{ "paper_id": "P85-1024", "header": { "generated_with": "S2ORC 1.0.0", "date_generated": "2023-01-19T09:39:24.834072Z" }, "title": "A PRAGMATIC~BASED APPROACH TO UNDERSTANDING INTERS~NTENTIAL ~LIPSI~", "authors": [ { "first": "Sandra", "middle": [], "last": "Car", "suffix": "", "affiliation": { "laboratory": "", "institution": "University of Delaware Nevark", "location": { "postCode": "19715, U3A", "settlement": "Delaware" } }, "email": "" } ], "year": "", "venue": null, "identifiers": {}, "abstract": "IntersententAal eAlipti caA utterances occur frequently in information-seeking dielogues. This paper presents a pragmatics-based framework for interpreting such utterances, ~ncluding identAfication of the spoa~r' s discourse ~oel in employing the fra~ent. We claim that the advantage of this approach is its reliance upon pragmatic information, including discourse content and conversational goals, rather than upon precise representations of the preceding utterance alone.", "pdf_parse": { "paper_id": "P85-1024", "_pdf_hash": "", "abstract": [ { "text": "IntersententAal eAlipti caA utterances occur frequently in information-seeking dielogues. This paper presents a pragmatics-based framework for interpreting such utterances, ~ncluding identAfication of the spoa~r' s discourse ~oel in employing the fra~ent. We claim that the advantage of this approach is its reliance upon pragmatic information, including discourse content and conversational goals, rather than upon precise representations of the preceding utterance alone.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Abstract", "sec_num": null } ], "body_text": [ { "text": "The fraRmentary utterances that are common in communication between humans also occur in man-Nachi~e OOmmUlLCcation. Humans perslat in using abbreviated statements and queries, even in the presence o/ explicit and repeated instructions to adhere to syntactically and semantically complete sentences \u2022 Thus a robust natural langua@e interface must handle ellipsis.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "We have studied one class of elliptical utterances, Intersentential fragments, in the context of an Information-seeklng dialogue.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "As noted by , such utterances differ from other forms of ellipsis in that interpretation often depends more heavily upon the speaker's inferred underlying task-related plan than upon preceding syntactic forms. For example, the fcllowlng elliptical fra@ment can only be interpreted within the context of the speaker's goal as communicated in the first utterance:", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "[EX1 ]", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "aT want to cash this check.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "Smell bills only. * Furthermore, intersententiel fragments are often employed to communicate discourse 8oals, such as expressing doubt, which a syntactically complete form of the same utterance may not convey as effectively.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "In the following alternative responses to the initial statement by SPEAKER-I, F1 expresses doubt regarding the proposition seated by 3PEAEZB-I whereas F2 merely asks about the jet's contents.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "\u2022 This work has been partially supported by a grant from the National 3cAence Foundation, XST-8311~00, and a subeontraot from Bolt Beranek and Newmm'l Inc.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "of a grant flwm the Nationa~ ScAence Foundation, T~T-8~19162 S~A~R-I : \"The Korean Jet shot down by the Soviets was a spy plane.\"", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "FI: \"With 269 people on board?\"~ F2:", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "\"With infrared cameras on board?\"", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "Previous research on ellipsis has neglected to address the speaker's discourse Eoals in employing the frasment but reel understanding requires that these be identified (Mann, Moore, and Levin, 1977) (Webber, PoZlack, and Hirschberg, 1982) .", "cite_spans": [ { "start": 168, "end": 198, "text": "(Mann, Moore, and Levin, 1977)", "ref_id": null }, { "start": 199, "end": 238, "text": "(Webber, PoZlack, and Hirschberg, 1982)", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "In this paper, we investlgate a framework for interpreting Intersententlal ellipsis that occurs in task-orlented dialogues. This framework includes:", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "[1] [2]", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "a context mechanism (Carberry, 1983 ) that builds the information-seeker, s underlying plan as the dialogue progresses and differentiates be~een local and global contexts. a discourse component that controls the interpretation of ellipsis based upon discourse goal expectations ~eaned from the dial o@ue ; this component \"understands\" ellipsis by identifying the\" discourse goal which the speaker is pursuing by employing the elliptical fragment, and by determining how the frasment should be interpreted relative to that goal. [3] an analysis component that suggests possible associations o\u00a3 an elliptical fragment with aspects of the inferred plan for the information-seeker.", "cite_spans": [ { "start": 20, "end": 35, "text": "(Carberry, 1983", "ref_id": "BIBREF1" }, { "start": 528, "end": 531, "text": "[3]", "ref_id": "BIBREF2" } ], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "[4] an evaluation component which, 51yen multiple possible associations o\u00a3 an elliptical fragment with aspects of the information-seeker,s underlying plan, selects that ansociation most appropriate to the discourse context and believed to be intended by the speaker.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTRODOCTION", "sec_num": null }, { "text": "As Ltlustrated by [EX1] , intersententiel eA1ipticaA fra@ments cannot be fully understood in and of themselves.", "cite_spans": [ { "start": 18, "end": 23, "text": "[EX1]", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Therefore a strate8~ for interpreting suc~ fra@ments must rely on knowledge obtained frcl sources other than the fragment itself.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Three possibilities exist: the syntactic ee Ta.~n fr'~ Flowers and Dyer(198~) form ar precedlug utterances, the seaantlo representation of preceding utterances, and expectations gleaned from understanding the preceding disQourse.