: Requests and Apologies , 1991 .

[14]  Jim E. Greer,et al.  Visualizing and Inspecting Bayesian Belief Models , 2001 .

[15]  C. Stasz,et al.  Tutoring Techniques in Algebra , 1990 .

[16]  J. Keller Motivational Design of Instruction , 1983 .

[17]  C. Mellish,et al.  Pragmatic Analysis of Teachers' Language. Towards an Empirically Based Approach. , 2000, AAAI 2000.

[18]  Le Bray Jean Emmanuel Le Bray Jean Emmanuel,et al.  linguistique generale et linguistique appliquee , 1982 .

[19]  H. Mehan,et al.  Learning Lessons, Social Organization in the Classroom , 1979 .

[20]  David J. Spiegelhalter,et al.  Local computations with probabilities on graphical structures and their application to expert systems , 1990 .

[21]  Penelope Brown,et al.  Politeness: Some Universals in Language Usage , 1989 .

[22]  M. Lepper,et al.  Motivational techniques of expert human tutors: Lessons for the design of computer-based tutors. , 1993 .

[23]  J. Sinclair,et al.  Towards an analysis of discourse , 1977 .

[24]  K. VanLehn,et al.  Why Do Only Some Events Cause Learning During Human Tutoring? , 2003 .

[25]  Robert M. Fung,et al.  Backward Simulation in Bayesian Networks , 1994, UAI.

[26]  E. Goffman Interaction Ritual. Essays on Face-to-Face Behaviour. London (Allen Lane) 1967. , 1967 .

[27]  J. Spickard Garfinkel and Ethnomethodology by John Heritage. Cambridge: Polity Press (Basil Blackwell), 1984, viii + 336 pp. $34.95 and Studies in Ethnomethodology , by Harold Garfinkel. Cambridge: Polity Press (Basil Blackwell), 1967, xi + 288 pp. $9.95 (paper, reissue) , 1987 .

[28]  L. Suchman Plans and situated actions , 1987 .

[29]  C. Raymond Perrault,et al.  A Plan-Based Analysis of Indirect Speech Act , 1980, CL.

[30]  John A. Bateman,et al.  Enabling technology for multilingual natural language generation: the KPML development environment , 1997, Natural Language Engineering.

[31]  B. Fraser Perspectives on politeness , 1990 .

[32]  K. Krippendorff Validity in Content Analysis , 1980 .

[33]  Bent Preisler Linguistic Sex Roles in Conversation: Social Variation in the Expression of Tentativeness in English , 1986 .

[34]  Thomas Holtgraves,et al.  Politeness as universal: Cross-cultural perceptions of request strategies and inferences based on their use. , 1990 .

[35]  Johanna D. Moore,et al.  Planning Text for Advisory Dialogues: Capturing Intentional and Rhetorical Information , 1993, CL.

[36]  Alison Cawsey,et al.  Generating Interactive Explanations , 1991, AAAI.

[37]  Anita M. Pomerantz Agreeing and disagreeing with assessments: some features of preferred/dispreferred turn shapes , 1984 .

[38]  Ann L. Brown,et al.  Guided, Cooperative Learning and Individual Knowledge Acquisition , 2018, Knowing, Learning, and Instruction.

[39]  Joseph P. Magliano,et al.  Collaborative dialogue patterns in naturalistic one-to-one tutoring , 1995 .

[40]  Takashi Yamauchi,et al.  Learning from human tutoring , 2001, Cogn. Sci..

[41]  L. Wittgenstein Philosophical investigations = Philosophische Untersuchungen , 1958 .

[42]  C. Goodwin,et al.  Rethinking Context: An Introduction , 1992 .

[43]  Marilyn A. Walker,et al.  Improvising linguistic style: social and affective bases for agent personality , 1997, AGENTS '97.

[44]  Leslie A. Baxter,et al.  An investigation of compliance-gaining as politeness. , 1984 .

[45]  J. Gregory Trafton,et al.  Effective Tutoring Techniques: A Comparison of Human Tutors and Intelligent Tutoring Systems , 1992 .

[46]  Jozef Verschueren What people say they do with words , 1985 .

[47]  A de Vicente Towards tutoring systems that detect students' motivation: an investigation , 2003 .

[48]  E. Goffman The Presentation of Self in Everyday Life , 1959 .

[49]  Spencer-Oatey Hdm Cross-cultural politeness : British & Chinese conceptions of the tutor-student relationship. , 1992 .

[50]  A. Graesser,et al.  Question Asking During Tutoring , 1994 .

[51]  Marek J. Druzdzel,et al.  SMILE: Structural Modeling, Inference, and Learning Engine and GeNIE: A Development Environment for Graphical Decision-Theoretic Models , 1999, AAAI/IAAI.

[52]  Michael Halliday Language As Social Semiotic , 1978 .

[53]  Erina L. MacGeorge,et al.  The Impact of Politeness and Relationship on Perceived Quality of Advice about a Problem. , 2000 .

[54]  Kathleen McKeown,et al.  Text generation: using discourse strategies and focus constraints to generate natural language text , 1985 .

[55]  John M. Keller,et al.  Motivation and instructional design: A theoretical perspective , 1979 .

[56]  Max Henrion,et al.  Propagating uncertainty in bayesian networks by probabilistic logic sampling , 1986, UAI.

[57]  T. Givon Mind, Code, and Context: Essays in Pragmatics , 1989 .

[58]  Johan Vanparys Categories and Complements of Illocutionary Verbs in a Cognitive Perspective , 1996 .

[59]  J. Bowers,et al.  Facework Solidarity, Approbation, and Tact , 1991 .

[60]  Allan Collins,et al.  Cognitive Apprenticeship: Teaching the Craft of Reading, Writing, and Mathematics. Technical Report No. 403. , 1987 .

[61]  Geoffrey N. Leech,et al.  4. Language and tact , 1980 .

[62]  G. Leech Principles of pragmatics , 1983 .

[63]  Brenda Danet,et al.  The Language of Requesting in Israeli Society , 1985 .

[64]  Chris Mellish,et al.  Why do teachers ask questions? - a preliminary investigation , 1999 .

[65]  A. Baddeley Human Memory: Theory and Practice, Revised Edition , 1990 .

[66]  J. Searle,et al.  Expression and Meaning. , 1982 .

[67]  Barbara A. Fox Cognitive and interactional aspects of correction in tutoring , 1991 .

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

[69]  William C. Mann,et al.  An Overview of the Penman Text Generation System , 1983, AAAI.

[70]  J. Bruner,et al.  The role of tutoring in problem solving. , 1976, Journal of child psychology and psychiatry, and allied disciplines.

[71]  D. Goleman Emotional Intelligence: Why It Can Matter More Than IQ , 1995 .

[72]  R. Cherry Politeness in written persuasion , 1988 .

[73]  M. R. Lepper,et al.  Socializing the intelligent tutor: bringing empathy to computer tutors , 1988 .

[74]  Jenny A. Thomas Meaning in Interaction: An Introduction to Pragmatics , 1995 .

[75]  V. Voloshinov Marxism and the philosophy of language , 1973 .

[76]  William C. Mann,et al.  Rhetorical Structure Theory: Toward a functional theory of text organization , 1988 .

[77]  William H. Hsu,et al.  A Survey of Algorithms for Real-Time Bayesian Network Inference , 2002 .

[78]  E. Rosch,et al.  Family resemblances: Studies in the internal structure of categories , 1975, Cognitive Psychology.

[79]  Marcelo Dascal,et al.  2. Conversational relevance , 2003 .

[80]  J. Holmes,et al.  « Women's Language » : A Functional Approach , 1984 .