<?xml version="1.0"?><!DOCTYPE article SYSTEM "/project/take/software/searchbench_offline_processing/paperxml_generator/aclextractor/src/python/../resource/dtd/paperxml.dtd"><article><header><firstpageheader><page local="1"/><title>Discontinuities in Narratives</title><author surname="Nakhimovsky" givenname="Alexander"><org  name="Colgate University" country="USA" city="Hamilton"/></author><author surname="Rapaport" givenname="William J."><org  name="Bath University" country="United Kingdom"/></author></firstpageheader><frontmatter><p><b>Discontinuities in Narratives</b></p><p><b><i>Alexander Nakhimovsky</i></b></p><p><b>Department of Computer Science Colgate University Hamilton, NY 13346</b></p><p><b>Safiha%</b>ColgatC.C5net@relay.CS.nCt</p></frontmatter><abstract>This paper is concerned with heuristics for seg­menting narratives into units that form the basic ele­ments of discourse representations and that constrain the application of focusing algorithms. The following classes of discontinuities are identified: figure-ground, space, time, perspective, and topic. It is suggested that rhetorical relations between narrative units are macro labels that stand for frequently occurring clus­ters of discontinuities. Heuristics for identifying discontinuities are presented and illustrated in an extended example. </abstract></header><body><section number="1." title="The Segmentation Problem. 1.1. Introduction"><p>This paper is concerned with heuristics for segmenting nar­ratives into units that form the basic elements of discourse representations and that constrain the application of focusing algorithms. The importance of proper segmentation is frequently mentioned; as one text says, "the need for segmentation is almost universally agreed upon.... A good model of segmentation is essential to simplify the problem of understand­ing discourse. In particular, it divides the problem into two major subproblems: what techniques are needed to analyze the sentences within a segment and how segments can be related to each other" (Allen 1987: 398-399). However, "there is little consensus on what the segments of a particular discourse should be or how segmentation could be accomplished. One reason for this lack of consensus is that there is no precise definition of what a segment is beyond the intuition that certain sentences naturally group together" (ibid.). A brief discussion of our position is therefore in order, addressing the following questions: What is it that is being segmented? What is the dominant feature of a seg­ment? What is the purpose of the segmentation process?</p><p>We adopt the position that reading a narrative, like taking part in a conversation, is a form of social interaction. However, the nature of the interaction is quite different in narratives and conversations, and so are the principles of segmentation and the nature of the resulting segments. The time of a conversation coincides with the time of its content. Simultaneity in time is typically accompanied by a tight integration between linguistic and non-linguistic behavior: the verbalization of how-to-get-there directions <b><i>is </i></b>the action of giving directions, task-oriented conversations between an expert and apprentice are an integral part of performing the task at hand, and the unfolding <b><i>text </i></b>of an</p></section><section title="William J. Rapaport"></section><section title="Graduate Group in Cognitive Science and"><p><b>Department of Computer Science State University of New York at Buffalo Buffalo, NY 14260 </b>rapaport@cs.buffalo.edu</p><p>argumentative dialogue is precisely the activity of arguing. Conversation can thus properly be called <b><i>performative discourse. </i></b>By contrast, the content of a narrative is decoupled from the linear progression of its text and unfolds in its own, separate timeline.</p><p>It follows that in place of the situation of discourse, a narra­tive is processed with respect to a constantly maintained <b><i>deictic center, </i></b>which is "the locus in conceptual space-time of the objects and events depicted or described by the sentences currently being perceived. At any point in the narrative, the cog­nitive agent's attention is focused on particular characters (and other objects) standing in particular temporal and spatial relations to each other. Moreover, the agent 'looks' at the narrative from the perspective of a particular character, spatial location and tem­poral location. Thus the deictic center consists of a WHERE-point, a WHEN-point and a WHO-point." (Bruder et al. 1986: 1). In this paper, the WHEN-point of the deictic center is referred to as the Temporal Focus (cf. Webber 1987a,b; Nakhi­movsky 1987b).