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "The first two strategies are exemplified by the work oC Carbosoll and Hayes(1983), Hendrlx, Sacerdot\u00a2, and Sloc,~( 1976), Waltz( 1978) , and Velschedel and 3ondhelmer( 1982 ). Several limitations exist in these approaches, includiug an inabilit 7 to handle utterances that rely upon an assumed communication of the underlying task and difficulty in resolving ambiguity =\"oug multiple interpretations.", "cite_spans": [ { "start": 122, "end": 134, "text": "Waltz( 1978)", "ref_id": "BIBREF16" } ], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Consider the following two dislo~e sequences: SPEAE~R: \"I want to take a bus.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "The cost?\" SPEAKER: \"I want to purchase a bus. The cost?\"", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Zf a semantic strategy is employed, the case frame representation for \"bus\" may have a \"cost of bus\" and a \"cost of bus ticket\" slot; a~hlgulty arises regardlug to which slot the elliptical fr~sment \"The cost?\" refers.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Althou~ one might suggest extensions far handling this fra~ent, a semantic strategy alone does not provide an adequate frame~wurk for Interpreting intersentential ellipsis.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "The third potential strategy utilizes a model c~ the information-seeker's inferred tank-related plan and discourse ~oals.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "The power of this approach is its reliance upon pragmatic information, including discourse content and converse-tiona~ goals, rather than upon precise representations of the preceding utterances alone. was the first to relate ellipsis processlug to the domain-dependent plan underlying a speaker's utterance.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Allen views the speaker's utterance as part of a plan which the speaker has constructed and is executlug to accomplish his overall task-related goals. To interpret elliptical fragments, Allen first constructs a set of possible surface speech act representations for the elliptical fragment, limited by syntactic clues appearing within the fragment.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "The taskrelated ~oals which the speaker might pursue form a set o1\" expectations, and Allen attempts to infer the speaker's ~al-related plan which resulted in execution of the observed utterance.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "A part of this inference process involves determining which of the partially constructed plans connecting expectations (goals) and obeerved utterance are 'reasonable given the knovled~ and mutual beliefs of the speaker and hearer. Allen selects the surface speech act which produced the most reasonable inferred plan as the correct interpretation.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Allen notes that the speaker's fragment must identif7 the subg~als which the spea~er is pursu-Lug, but claims that in very restricted dmaains, identifying the speaker's overall ~ from the utterance ls sufficient to identify the appropriate response in terms of the obstacles present in such a plan. For his restricted do~aln involving train arrivals and departures, Allen's Interprets-tlon strategy vurke well.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "In more complex domains,", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "it Is necessary to identify the particular aspect of the speaker's overall task-related plan addressed by the clliptlcal frasment in order to interpret It properly.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "More recently, Litman and Allen(198q) have extended Allen's model to a hierarchy of task-plans and meta-plans.", "cite_spans": [ { "start": 26, "end": 37, "text": "Allen(198q)", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Litman is currently studying the interpretation of elliptical frasments within this enhanced framework.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "In addition to the syntactic, semantic, and plan-based strategies, a few other heuristics have been utilized.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "Carbusoll (1983) uses discourse expectation rules that suggest a set of expected user utterances and relate elliptical f~a~ents to these expected patterns.", "cite_spans": [ { "start": 10, "end": 16, "text": "(1983)", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "For example, if the sys-t~a asks the user whether a particular value should be used an the filler o\u00a3 a slot in a case frane, the system then expects the user's utterance to contain a confirmation or disson~Irmatlon pattern, a different filler for the slot, a comparative pattern such as \"too hard\", and so forth. Although these rules use expectations about how the speaker m~ght respond, they seem to have llttle to do with the expected discourse goals of the speaker.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "INTERPRETATION OF INTERS~qTENTIAL ~LLTPSIS", "sec_num": null }, { "text": "consists sot only of resognlzAr~ the particular surface-request or surface-lnform, but also of inferring what the speaker wants to accomplish and the relationship of each utterance to this task.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Real understanding", "sec_num": null }, { "text": "Interpretation of ellipsis based upon the speaker's inferred under~ lying task-related plan and discourse Eoals facilitates a richer interpretation of elliptical utterances.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Real understanding", "sec_num": null }, { "text": "A speaker can felicitously employ intersententlal ellipsis only Lf he believes his utterance will be properly understood.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "REQUISITE KNCWLEDG E", "sec_num": null }, { "text": "The motivation for this work is the hypothesis that speaker and hearer mutually believe that certain knowledge has been acquired during the course of the dialogue and that this factual knowledge along with other processing knowledge will be used to deduce the speaker,s intentions.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "REQUISITE KNCWLEDG E", "sec_num": null }, { "text": "We claim that the requisite factual knowledge includes the speaker,s inferred task-related plan, the speaker's inferred beliefs, and the anticipated discourse Eoala of the speaker; We claim that the requisite processing knowledge includes plan recognltlon strategies and focuslng techniques.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "REQUISITE KNCWLEDG E", "sec_num": null }, { "text": "In a cooperative information-seeking dAelogue, the ln~ormation-provider is expected to infer the ir~ors~ation-seeker, s underlying task-related plan an the dialogue pro~-eases.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "At any point An the dialo~e, ZS (the information-seeker) believes that soae subset of this plan has been coemunAmated to IP (the in~ormation-provider); therefore Y~ feeAa Juatl.rled in ~ormuAating utterances under the assumption that IP will use this inferred task model to interpret utterances, includIDg elliptl-eLL frasmente.