Interpreting author intentions by analyzing story modulation

This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections.

Bibliographic Details
Main Author: Bandler, Suri C.
Other Authors: Patrick H. Winston.
Format: Thesis
Language:eng
Published: Massachusetts Institute of Technology 2019
Subjects:
Online Access:https://hdl.handle.net/1721.1/121661
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author Bandler, Suri C.
author2 Patrick H. Winston.
author_facet Patrick H. Winston.
Bandler, Suri C.
author_sort Bandler, Suri C.
collection MIT
description This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections.
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spelling mit-1721.1/1216612019-07-24T03:07:57Z Interpreting author intentions by analyzing story modulation Bandler, Suri C. Patrick H. Winston. Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science. Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science Electrical Engineering and Computer Science. This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections. Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2019 Cataloged from student-submitted PDF version of thesis. Includes bibliographical references (pages 75-76). If we are to understand human intelligence, then we need to understand human story understanding competencies, including our ability to communicate. Communication can be thought of as an externalization of an inner model of the world or an attempt to shape the inner model of the world of another. To communicate effectively, humans must analyze not only what is said, but also how it is said. My goal in this work was to develop a cognitive model of how we produce a coherent argument, explain its elements, and provide a full analysis of authorial intent. In this thesis, I propose a cognitive model of Story Modulation, or how humans glean information about a communicator's intentions or attempt to shape the inner story of their audience via key characteristics of wording. The model explains how we assemble textual evidence such as passive voice, instances of harm, and use of hedging words such as alleged, to tell a coherent story of the communicator's rhetorical goals. I demonstrate this computational model with an implementation, RASHI, that recognizes and systematically highlights intentions. The implementation reads short news-like stories in simple English and identifies modulations in text that reveal the author's intent to influence three areas-sympathy, agency, and doubt. The system gathers objective evidence using a system of modular experts, interprets the evidence with culturally-specfic subjectivity models, and distills the potentially-conflicting interpretations into a short, coherent argument about the author's intentions. I argue that RASHI, as a computational model of human communication, can be used to improve discourse surrounding the media, elevate education in critical reading, facilitate political negotiations and resolutions, and help us bridge gaps across cultures by transforming stories to be more culturally appropriate. by Suri C. Bandler. M. Eng. M.Eng. Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science 2019-07-15T20:31:50Z 2019-07-15T20:31:50Z 2019 2019 Thesis https://hdl.handle.net/1721.1/121661 1102055331 eng MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission. http://dspace.mit.edu/handle/1721.1/7582 76 pages application/pdf Massachusetts Institute of Technology
spellingShingle Electrical Engineering and Computer Science.
Bandler, Suri C.
Interpreting author intentions by analyzing story modulation
title Interpreting author intentions by analyzing story modulation
title_full Interpreting author intentions by analyzing story modulation
title_fullStr Interpreting author intentions by analyzing story modulation
title_full_unstemmed Interpreting author intentions by analyzing story modulation
title_short Interpreting author intentions by analyzing story modulation
title_sort interpreting author intentions by analyzing story modulation
topic Electrical Engineering and Computer Science.
url https://hdl.handle.net/1721.1/121661
work_keys_str_mv AT bandlersuric interpretingauthorintentionsbyanalyzingstorymodulation