</p><p>We conceive of discourse segments (DSs) as <b><i>continuous </i></b>stretches of text corresponding to relatively monolithic pieces of internal representation. What "relatively monolithic" means is the subject of much of the rest of the paper; at this point, we sim­ply say that the DS remains the same as long as the deictic center does not undergo drastic changes in space, time, perspective or composition, while the beginning of a new DS is accompanied/signaled by a discontinuity in one or several of these parameters. Within each segment, reference and anaphora are processed by local algorithms mostly relying on recency lists as in Sidner (1983). At the beginning of a new DS, a more global search through the accumulated representation is required.</p><p>We thus have three kinds of entities organized into three kinds of structures: linearly ordered stretches of text forming the Linear Text Structure (LTS); the Event-Situation Structure (ESS, cf. Webber 1987b), representing the narrative's unfolding con­tents; and the Current Focus Space, which is a collection of focusing mechanisms (including the deictic center) that together represent the "attentional state" (Grosz &amp; Sidner 1986) of the system. The components of the LTS are frequently linked by rhetorical relations such as elaboration, resumption or flashback (see, e.g., Hobbs 1982). We believe that these rhetorical rela­tions are simply macro labels that stand for certain oft-repeated clusters of discontinuities in the ESS. It is the discontinuities that are essential for constructing the ESS; the rhetorical labels need not be recognized by the reader at all, just as, on the sentence level, speech acts need not be recognized in order to understand the intention of the speaker (Cohen &amp; Levesque 1987).<page local="2"/></p><doubt alpha="0.0" length="3" tooSmall="False" monospace="0.0">465</doubt><p>The foregoing has served to motivate the need for reliable segmentation heuristics. Most such heuristics found in the litera­ture are syntactical in nature, relying, in almost Eliza-like fashion, on clue words and phrases (see references in Grosz &amp; Sidner 1986: 177). We propose that heuristics should be based on semantical considerations such as discontinuities in the representation. This paper investigates four kinds of discontinui­ties: discontinuities of topic, discontinuities of space and time, discontinuities of figure and ground, and discontinuities of the narrative perspective. Section 2 explains what these are; the remainder of this section gives a preliminary and partial illustra­tion and reviews related work.</p><doubt alpha="64.3" length="14" tooSmall="False" monospace="0.0">1.2 An example</doubt><p>Consider the following example:</p><p>(1) (a) Hartley and Phoebe had been sent by their mother to fix the tail vane of the windmill, (b) In the great expanse of the prairie where they lived, the high tower of the windmill was the only real landmark. (Worline 1956: 1)</p><p>Rhetorically speaking, sentence (b) interrupts a sequence of events described in (a) (= DS1) to start DS2, a description. In order to recognize this rhetorical relation between the two DSs, it is necessary to recognize that:</p><doubt alpha="66.7" length="30" tooSmall="False" monospace="0.0">(1) there is a shift of topic;</doubt><p>(2) there is a shift in perceptual modality to visual percep­tion; (3) there is a shift in time scale jrom the events of the current day to years or decades, associated with the lifetime of a windmill and the 'where they lived' clause; (4) there is shift in spatial scale from a household to the entire prairie; (5) there is a shift from a foregrounded sequence of events to the "mopping-up" operation of filling in the background; the shift is signaled by aspectual changes (Hopper 1978; Nakhimovsky 1987b, 1988); and (6) the foregrounded sequence of events includes two telic processes (walking from the house to the windmill; fixing the broken part) whose beginnings or preconditions are explicitly mentioned but whose terminal points are still in the future relative to the Temporal Focus; this sets up expectations for the reader.</p><p>The following empirical investigation is suggested by this and similar examples: classify the discontinuities and clusters of discontinuities that typically accompany DS breaks in narratives; identify the linguistic and extra-linguistic knowledge involved; develop heuristics for using this knowledge; and test the heuris­tics in a computer program. Section 2 below discusses narrative representations and the data structures that are needed for con­structing and updating them. A classification of discontinuities falls out of this discussion. Section 3 presents several kinds of knowledge that we consider relevant for identifying discontinuities in narratives. Section 4 illustrates the corresponding heuris­tics with an extended example whose point is that our heuristics explain the use of deictic devices and correctly predict paragraph breaks observed in existing narratives. ! 