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "An example will illustrate the importance of IS's inferred task-related plan in interpreting ellipsis.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "In the following, IS is conslderi~ purchase of a home mentioned earlier in the dialo-~ue: The frasmentar~ utterance \"At ni~t?\" is a request to know whether CS~O0 is meeting at night.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "IS: \"What", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "Hc~ever, if one precedes the above utterances with a quer~ whose rms~onse informs IS that CS~O0 meets only at ni~t, then the last utterance,", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "\u2022 At ni~t? = becomes an objection and request for corroboration or e~lanatlon.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "The reason for this difference in interpretation is the difference in beliefs regarding IS at the time the elliptical fragment is uttered.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "In the latter case, IP believes it As mutually believed that IS already knows IP' s beliefs regarcling when C/~O0 meets, so a request for that informatlon is not felicitous and a different intention or discourse goal is attributed to L~.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "Allen and Perrault(1980) used mutual beliefs in their work on indirect speech acts and sug-~sted their use in clarification and correction dlalogues.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "~idner(1983) models user beliefs about system capabilities in her work on recognlzlng speaker intention in utterances.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Task-Related Plan", "sec_num": "1." }, { "text": "The speaker' s anticipated discourse goals form a third compocent of factual knowledge required for processing elliptical frasmenta.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "The dlalogue precedlng an elliptical utterance may sugEest discourse goals for the speaker; these sugEested discourse gcals become shared knowledge between speaker and hearer.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "As a result, the listener is on the lookout for the speaker to pursue these anticipated discourse goals and inter~ ~rets utterances accordingly.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "Consider for example the following dialogue: In this example, IP's inlt~al query produces a strong anticipation that IS will pursue the discourse 8oal of provldlng the requested i~formatlon.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "There/ore subsequent utterances are interpreted with the expectation that IS will eventually address this 8oal.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "IS's first utterance is interpreted as ~u-sulng a discourse Eoal of seeking clarification of the question posed by IP; IS' s last utterance ansMers the initial query posed by IP.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "However discourse expectatlons do not persist forever with intervening utterances.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": ". Processing ~owledp P1 an-recognl tlon strategies and focusing techniques are necessary components of processing knowledge for interpreting intersententlal eillpsis.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "Plan-recognltion strategies are essential I-order to In/er a model of the speaker's underlying task-related plan and focusing techniqces are necessary in order to identIDi that portion of the underlying plan to which a frasmen-tar7 utterance refers.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "Focusing mechanAas have been employed by Gross(1977) in identifying the referents of definite noun phrases, by Robinson(1981) The discourse component then uses the results produced by the analysis component to determine if the fragment accomplishes the proposed discourse goal; if so, it interprets the fragment relevant to the identified discourse goal.", "cite_spans": [ { "start": 41, "end": 52, "text": "Gross(1977)", "ref_id": null }, { "start": 111, "end": 125, "text": "Robinson(1981)", "ref_id": "BIBREF13" } ], "ref_spans": [], "eq_spans": [], "section": "Anticipated Discourse Goals", "sec_num": "3." }, { "text": "The plan-analysls component is responsible for associating an elliptical fragment with a term or conjunction of propositions in Is's underlying task-related plan.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "The analysis component determines, based upon the .current focus of attention, the particular aspect of the plan highlighted by IS's fragment and the discourse goal rules infer hcw IS intends the fra@Rent to be interpreted. This paper will discuss three classes of elliptical fragments; a description of how other fragments are associated with plan elements is provided in (Carberry, 1985) .", "cite_spans": [ { "start": 373, "end": 389, "text": "(Carberry, 1985)", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "A constant fragment can only associate with terms whose semantic type is the same or a superset of the semantic type of the constant. Furthermore, each term has a limited set of valid instantlations within the existing plan. A co-specifler proposed by the focusing rules must be confirmed by an inference machine; if any contradications are detected, other co-specifiers are suggested. )", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "A propositional fragment can be of two types. The first contains a proposition whose name is the same as the name of a proposition in the plan domain.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "The second type is a more general propositional fragment which cannot be associated with a specific plan-based proposition until after analyzing the relevant propositions appearing in IS's plan.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "The semantic representations of the\" utterances \"Taught by Dr. Smith?\" \"With Dr. Smith?\" would produce respectively the type I and type 2 pro pc si ti ons Teaches (_as : &SECTIONS, SMITH ) Genpred( SMITH )", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "The latter indicates that the name of the specific plan proposition is as yet unknown but that one of its parameters must associate with the constant Sml th.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "A proposition of the first type associates with a proposition of the same name if the parameters of the propositions associate.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "A proposition of the second type associates with any proposition whose ~arameters include terms associating with the known parameters of the propositional fragment.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "The semantic representation of a term such as \"The meeting time?