A Functional Theory of Creative Reading

Abstract : Reading is an area of human cognition which has been studied for decades by psychologists, education researchers, and artificial intelligence researchers. Yet, there still does not exist a theory which accurately describes the complete process. We believe that these past attempts fell short due to an incomplete understanding of the overall task of reading; namely, the complete set of mental tasks a reasoner must perform to read and the mechanisms that carry out these tasks. We present a functional theory of the reading process and argue that it represents a coverage of the task. The theory combines experimental results from psychology, artificial intelligence, education, and linguistics, along with the insights we have gained from our own research. This greater understanding of the mental tasks necessary for reading will enable new natural language understanding systems to be more flexible and more capable than earlier ones. Furthermore, we argue that creativity is a necessary component of the reading process and must be considered in any theory or system attempting to describe it. We present a functional theory of creative reading and a novel knowledge organization scheme that supports the creativity mechanisms. The reading theory is currently being implemented in the ISAAC "Integrated Story Analysis And Creativity" system, a computer system which reads science fiction stories.

[1]  W. Kintsch,et al.  Strategies of discourse comprehension , 1983 .

[2]  Goldemberg Maley Brown Introduction to Literature , 1991 .

[3]  Eric Kimball Jones The flexible use of abstract knowledge in planning , 1992 .

[4]  Earl David Sacerdoti,et al.  A Structure for Plans and Behavior , 1977 .

[5]  Earl D. Sacerdoti,et al.  Planning in a Hierarchy of Abstraction Spaces , 1974, IJCAI.

[6]  James F. Allen A plan-based approach to speech act recognition , 1979 .

[7]  Timothy D. Wilson,et al.  Telling more than we can know: Verbal reports on mental processes. , 1977 .

[8]  Dario A. Giuse Efficient knowledge representation systems , 1990, Knowl. Eng. Rev..

[9]  Jelliffe. THE PSYCHOLOGY AND PEDAGOGY OF READING , 1908 .

[10]  Kavi Mahesh,et al.  A Theory of Interaction and Independence in Sentence Understanding , 1993 .

[11]  Lawrence Birnbaum,et al.  Integrated processing in planning and understanding , 1986 .

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

[13]  F. Weinert Introduction and overview: Metacognition and motivation as determinants of effective learning and understanding , 1987 .

[14]  Eric Andrew Domeshek Do the right thing: a component theory for indexing stories as social advice , 1992 .

[15]  M. Just,et al.  From the SelectedWorks of Marcel Adam Just 1992 A capacity theory of comprehension : Individual differences in working memory , 2017 .

[16]  T. E. Raphael,et al.  Metacognition, Instruction, and the Role of Questioning Activities , 1985 .

[17]  Mildred C. Robeck,et al.  Psychology of Reading: Foundations of Instruction. , 1974 .

[18]  G. Lakoff,et al.  Metaphors We Live by , 1982 .

[19]  Adele E. Howe,et al.  How evaluation guides AI research , 1988 .

[20]  Marcel Adam Just,et al.  The Role of Working Memory in Language Comprehension , 1988 .

[21]  우종우,et al.  [해외 연구소 소개]「The Institute for the Learning Sciences」 , 1996 .

[22]  R. Corrigan,et al.  The World of the Theatre , 1978 .

[23]  Ruth Strang,et al.  The improvement of reading , 1939 .

[24]  Allen Newell,et al.  Human Problem Solving. , 1973 .

[25]  Ashwin Ram,et al.  Introspective reasoning using meta-explanations for multistrategy learning , 1995 .

[26]  Gerald J. Sussman,et al.  A Computational Model of Skill Acquisition , 1973 .

[27]  Roger C. Schank,et al.  SCRIPTS, PLANS, GOALS, AND UNDERSTANDING , 1988 .

[28]  William A. Woods,et al.  Computational Linguistics Transition Network Grammars for Natural Language Analysis , 2022 .

[29]  Betsy Cann Led Down the Garden Path , 1986 .

[30]  Christopher K. Riesbeck,et al.  Inside Case-Based Reasoning , 1989 .

[31]  Alexander Popov Creativity and Reading Comprehension , 1992 .

[32]  D. M. Levy Communicative Goals and Strategies: Between Discourse and Syntax in Discourse and Syntax. , 1979 .

[33]  Ashwin Ram,et al.  A Theory of Questions and Question Asking , 1991 .

[34]  P. Sperryn,et al.  Blood. , 1989, British journal of sports medicine.

[35]  Janet L. Kolodner,et al.  Paying Attention to the Right Thing: Issues of Focus in Case-Based Creative Design , 1993 .

[36]  S. Carberry Pragmatic modeling: toward a robust natural language interface , 1987 .

[37]  Terry Pratchett,et al.  The Colour of Magic , 1983 .

[38]  H. Gruber,et al.  Inching our way up Mount Olympus: The evolving-systems approach to creative thinking. , 1988 .

[39]  Larry Niven,et al.  The Flight of the Horse , 1973 .

[40]  C SchankRoger,et al.  Dynamic Memory: A Theory of Reminding and Learning in Computers and People , 1983 .

[41]  E. B. Huey The Psychology And Pedagogy Of Reading , 1908 .

[42]  M. Brady,et al.  Recognizing Intentions From Natural Language Utterances , 1983 .

[43]  Candace L. Sidner,et al.  Plan parsing for intended response recognition in discourse 1 , 1985, Comput. Intell..

[44]  S. Turner Minstrel: a computer model of creativity and storytelling , 1993 .

[45]  Jaime G. Carbonell,et al.  Derivational analogy: a theory of reconstructive problem solving and expertise acquisition , 1993 .

[46]  Walter Kintsch,et al.  Toward a model of text comprehension and production. , 1978 .

[47]  J. Allen Recognizing intentions from natural language utterances , 1982 .

[48]  Frederick B. Davis,et al.  Research in comprehension in reading. , 1968 .

[49]  M. Boden The creative mind : myths & mechanisms , 1991 .

[50]  Janet L. Kolodner,et al.  Retrieval and organizational strategies in conceptual memory: a computer model , 1980 .

[51]  Wendy Grace Lehnert,et al.  The Process of Question Answering , 2022 .

[52]  Nila Banton Smith,et al.  American Reading Instruction , 1934 .

[53]  Douglas B. Lenat,et al.  The ubiquity of discovery , 1993, AFIPS National Computer Conference.

[54]  Dedre Gentner,et al.  Mechanisms of Analogical Learning. , 1987 .

[55]  Steven M. Smith,et al.  Creative Cognition: Theory, Research, and Applications , 1996 .

[56]  Philip B. Gough,et al.  One Second of Reading. , 1972 .

[57]  A. Clarke Profiles of the Future , 1962 .

[58]  R. Weisberg Creativity - Genius and Other Myths , 1986 .

[59]  Roger C. Schank,et al.  Inference and Paraphrase by Computer , 1975, JACM.

[60]  Richard Fikes,et al.  STRIPS: A New Approach to the Application of Theorem Proving to Problem Solving , 1971, IJCAI.

[61]  Teresa M. Amabile,et al.  ? + ? = creativity. , 2018, Public health nursing.

[62]  J. F. Mackworth Some Models of the Reading Process: Learners and Skilled Readers , 1972 .