1.3. Eclated work</p><doubt alpha="0.0" length="3" tooSmall="False" monospace="0.0">466</doubt><p>Central to our investigation is the idea that text understand­ing involves "building a good structure" (Bruce 1981: 283) by the process of successive embedding of the current sentence representation into the structure created by the preceding text. This idea emerged almost simultaneously in Computational Linguistics/AI (Bruce 1981; Webber 1979, 1983) and linguistics (Kamp 1981, Heim 1982). (There has also been interaction, more or less conscious, with the Reader-Response school of literary criticism as represented in, e.g., Thotnpkins 1981.) The main difference between these two developments concerns the role of inference and rnonotonicity: to what extent does the structure being built incorporate defeasible inferences that may have to be undone? We do not pursue this issue here but assume non monotonie embeddability and an active role for <b><i>expectations </i></b>set up by the text. (Cf. Nakhimovsky 1988 for some discussion.)</p><p>Grosz &amp; Sidner (1986) is the first unified approach in which the problem of segmentation is tied up with the notion of atten-tional state. As argued in Nakhimovsky (1987b), some features of their model (a stack mechanism for attentional state, the prom­inence of pragmatic notions such as the speaker's intentions) make it more appropriate for conversation rattier than narrative Webber (1988) and Nakhimovsky (1988) suggest a model in which the distinction between the top and the rest of the stack is replaced by the distinction between a short-term memory and the ESS.</p><p>Our work has been developing in close contact with the SUNY Buffalo Graduate Group in Cognitive Science's project on cognitive and computer systems for understanding narrative text. This research program consists of a group of projects whose goals are to develop a psychologically real model of a cognitive agent's comprehension of deictic information in narrative text. The hypothesis of this project is that the construction and modification of the deictic center is important for comprehension. To test this hypothesis, a computer system implemented in SNePS (Shapiro 1979, Shapiro &amp; Rapaport 1987) is being developed that will "read" a narrative and answer questions con­cerning the reader's beliefs about the objects, relations, and events in it. The system will be psychologically real, because the details of the algorithms and the efficacy of the linguistic devices will be validated by psychological experiments on normal and abnormal comprehenders. (Cf. Bruder et al. 1986, Daniels 1986, Almeida 1987, Wiebe &amp; Rapaport 1988.)</p><p>There is surprisingly little psychological work on discourse segmentation. To remedy this situation, a series of experiments</p><p><b>t This is not to suggest that typographical paragraph tweaks are the only discontinuities we are after. First, at the minimal level of seg­mentation, DSs are usually smaller than typographical paragraphs. Second, a typographical paragraph does not simply signal or suggest a discontinuity: it creates one by its very presence.</b></p><page local="3"/><p>is being designed and conducted at Colgate (Reynolds &amp; Nakhi­movsky (in preparation)). The subjects are being asked to segment narratives of various genres and structural characteris­tics and later recall them, under conditions of both cued and uncued recall. We proceed from the hypothesis that narrative structures as they are remembered are different from such struc­tures as they are built "on line" in the process of comprehension.</p><p>?.. Na»vativ«j and Their Representations.</p><p>For the purposes of this paper, we adopt the simplest narra­tive model. There is only one, objective, narrator, who gives an observer account of the story. The story consists of descriptions of situations; evolving or persisting in time. Loosely following Hayes (198:5), we call these descriptions <b><i>history-tokens, </i></b>or <b><i>It-tokens </i></b>for short (Lexical meanings are <b><i>history-types (h-types) </i></b>related to their h-tokens by the relation of "non-monotonic embeddability".) The time of a narrated h-token is determined with respect to a specific point within the previously narrated h-tokens, and usually without reference to the time of discourse.! Using Rek lictibaeh's notion of reference time, we can say that a sentence in a narrative never has the time of discourse as its reference lime. Put differently, a sentence in a present tense necessarily interrupts a narrative, unless it is interpreted as histor­ical (narrative) present.