\" is a variable term _~me : &MTG-TMES Such a term associates with terms of the same semantic type in IS's plan. Note that the exlsting plan may contain constant instantiatlons in place of former variaOles.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "A term fragment still associates with such constant terms.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "PLAN-ANALYSIS COMPONENT I. Association of Fragments", "sec_num": null }, { "text": "The plan-analysis component constructs a conjunction of propositions PLPREDS and/or a term PLTERM representing that aspect of the informatlon-seeker' s plan highlighted by the elliptical fragment; STERM and SPREDS are produced by substituting into PLTERM and PLPREDS the terms in IS's fragment for the terms with which they are associated in IS's plan. Carbonell (1983) demonstrated this phemonenon in an informal poll in which users were found to interpret the fraRment in the followlng dialogue as retaining the fixed media specification:", "cite_spans": [ { "start": 363, "end": 369, "text": "(1983)", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "Results of Plan-Analysis Component", "sec_num": "2." }, { "text": "\"What is the size of the 3 largest single port fixed media disks?\"", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Results of Plan-Analysis Component", "sec_num": "2." }, { "text": "\"disks with two ports?\"", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Results of Plan-Analysis Component", "sec_num": "2." }, { "text": "We have noted the same phenomenon in a student advisement domain.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Results of Plan-Analysis Component", "sec_num": "2." }, { "text": "Thus when an elliptical fragment associates with a portion of the task-related plan or an expansion of one of its actions, the context establlshed by the preceding dlalogue must be used to replace information deleted from this streamlined, frae~mentary utterance.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Results of Plan-Analysis Component", "sec_num": "2." }, { "text": "The set of ACTIVE nodes in the context model form a stack of plans, the toPmost of whlca is the current focused plan; each of these plans is the expanslon of an action appearing in the plan Immediately beneath it in this stack.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Results of Plan-Analysis Component", "sec_num": "2." }, { "text": "These ACTIVE nodes represent the established Elobal context within w~ich the fragmentary utterance occurs, and the propositions appeaclng along this path contain information missing frca the sentence fragment but ;~'esumed understood by the speaker.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Results of Plan-Analysis Component", "sec_num": "2." }, { "text": "If the elliptical fragment ls a proposition, the analysis component produces a conjunction of propositions 3PREI~ representing that aspect ot the plan hi~hii~ted bY IS's el!iptlcal fra~ent.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Results of Plan-Analysis Component", "sec_num": "2." }, { "text": "If the elliptical fragment is a constant, term, or term with attached propositions, the analysis component produces a term STERM associated with the constant or term in the fraRment as well as a con-Junction of propositions SPREDS.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXAM~E-I", "sec_num": null }, { "text": "SPREDS consists of all propositions along the paths from the root of the context tree to the nodes at which an element of the frasment is associated with a plan element, as well as all propositions appearing along the previous ACTIVE path. The former represent the new context derived from IS's frs4mentary utterance whereas the latter retain the previously established global context. The path from the root of the context model to the node at which the elliptical fragment associates with a term in the plan produces the additional pro pc sl tl on Uses (_ss : &SECT IONS,_book: &TEXTS ) The analysis component returns the con~unctlon of these propositions along with STERM, in this case _book: &TEXTS The semantics of this interpretation is that IS is drawing attention to the term STERM such that the con~unctlon of propositions SPREDS is satisfied ---namely, the textbook used in sections of C3360 that meet on Monday in the Fall of 1985.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXAM~E-I", "sec_num": null }, { "text": "The analysis component proposes a set of potential associations of the elliptical fragment with elements of IS' s underlying task-related plan.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "The evaluation component employs focusing strategies to select what it believes to be the interpretation intended by 13 ---namely, that interpretation most relevant to the current focus of attention in the dialogue.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "We employ the notion of focus domains in order to group finely grained actions and associated plans into more general related structures. A focus domain consists of a set of actions, one of which is an ancestor of all other actions in the focus domain and is called the root of the focus domain.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "If as action is a member of a focus domain and that action is not the root action of another focus domain, then all the actions contalnad in the plan associated with the first action are also members of the focus domain. (This is similar to Grosz's focus spaces and the notion of an object being in implicit focus.)", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "The use of focus domains allows the groupin8 together of those actions that appear to be at approximately the sa~me level of Impllcit focus when a plan is explicitly focused.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "For example, the actions of learnlr~ from a particular teacher, learning the material in a given text, and attend-Ing class will all reside at the same focus level within the expanded plan for earning credit in a course. The action of going to the cashler's office to pay one's tuition also appears within this expanded plan; however it will reside at a different focus level since it does not come to mind nearly so readily when one thinks about taking a course.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "The following are two of seven focusing rules used to select the association deemed most relevant to the existing plan context.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "[F1] Within the current focus space, prefer assoclatlons which occur within the current focused plan.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "IF2] Within the current focus space and current focused plan, prefer associations within the actions to achieve the most recently considered action.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EVALUATION COMPONENT", "sec_num": null }, { "text": "We [33 Seek-Clarify-questlon: IS requests information relevant to clarifying a question posed by ZP.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "DISCOURSE GOALS", "sec_num": null }, { "text": "When IS m~es an utterance, he is attempting to accomplls~ a discourse goal ; this discourse goal may in turn predict other suDsequent discourse goals for IS. For e~ple, if I~ asks a question, one anticipates that IS may want to expand upon his question. Similarly, utterances made by IP suggest dlsoourse goals for LS. These Aatlcipated Discourse Goals provide very strong expectations for IS and may often be accomplished implicitly as well as explicitly.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "ANTICIPATED DISCOURSE GOALS", "sec_num": null }, { "text": "The discourse ~als of the previous section also serve as anticipated discourse goals.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "ANTICIPATED DISCOURSE GOALS", "sec_num": null }, { "text": "Three additional anticipated discourse goals appear tO play a major role in determining how elliptical fragments are interpreted.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "ANTICIPATED DISCOURSE GOALS", "sec_num": null }, { "text": "One such anticipated discourse ~al is: Accept-Questlon: IP has posed a question to IS; IS must now accept the question either explicitly, implicitly, or indicate that he does not as yet accept it.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "ANTICIPATED DISCOURSE GOALS", "sec_num": null }, { "text": "Normally dialogue participants accept such questions implicitly by proceding to answer the question or to seek information relevant to formulating an answer.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "ANTICIPATED DISCOURSE GOALS", "sec_num": null }, { "text": "However IS may refuse to accept the question posed by IP because he does not understand It (perhaps he is unable to identify some of the entities mentioned in the question) or because he is surprised by it. This leads to discourse goals such as seeking confirmation, seeking the identity of an entity, seeking clarification of the posed question, or expressing surprise at the question.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "ANTICIPATED DISCOURSE GOALS", "sec_num": null }, { "text": "The discourse stack contains anticipated discourse goals which IS is expected to pursue. Anticipated discourse goals are pushed onto or popped from the stack as a result of utterances made by IS and IP. We have identified a set of stack processing rules which hold for simple utterances.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "THE DISCOURSE STACK", "sec_num": null }, { "text": "Three examples of such stack process-Ing rules are:", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "THE DISCOURSE STACK", "sec_num": null }, { "text": "[SP1]When IP asks a question of IS, Answer-Question and Accept-Questlon are pushed onto the discourse stack.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "THE DISCOURSE STACK", "sec_num": null }, { "text": "[SP2]When IS poses a question to IP, Expand-Question is pushed onto the discourse stack. Once IP begins answering the question, the stack is popped up to and including the Expand-Questlon discourse goal.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "THE DISCOURSE STACK", "sec_num": null }, { "text": "[SP3]When IS's utterance does not pursue a goal sugEested by the top entry on the discourse stack, this entry is popped from the stack.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "THE DISCOURSE STACK", "sec_num": null }, { "text": "The motivation for these rules is the following. When IP asks a question of IS, IS is first expected to accept the question, either implicitly or expllcltly, and then answer the question. Upon posing a question to ~P, IS is expected to expand upon this question with subsequent utterances or wait u~tll IP produces an answer to the question. Alt~oug~ the strongest expectations are that IS will pursue a goal suggested by the top element of the discourse stack, this anticipated discourse goal can be passed over, at which point it no longer sug~sts expectations for utterances.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "THE DISCOURSE STACK", "sec_num": null }, { "text": "The discourse component employs discourse expectation rules and discourse goal rules. The discourse expectation rules use the discourse stack to suggest possible discourse goal s for L~ and activate the associated discourse goal rules.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "DISCOURSE INTERPRETATIOM COMPOM~T", "sec_num": null }, { "text": "These disnourse goal rules ttse the plan-analysis component to help determine the best interpretation of the fra~entar7 utterance relevant to the sug~sted discourse goal.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "DISCOURSE INTERPRETATIOM COMPOM~T", "sec_num": null }, { "text": "If a discourse goal rule succeeds in producing an interpretation, then the discourse component identifies that discourse goal and its associated interpretation as its understanding of the utterance.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "DISCOURSE INTERPRETATIOM COMPOM~T", "sec_num": null }, { "text": "The top element of the discourse stack activates the discourse expectation rule with which it is associated; this rule in turn suggests discourse goals which the information-seeker' s utterance may pursue and activates these discourse goal rules.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "I. Discourse Expectation Rules", "sec_num": null }, { "text": "The following is an example of a discourse expectation rule:", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "I. Discourse Expectation Rules", "sec_num": null }, { "text": "[DE1]If the top element of the discourse stack is Answer-Question, then I. Apply discourse goal rule DG-Answer-Quest to determine if the elliptical fragment is being used to accomplish the discourse goal of answering the question.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "I. Discourse Expectation Rules", "sec_num": null }, { "text": "2. If no interpretation is produced, apply rule S-Suggest-Answer-Questlon to determine if the elliptical fragment is being used to accomplish the discourse goal of suggesting an answer to the question. 3. If no interpretation is produced, apply discourse goal rule DG-Obtaln-Info to determine if the elliptical fragment is being used to accomplish the discourse goal of seeking information in order to construct an answer to the posed question.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "I. Discourse Expectation Rules", "sec_num": null }, { "text": "Once IS understands the question posed to him, IP's strongest expectation is that IS will answer the question; therefore first preference is given to interpretations which accomplis~ this goal.