</p><p>The meaning of a non-generic sentence in a narrative is a collection of h-tokens together with the position of the deictic center (to the extent that it is uniquely specified by the sentence). After the first sentence of a narrative establishes the initial set-up, each subsequent sentence is processed in the context consisting of the ESS and the Current Focus Space. Depending on the meaning of the sentence, one of two things happens: either the representation of the sentence is incorporated in the Current Focus Space, with the focusing mechanisms appropriately modified, or, in the case of a focus shift, the contents of the Current Focus Space are incorporated into the Event-Situation Structure (ESS) and linear Text Structure (LTS), and the Current Focus Space is completely reset. The nature of the processing at the DS juncture is thus quite different from die "routine" tasks to be performed as long as the text remains in the same DS: the start of a now DS prompts, and is prompted by, a shift of atten­tion. The c ircularity here is deliberate. The start of a new DS brings about several changes, some of them more immediately noticeable than others; the more obvious ones serve to signal that a new DS is, indeed, started. We proceed to catalog the changes.</p><p>TS«; fu st observation to make is that a narrative must have a <i>plot, </i>i.e., present a sequence of events that forms an instance of a recognizable pattern. (The patterns aie part universal, part culture- specific; the work of Lehnen (1982) and Alker et al.</p><p>t In spoken narratives about events tte (arc presented as having) ac­tually occuired, täte narrator may occasionally make reference to the time of discourse (by beginning a new discourse segment with, e.g., "Then, yesterday, I ran into Smith and he told ms..."); however, even in this case, integration with the previously narrated events is obligatory.</p><p>(1985) can be seen as a search for the principles on which such patterns are built.) Using Gestalt terminology (brought into linguistics by Talmy (1983)), we can say that a narrative's plot must present a recognizable temporal/causal figure shown against some ground that minimally consists of spatial/visual settings (descriptions of characters are also frequent). The distinction is not always clear-cut, because elements of the figure can be hid­den among the details of the ground, but the temporal nature of the plot does stand in clear contrast to the spatial nature of the ground.</p><p>Secondly, a narrative must have characters with whom we empathize. These characters don't have to be human: one Can easily imagine a story about an adventuresome plant seed that falls off its parent, gets swallowed and excreted by a horse, and nearly drowns in a tropical rain before being miraculously saved by the sun and producing a flower. Even so, the narrative is likely to alternate between the objective narrator's point of view and that of one of the characters. ("The belly of the horse was dark and noisy inside.")</p><p>Suppose for a moment that the ESS is implemented as a par­titioned network of nodes, each node representing a narrated h-token and partitions corresponding to the belief spaces of the characters. An unfolding narrative then creates a path through the network such that it, and the inferences it generates, covers the network in its entirety. Some discontinuities of narratives very simply reflect the intrinsic spatial or temporal discontinui­ties of the plot, e.g., when the story is composed of a sequence of events taking place during an afternoon, followed by two years' hiatus, followed by another action-packed afternoon. (A similar example of a spatial discontinuity can be easily imagined.) One measure of the "simplicity" of a narrative is how faithfully the order and structuring of its text reflects the order and structuring of its component events. Even in the simplest narrative, how­ever, there are bound to be discontinuities resulting from the ten­sion between the linear nature of the text and the multi­dimensional structure that it is meant to evoke. These are discon­tinuities of figure and ground, when the narrative shifts between the main story-line and the surrounding circumstance, and discontinuities of perspective, when the narrative crosses into a different "empathy partition" or creates a new one.</p><p>Given this classification of discontinuities, one can proceed to catalog the clues that signal them. This is a subject for a large empirical study, of which the next section is but a preliminary sketch. It is important to keep in mind that it is <b><i>clusters </i></b>of discontinuities that signal the beginning of a new DS.</p><p>3. <b>Discontinuities in Narratives. </b>3.1. <b>Topic discontinuities.</b></p><p>Discontinuities of topic fall into two groups. In the first, there is no anaphoric relation or immediate inference path from the new topic to a node in the Current Focus Space. What an "immediate inference path" is depends, of course, on the system's knowledge base and inferential capabilities, but this is a separate issue that is not dealt with in this paper.<page local="4"/> Of more interest to us is the second kind of discontinuity, when an anaphoric relation exists and calls for a pronominal anaphor, but the WHO-point is instead reintroduced by a full noun phrase, e.g. (unless otherwise indicated, the examples below are from Joyce 1969 [1914]):</p><doubt alpha="0.0" length="3" tooSmall="False" monospace="0.0">467</doubt><p>(2) [The barmbracks] had been cut into long thick slices and were ready to be handed round at tea. Maria had cut them herself.