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "I. Discourse Expectation Rules", "sec_num": null }, { "text": "If IS does not immediately answer the question, then we expect a cooperative dialogue participant to work towards answering the question.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "I. Discourse Expectation Rules", "sec_num": null }, { "text": "This entails gathering information about the underlying taskrelated plan in order to construct a response.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "I. Discourse Expectation Rules", "sec_num": null }, { "text": "Discourse goal rules determine if an elllptlcal fragment accomplishes the associated discourse goal and, if so, produce the appropriate interpretation of the fragment.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Discourse Goal Rules", "sec_num": "2." }, { "text": "These discourse goal rules use the plan-analysls component to help determine the best interpretation of the frasmentary utterance relevant to the suggested discourse goal.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Discourse Goal Rules", "sec_num": "2." }, { "text": "However these interpretations are not actual representations of surface speech acts; instead they generally indicate elements of the plan whose values the speaker is querying or specifying.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Discourse Goal Rules", "sec_num": "2." }, { "text": "In many respects, this provides a better \"understanding\" of the utterance since it describes what the speaker is trying to accom-pli~.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Discourse Goal Rules", "sec_num": "2." }, { "text": "The following is an example of a rule associated with a discourse goal suggested by the stack entry Accept-Response; the latter is pushed onto the discourse stack when IP responds to a question posed by IS.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Discourse Goal Rules", "sec_num": "2." }, { "text": "The discourse component calls the plananalysis component to associate the elliptical fragment with a term STERM or a conjunction of propositions SPREDS in IS's underlying task-related plan. If IP believes it is mutually believed that IS already knows IP's beliefs about the value of the term STERM or the truth of the propositions $PREDS, then identify the elliptical fragment as accomplishing the discourse ~al of expressing surprise at the preceding response; in partlcular, IS is surprised at the known values of STEP=M or SPREDS in li@~t of the new informet.lon provided by IP' s preceding response and the known aspect queried by IS's fragment.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Obtain-Corrob", "sec_num": null }, { "text": "The followin8 is one of several rules associated with the discourse ~al Answer-Question.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Obtain-Corrob", "sec_num": null }, { "text": "J~Ct\" Answer-Oues t--~. If the elliptical fragment terminates with a period, then the discourse component calls the plan-analysls component to associate the elliptical frasment with a conjunction of propositions SPEEDS in IS's underlying taskrelated plan.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Obtain-Corrob", "sec_num": null }, { "text": "If successful, interpret the elliptical fragment as answerlr~ \"Yes\", with the restriction that the propositions SPREDS be satlsfi~d in the underlyin~ .i ~n.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Obtain-Corrob", "sec_num": null }, { "text": "This pragmatics-based framework for processing intersententlal ellipsis has been implemented for a subset of discourse goals in a domain con-slstln8 of the courses, policies, and requlrements for students at a unlverslty. The following are worklng examples from this implementation.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "IMPLE}~NTATION AND EXAMPLES", "sec_num": null }, { "text": "The ellipsis processor is presented with a semantic representation of Is's elliptical fragment; it \"understands\" intersententlal elliptical utterances by Identlfyin8 the discourse goal which I~ is pursuing in employing the frasment and by producing a plar,-Oased interpretation relevant to this discourse goal. This e,-=mple illustrates a simple request for information. The discourse goal rules sugEested by Accept-Response do not identify the fragment as accomplishing their associated discourse Eoals, so the top entry of the discourse stack is popped; this indicates that IS has implicitly accepted IP' s response.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "IMPLE}~NTATION AND EXAMPLES", "sec_num": null }, { "text": "The entry Obtaln-Informatlon on the discourse stack activates the rule DG-Obtaln-In/'o. Pl an-analy sl s is activated to associate the elliptical fragment with an aspect of I$'s taskrelated plan.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "IMPLE}~NTATION AND EXAMPLES", "sec_num": null }, { "text": "The construction of 5TERM and SPREDS for this ezample was described in detail in the plan analysis section and will not be repeated here. Since our belief model indicates that IS does not currently know the value of STERM such that SPREDS is satisfied, this rule identifies the elliptical fragment as seeking information in order to formulate a task-related plan; in particular, I -~ is requestlng the value of STERM such that SPREDS is satisfied ---namely, the textbook used in sections of C3360 that meet on Monday in the Fall of 1985.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "IMPLE}~NTATION AND EXAMPLES", "sec_num": null }, { "text": "This example illustrates an utterance in which IS is surprised by IP's response and see~s elaboration and corroboration of it.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "IMPLE}~NTATION AND EXAMPLES", "sec_num": null }, { "text": "(The construction of $PREDS by the plan analysis component will not be described since it is similar to EXAMPLE-I.) IS: \"I want to take CS620 in Fall 1985.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "IMPLE}~NTATION AND EXAMPLES", "sec_num": null }, { "text": "Who is teaching it?\" C2] the aspect of the plan queried by IS's elliptical fra~ent, namely the SPREDS proposition Teaches ( SMITH ,_ss: &SECTIONS)", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "IMPLE}~NTATION AND EXAMPLES", "sec_num": null }, { "text": "The following is an example which our framework handles but which poses problems for other stra-te61es.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXA~ELFcl", "sec_num": null }, { "text": "IS: \"I want to register for a course. But I massed pre-reglstration. The cost?\"", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXA~ELFcl", "sec_num": null }, { "text": "The first two utterances establish a plan context of late-reglstering, within which the elliptical fra~ent requests the fees involved in doing so. I~'s fragment associates with the term _ireg: &MONEY in IS' s inferred plan, as well as with terms elsewhere in the plan.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXA~ELFcl", "sec_num": null }, { "text": "However none of the other terms appear in the same focus space as the most recently considered action, and therefore the association of the fragment with _lreg: &MONEY is selected as most relevant to the current dlalogue context.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXA~ELFcl", "sec_num": null }, { "text": "The discourse stack immediately prior to the elliptical fra6ment contains the single entry Prov ide-For-Assimil atl on This anticipated discourse goal suggests the discourse goals of 1 )providing further inforaatlon for assimilation and 2)see~Ing information in order to formulate the task-related plan. The utterance terminates in a \"?\", ruling out provide for assimilation.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXA~ELFcl", "sec_num": null }, { "text": "Therefore rule DG-Obtaln-Info identifies the elliptical fragment as seeking information.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXA~ELFcl", "sec_num": null }, { "text": "In particular, the user is requesting the fee for late registration, namely, the value of the term _cstl : &MONEY such that SPREDS is satisfied, where SPREDS Is the conjunction of the propositions Course-Offered(_crs: &COU RSE,_sea: &SEMESTERS ) Is-Sectlon-Of( _ss: &SECTION S,_sem: &SE)~STERS) Is-Offer ed(_ss: &SECTIONS,_sem: &SEmeSTERS) Costs( LATE-Rwn. ,_cstl : &MONEY)", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXA~ELFcl", "sec_num": null } ], "back_matter": [ { "text": "The main limitation of this pragmatics-based framework appears to be in handling Intersententlal elliptical utterances such as the following: IS: \"Who is the teacher of C3200?\" IF: \"Dr. Herd is the teacher of C3200.\" IS: \"C32637\" Obviously IS' s elliptical fragment requests the teacher of C3263. Our model cannot currently handle such fragments.This limitation is partially due to the fact that our mechanlems for retaining dialogue context are based upon the view that IS constructs a plan for a task in a deptb-flrst fashlon, completing Investlgation of a plan for C3200 before moving on to investigate a plan for CS263. Since the teacher of C3200 has nothing to do with the plan for taking C3263, the mechanisms for retaining dialogue context will fail to identify\u2022 teacher of CS263\" as the information requested by IS.One might argue that the elliptical fragment in the above dialogue relies heavily upon the syntactic representation of the preceding utterance and thus a syntactic strategy is required for interpretation.This may be true. However if we view dialogues such as the above as investigating task-related plans in a kind of \"breadth-flrst\" fa~hlon, then IS is analyzing the teachers of each course under consideration first, and will then move to considering other attributes of the courses.It appears that the plan-based framework can be extended to handle many such dialogues, perhaps by using meta-plans to represent how IS is constructing his task-related plan.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "EXTENSIONS AND FUTURE WORK", "sec_num": null }, { "text": "This paper ha~ described a pragmatlcs-based approach to interpreting intersententlal elliptical utterances during an information-seeking dialogue in a task domsin. Our framework coordlnares many knowledge sources, including the informatlon-seeker' s inferred task-related plan, his inferred beliefs, his anticipated discourse goals, and focusing strategies to produce a rich interpretation of ellipsis, including identification of the Ir~ormatlon-seeker's d/scourse goal. This framework can handle many e-~mples wblch pose problems for other strate~Les.We claim that the advantage of tbls approach is its reliance upon pragmatic information, including discourse content and conversational goals, rather than upon precise representations of the preceding utterance alone.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "CON CL USION S", "sec_num": null }, { "text": "T would llke to thank Ralph Welschedel for his encouragement and direction in this research and Lance Remsbaw for many help/ul ~Iscusslons and suggestlons.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "ACKN OWLEDG E~ TS", "sec_num": null } ], "bib_entries": { "BIBREF0": { "ref_id": "b0", "title": "Analyzing Intention in Utterance, s", "authors": [ { "first": "J", "middle": [ "F" ], "last": "Allen", "suffix": "" }, { "first": "C", "middle": [ "R" ], "last": "Perraul T", "suffix": "" } ], "year": 1980, "venue": "Artificial Intelligence", "volume": "15", "issue": "3", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Allen, J.F. and Perraul t, C.R. , \"Analyzing Intention in Utterance, s\", Artificial Intelli- gence, 15(3), 1980", "links": null }, "BIBREF1": { "ref_id": "b1", "title": "Tracking User Goals in an Informatlon-Seeking Environment", "authors": [ { "first": "S", "middle": [], "last": "Carberry", "suffix": "" } ], "year": 1983, "venue": "AAAI", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Carberry, S., \"Tracking User Goals in an Informatlon-Seeking Environment\", AAAI, 1983", "links": null }, "BIBREF2": { "ref_id": "b2", "title": "Recovery Strategies for Parsing Extragrammatl cal Language", "authors": [ { "first": "S", "middle": [], "last": "Carberry", "suffix": "" }, { "first": "J", "middle": [ "G" ], "last": "Carbonell", "suffix": "" }, { "first": "Philip", "middle": [], "last": "Hayes", "suffix": "" } ], "year": 1983, "venue": "Amer. 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Sondhelmer, \"An Improved Heuristic for Ellipsis Processing\", Proc. 20th Annual Meeting of ACL, 1982", "links": null } }, "ref_entries": { "FIGREF0": { "text": "IS: \"Who is teaching C~O0?\" IP: \"Dr. Brown is teaching C.~O0.\" IS: \"At ni~t?\"", "type_str": "figure", "num": null, "uris": null }, "FIGREF1": { "text": "IP: \"Have you taken C3105 or C3170?\" I~: wit the Unlversity of Delaware?\" IP: \"No, anywhere.\" IS: \"Yes, at Penn State.