</p><p>Maria was a very, very small person indeed .. .</p><p>3.2. Temporal discontinuities.</p><p>The most important temporal discontinuities are:</p><p>a. A shift from perfective to imperfective sentence perspective accompanied by a shift to a much greater time scale. The corresponding rhetorical move is frequently characterized as "introducing background or descriptive material". The move is frequently accompanied by a topic re-introduction.</p><p>b. The reverse shift from descriptive material to the main line of the narrative. This move is signaled by the TF and the entire deictic center, returning to an established node in the ESS, with an appropriate contraction of the time scale.</p><p>c. A backwards move of the TF to an earler point in time, with or without a change in time scale. Rhetorically, this is known as flashback. This move is frequently signaled by a verb in past perfect or by the <b><i>used to </i></b>+ Infinitive construc­tion, although a shift may occur without such a verb form, and the presence of such a verb form does not necessarily signal a shift: the reference time of the sentence may remain the same as, rather than precede, the current TF. (See Almeida (1987) and Nakhimovsky (1988) for a more detailed discussion.) 3.3. Spatial discontinuities.</p><p>The most obvious spatial discontinuities are discontinuities of scale. It is argued at some length in Nakhimovsky (1986, 1987a) that h-types have time scales associated with them, characterized in terms of "received" cyclical events such as day or year. It seems equally necessary to establish a gradation of spatial scales, based on similar considerations from human biol­ogy and habitat. The spatial scales we currently employ are: one's body (which may need to be further specialized); within arm's reach; room area, such as desk or bed; room; floor; house; household; village/neighborhood; larger area within a between-meals round trip; within a day's round trip; staying overnight. (The larger the scale, the more domain- and culture-specific vari­ation there is.)</p><p>A change in spatial scale is frequently accompanied by related phenomena such as a change in temperature or lighting: (3) She changed her blouse too and, as she stood before the mir­ror, she thought of how she used to dress for mass on Sun­day morning when she was a young girl; and she looked with quaint affection at the diminutive body which she had so often adorned. In spite of its years she found it a nice tidy little body.</p><doubt alpha="0.0" length="3" tooSmall="False" monospace="0.0">468</doubt><p>When she got outside the streets were shining with rain and</p><p>she was glad of her old brown raincloak. 3.4. <b>Perspective discontinuities.</b></p><p>The following signals frequently indicate a shift to a character's subjective perspective away from the objective per­spective of the implied narrator: (a) attitude reports, which can be further subcategorized into beliefs, desires, emotions, and so on; communication verbs; and perceptions; and (b) deictics. Attitude reports, by their very nature, introduce private semantic objects into the ESS and thus create, or move into, a partition. Deictics, such as the verbs <b><i>bring </i></b>or <b><i>come, </i></b>indicate the position of the WHO-point of the deictic center; a shift of this position to one of the characters signals a discontinuity. (Cf. Banfield 1982, Wiebe &amp; Rapaport 1988.) 4. <b>An Example.</b></p><p>This section of the paper applies the above heuristics to the initial fragment of Joyce's "Clay". The fragment falls into three DSs: sentence 1 (DS1), sentences 2-6 (DS2), and sentences 6-12 (DS3).t Embedded in DS3 is DS3.1, consisting of sentences 9­10. Sentence 13 starts a fourth DS by returning to the first one. 1. The matron had given her leave to go out as soon as the women's tea was over and Maria looked forward to her evening out. 2. The kitchen was spick and span: the cook said you could see yourself in the big copper boilers. 3. The fire was nice and bright and on one of the side-tables were four very big barm­bracks. 4. These barmbracks seemed uncut; but if you went closer you would see that they had been cut into long thick even slices and were ready to be handed round at tea. 5. Maria had cut them herself.</p><p>6. Maria was a very, very small person indeed but she had a very long nose and a very long chin. 7. She talked a little through her nose, always soothingly: <b><i>Yes, my dear, </i></b>and <b><i>No, my dear. </i></b>8. She was always sent for when the women quarrelled over their tubs and always succeeded in making peace, 9. One day the matron had said to her:-Maria, you are a veritable peace-maker! 10. And the sub-matron and two of the Board ladies had heard the compliment. 11. And Ginger Mooney was always saying what she wouldn't do to the dummy who had charge of the irons if it wasn't for Maria. 12. Everyone was so fond of Maria.</p><p>13. The women would have their tea at six o'clock and she would be able to get away before seven.</p><p>The transition from sentence 1 to 2 is very similar to the transition from (a) to (b) in example (1): it is a shift from figure to ground marked primarily by tense and aspect changes and a shift from temporal to spatial/visual material. The change in time and space scales is not as dramatic here, but there is the</p><p><b>ffliese intuitive divisions, two of which correspond to Joyce's para­graph breaks, have been confirmed by one of the experiments report­ed in Reynolds and Nakhimovsky (in preparation).</b></p><page local="5"/><p>saine arrangement of narrated events that are prior to the Tem­poral Focus ("The matron had given her leave ...") and antici­pated <b>events </b>that are in the future with respect to the Temporal Focus (the women's tea, Maria's evening out). This sets up expectations suspended by the visual material and <b>Stative </b>verbs. Sentence 5, by using an action verb and the past-perfect tense, return to the time scale and the temporal arrangement of sentence 1.</p><p>The transition from S to 6 (paragraph break) is characterized <b>by </b>a shift in time scale and a topic re- introduction. The material is a (back)ground character description: 'Maria is such that...' The beginning of DS3.1 is signaled by a well-known clue phrase <b><i>One day </i></b>and <b>by </b>the past-perfect tense. Note that the material is still ground ('Maria is such that...'). The precise relationship between DS3 and DS3.1 is at this point ambiguous: they can be siblings, and they would <b>be </b>if sentences 11 and 12 were dropped from the narrative. However, sentence 11 clearly signals a return to the material of sentences 6-8: the tense changes back from past perfect to past (past progressive, presumably for a sharper contrast with the perfect), and the adverb <b><i>always, </i></b>used in sen­tences 7 and 8, reappears again. This establishes that DS3.1 is, indeed, embedded in DS3; note that it bears no relation to 1XS1, and, in particular, the past-perfect events of sentences 9-10 are much further in the past (on a different time scale) than the past perfect events of sentence 1.</p><p>The transition from 12 to 13 (the next paragraph break) is a return to the event sequence of sentence 1. The position of the TF, and the entire deictic center is indicated by the future-in-the-past tense. Note that it is essential to retrieve the entire deictic center, and not just the TF, because the WHO-point is also restored: the <b><i>she </i></b>in 13 does not evoke <b><i>Maria </i></b>of sentence 12 or any other sentence in DS 2 and 3 presented from the perspective of the implied narrator. Rather, this pronoun is a quasi-indexical (Rapaport 1986) that replaces the first-person singular / of Maria's thoughts and expectations, signaled by <b><i>Maria looked for­ward </i></b>in sentence l.f <b>S.</b><b> Future research.</b></p><p>There are several directions in which we are proceeding. Wiebe &amp; Rapaport (1988) and Wiebe (in progress) present an outline of a detailed computational investigation of narrative per­spective and reference. Reynolds &amp; Nakhimovsky (in prepara­tion) will report on several psychological experiments designed to obtain empirical data on how people segment narratives in the process of reading, and how they are segmented when recalled. The deictic center project (Bruder et al. (1986)) contains both a linguistic !;tudy of the role of indexicals in narrative segmentation fin contrast to tlie naive children's story of Example 1, it is difficult to make definite statements about the narrative perspective in Joyce. Even his early stories, anticipating the incoming modernism, deli berately and skillfully blend the character's perspective with the im­plied nan-ator's, so that even a description of Maria uses colloquial vocabulary iuid syntax that suggest a human voice that could be only Maria's.</p><p>and a computational project that will test all the diverse segmen­tation heuristics within the uniform system of belief representa­tion.</p><p><b>Acknowledgments.</b></p><p>This research was supported in part by NSF Grant No. 1R1-8610517. We are grateful to Mary Galbraith and Janyce M. Wiebe for comments on an earlier version, and to Bonnie Webber and Rebecca Passonneau for discussions of related work.</p><p><b>References.</b></p><p>Alker et al. 1985. Two reinterpretations of Toynbee's Jesus: Explorations in computational hermeneutics. In G. Tonfoni (ed.), <b><i>Artificial Intelligence and Text Understanding. Quaderni di Ricerca Linguistica </i></b>6: 49-94.</p><p>Allen, James. 1984. 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