\"", "type_str": "figure", "num": null, "uris": null }, "FIGREF2": { "text": "mEarn-Credit(IS,CS360,FALL85) such that Course-Offered(CS360,FALL85) ] i (1)~Earn-Cre~t-Sectlon(IS,_ss:&SECTIONS) such that Is-~ection-Of(_ss: &3ECTION S, ~360 ) Is-Of fere,~(_ss: &SECTION S, FALL85 ) (1)~iearn-Materlal(IS,_ss:&SEcTIONS,_s~l:&SYLBI) such that Is-Syllabus-Of(_ss:&SECTIONS,_s~l:&SYLBI) i (1)ILearn-Frem(I~,_fac:aSECTIONS,_ss:&SECTIONS) such that Teaches(_fae:&FACULTY,_ss:&SECTIONS) [ i (1)IAttend-CIass(IS,_day:&MTG-DAYS,_tme:&MTG-T~S,~Ic:&MTG-PLC3) such that Is-Mt g-Day (_ss: &SECTION S, day: &MTG-T~S ) Is-Mtg-Time (_ss: &SECT ION S,_tme: &~-T~S ) Is-Mtg-PIc(_ss:&SECTIONS,_plc:&MTG-~C~) J (1)'iearn-Text(IS,_txt:&TEXTS) such that Uses(_ss:&SECTIONS,_txt:&TEXTS) Figure I: A Portion of the Expanded Context Tree for It appears that h,-,ans retain as much of the established context as possible in interpreting intersententlal ellipsis.", "type_str": "figure", "num": null, "uris": null }, "FIGREF3": { "text": "This example illustrates how the plananalysis component determines that aspect of IS's plan hi~llg~ted by an elliptical fragment. It also shows how the established context is mainrained in interpreting ellipsis. IS: \"Is C3360 offered in Fall 1985?\" IP: \"Yes.\" IS: sod any sections meet on Monday?\" IP: \"One section of CS360 meets on Monday at ~PM and another section meets on Monday at 7PM. \" IS: \"The text?\" A portlon 0\u00a3 I~'s inferred task-related plan prior to the elliptical fragment is shown in glgure I. Nodes along the ACTIVE path are marked by aster-lsk~. The semantic representation of the fragment \"The text?\" will be the variable term _book: &TEXTS This term associates with the term _txt : &TEXTS appearing at the node for the action Learn-Text ( IS, txt: &TEXTS ) such that Use s(_ss: &SECTIONS,_txt : &TEXTS ) The propositions along the active path are Course-Offered( CS360, FALL85 ) Is-Sectl on-Of (_ss: &SECTIONS, CS360) Is-Offered (_as : &SECT I0N S, FALLS 5 ) Is-Syllabus-Of(_ss: &SECTIONS,_syl: &S~LBI) Teaches (_fac: &FACULTY,_ss: &SECTIONS) I s-Mt g-Day (_ss: &SECT ION S, MDN DAY ) Is-Mt g-Time (_ss: &SECT IONS,_tme: & M%T,-T~S ) Is-Mt g-P1 c (_ss: &SECT IONS,_pl c: &MTG-PLCS ) These propositions maintain the established context that we are talking about the sections of C3360 that meet on Monday in the Fall of 1985.", "type_str": "figure", "num": null, "uris": null }, "FIGREF4": { "text": "Obtaln-Corroboration: IS expresses surprise regarding some proposition P and requests elaboration upon and justification of it.", "type_str": "figure", "num": null, "uris": null }, "FIGREF5": { "text": "IS: \"Is CS360 offered in Fall 19857\" IP: \"Yes.\" IS: \"Do any sections meet on Monday?\" IP: \"One section of C3360 meets on Monday at qPM and another section meets on Monday at 7PM. \" IS: \"The text?\" Immediately prior to IS's elliptical utter-. ante, the discourse stack contair~ the entries Acre pt-Response Obtaln-Informatlon", "type_str": "figure", "num": null, "uris": null }, "FIGREF6": { "text": "\"Dr. Smith is teaching CS620 in Fall 1985.\" IS: \"What time does CS620 meet?\" IP: \"C\u00b0~20 meets at SAM. \" IS: \"With Dr. Smlth?\" I~'s elliptical fragment will associate with the term Teaches (_fat -&FACULTY,_ss : &SECTIONS ) in IS's task-related plan. SPREDS will contain the propositions Course-Offered( CS6 20, FALL85 ) Is-Section-Of(_ss :&SECTIONS, CS620 ) Is-Offered (_ss: &SECT I0N S, gALL85 ) Is-Syllabus-Of( _ss : &ZECTIONS,_sy i : &SYLB I ) Teaches( SMITH ,_ss : &SECTIONS) Is-Mt~-Day ( _ss: &SECTIONS,_day : &MTG-DA YS ) Is-Htg-Time(_ss: &SECTIONS,_tme: &MT~-TM~S) Is-Mtg-Plc(_ss: &SECTIONS,_gl c : &MTG-PL CS) Immediately prior to the occurrence of the elllptical fragment, the discourse stack contains the entries Acre pt-Respo n~e Obtain-Information Accept-Response, the top entry of the discourse stack, su6Eests the discourse goals of I )seeking .~onflrmatlon or 2,~seeklng corroboration of a component of the preceding response or 3)seeking elaboration and corroboration of some aspect of this ( I ) eEarn-Credit ( IS ,_crse : &COU RsE,_sem: &SEmeSTERS) such that Course-Of f ered(_cr se: &COU RSE,_sem: &S~STERS) l I ( I ) eEarn-Cr edit-Sectlon(IS ,_ss: &SECTIONS) such that Is-Secti on-Of (_as: a3ECT ION S, _or se :&COURSE) Is-Offered(_ss: &SECTIONS,_sea: &SE)~STERS) I i ( I ) iRegl ster-Late ( IS ,_ss: &SECTION S, _sea: &S E)~STERS) i eMiss-Pro-Reg( IS ,_sea: &SEM~TEBS) Pay-Fee (IS, LATE-REG ,_sere: &SEI~STF~S) Pay( IS ,_lreg: &MONEY) such that Costs( LATE-RE3 ,_lreg: &MON ~-Y) A Portion of the Expanded Context Tree for EXAMPLE-3 response. The discourse goal rules Seek-Conflrm and Seek-Identlfy fail to identify their associated discourse goals as accomplished by the user's fragment. Ou~ belief model indicates that IS already knows that SPREDS is satisfied; therefore the discourse goal rule DG-Obtain-Corrob identifies the elliptical fragment as expressing surprise at and requesting corroboration of IP's response. In particular, IS is surprised that SPRED~ is satisfied and this surprise is a result of [I] the new information presented in IP's preceding response, namely that 8AM is the value of the term _tae: &MTG-T~S in the SPREDS proposition Is-Mt g-Tiae(_ss: &SECTION S,_tme: ~ T~S )", "type_str": "figure", "num": null, "uris": null }, "FIGREF7": { "text": "presents a portion of 13' s underlying task-related plan Inferred frca the utterances preceding the elliptical frasment. The parenthesized numbers preceding actions indicate the action's focus domain.", "type_str": "figure", "num": null, "uris": null }, "TABREF0": { "type_str": "table", "content": "
elementary school do children
in Rolling Hills attend?\"
ZP: \"They attend Castle Elementary.\"
IS: \"Any nearby seim clubs?\"
An informal poll indicates that most people inter-
pret the last utterance as a request for swim
clubs near the property under considerationin
Rolling Hills and thatthe reason for such an
interpretationis their inference thatIS is
investigating recreationalfacilities that might
be used if IS were to purchase the home.However,
if we substitute the frasment
\u2022 An~ nearby day-care centers?\"
for the last utterance in the dialogue,then
interpretationdepen~upon whether one believes
IS wants hls/her children to be bused, or perhaps
even walk, to day-care directly from school.
2. Shared Beliefs
Shared beliefs of facts,beliefs which the
listener believes speaker and iistecer mutually
hold, are a second component of factual knowledge
required for processing intersentential elliptical
fra6ments.These shared beliefs either represent
presueed a priori knowledge of the domain, such as
a pres~ptlonthat dialogue participantsin a
unAvereity domain know thateach course has a
teacher, or beliefs derived from the dialogue
itself. of the latter Understanding utterances An e~ple requires that we
identifythe speaker's discourse goal in making
the utterance.Shared beliefs,oftencalled
mutualbeliefs,form a partof communicated
knowledge used to interpretutterancesand iden-
tifydiscourse goals in a cooperative dlalogue.
The following e~a~le illustrates how IP' s beliefs
about IS influence usderstan~Ing.
", "text": "occurs i~ IP tells IS that C3360 is a 5 credit hour course; IS may not himself believe that C3360 is a 5 credit hour course, but as a result of IP's utterance, he does believe it is mutually believed that IP believes this.", "html": null, "num": null } } } }