<?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>Centering in Japanese: A Step Towards Better Interpretation of Pronouns and Zero-Pronouns</title><author surname="Takada" givenname="Shingo"><org  name="Keio University" country="Japan" city="Tokyo"/></author><author surname="Doi" givenname="Norihisa"><org  name="Keio University" country="Japan" city="Tokyo"/></author></firstpageheader><frontmatter><p>Centering in Japanese: A Step Towards Better Interpretation of</p><p>Pronouns and Zero-Pronouns</p><p><i>Shingo Tnkiuln Norihisa, Do</i><b><i>'i</i></b></p><p>nnchigan@doi.cs.kcio.ac.jp doi@doi.cs.keio.ac.jp</p><p>Department of Computer Science, Kcio University</p><p>Abstract;</p></frontmatter><abstract>An extension of the notion of "cen­tering" is described for interpreting zero-pronouns and overt pronouns in natu­rally occurring Japanese text. In previ­ous work, one zero-pronoun encodes the backward-looking center, with pronouns and other zero-pronouns handled as if they were overfly expressed. An investigation is made, and from it pronouns and zero pronouns are concluded to bo more salient than other overt noun phrases, 'flits en ab les better interpretation of pronouns and zero-pronouns. </abstract></header><body><section number="1" title="Introduction"><p>In order to avoid unnafuralness caused by redun­dant use of full noun phrases, pronominal expressions are used. In Japanese, there are basically two types of pronominal expressions: the zero .pronoun and the (overt) pronoun. Zero-pronouns can be defined as follows [Yoshimoto 8(5]:</p><p>A zero-pronoun is a noun phrase which is of an obligatory case and which is not ex­pressed but can be understood through dis­course and context.</p><p>There has been much work on handling zero-pronouns, such as [Kameyania, 85], [Yoshimoto 80], [Walker 92], and [Nornoto 93], Among them, M. Kameyaina showed in [Kameyania 85] that zero pronouns in Japanese sentences could be interpreted using a concept called "centering" [Joshi 81]. In the centering model, there is one entity that an utter­ance most centrally concerns. This entity is referred to as the backward-looking center (Cb). Any other entity appearing in an utterance is a forward-looking center (Of) which may become a Ob later on in the discourse. Cfs are ordered by grammatical functions according to their degrees of salience as follows:</p><p>Topic &gt; Subject &gt; Objecl/Object'2 &gt; Others (Oblique, Possessor, etc)</p><p>Kameyania showed that the zero-pronoun corre­sponds to the Ob in Japanese, tint, in her account, if there is more than one zero-pronoun in an ut­terance, only one of them is the Ob, and all other zero-pronouns were handled just as if they had been overtly stated. Furthermore, pronouns were also treated as if the entities had been stated as 'ordi­nary' noun phrases. Hut, overt pronouns are used to avoid unnaturalness, just as zero-pronouns are, and their antecedents should be found.</p><p>In this paper, overt pronouns, as well as zero-pronouns, are interpreted by extending the notion of centering. Basically, entities corresponding to the zero-pronouns and overt pronouns are all treated as being given more attention than other entities in a sentence. Only those pronouns and zero-pronouns that are of an intersenfeufial nature are handled. So, those whose antecedent appears in the same sen­tence as the pronominal element, i.e. intrasentential anaphora, and those whose antecedent appears after the pronominal element, i.e. calaphora, are outside the scope of this paper.</p><p>In section 2, the extended notion of centering the (Jen 1er List Model •• is explained. In section 3, a sys­tem implementing the Center List Model is described and evaluated. Concluding remarks are made in sec­tion 4.</p></section><section number="2" title="The Center List Model"><p>In this section, centering is extended to handle multiple zero-pronouns, and then further extended to handle overt pronouns. Finally, the ordering of en­tities for showing the degree; of salience is described.</p><doubt alpha="0.0" length="4" tooSmall="False" monospace="0.0">1151</doubt><page local="2"/><subsection number="2.1" title="Zero-Pronouns"><p>In Kameyama's account, only one zero-pronoun encodes the Cb, and any other zero-pronouns be­come Cfs, just as if they had been overtly ex­pressed in the sentence. In other words, when there are multiple zero-pronouns, only one of the zero-pronouns has any significance, and any other zero-pronoun might as well have been overtly expressed. But, because entities become zero-pronouns in or­der to avoid unnaturalness due to redundancy, zero-pronouns can be said to be salient enough to be un­derstood without being overt. In effect, this means that a greater amount of attention is placed on them than entities that were overtly expressed. This is shown through an example.</p><p>Taking her approach, some simple extensions are made to see how well the ordering of entities in cen­tering would work for multiple zero-pronouns. First, the antecedent for the Cb-encoding zero-pronoun is chosen-as shown in [Kameyania 85], Basically, this consists of choosing the entity with the highest de­gree of salience in the previous sentence. Then, the next most salient zero-pronoun according to the or­dering of degrees of salience given in the previous section is considered. The antecedent for this zero-pronoun is the most salient entity from the previ­ous sentence which will not contradict any possible constraints. At this point, we only consider seman­tic constraints for excluding such sentences as "The desk ate fish" and contra-index constraints for ex­cluding such sentences as "Jack ate Jack." Any other zero-pronouns are handled in the same manner. For example, the following discourse is examined<footnote anchor="1"/>:</p><p>Example 1:</p><p>(1) Taro wa Jiro to    shokuji chuu   de atta. Taro Top/Sub Jiro with meal    during was <i>Taro was having a meal with Jiro.</i></p><doubt alpha="54.5" length="22" tooSmall="False" monospace="0.0">Cb: —, Cf: Taro &gt; Jiro</doubt><p>(2) $      Saburo wo mikaketa. Sub   Saburo Obj saw <i>(Taro) saw Saburo.</i></p><p>Cb: Taro, Cf: Saburo</p><p>(3) $      $      Jiro ni shoukaishita. Sub   Obj   Jiro Obj'2 introduced <i>(Taro) introduced (Saburo) to Jiro.</i></p><p>(4) $ $ Shokuji ni sasotta. Sub Obj meal Obj2 invited <i>(Taro) invited (Saburo) to the meal.</i></p><footnote label="1">denotes zero-pronouns, and Top, Sub, Obj, Ob j2 de­notes Topic, Subject, Object, and Object2, respectively.</footnote><p>In sentence (1), the Cfs are ordered as <i>Taro &gt; Jiro, </i>since Topic is the most salient entity. In sentence (2), the entity with the highest degree of salience from the previous sentence <i>(Taro) </i>is chosen as the zero-pronoun's antecedent, and becomes the Cb, with <i>Saburo </i>becoming a Cf. In the third sentence, after <i>Taro </i>is chosen as the subject of the sentence, since there is only <i>Saburo </i>left, <i>Saburo </i>becomes the an­tecedent of the object zero-pronoun, assuming that there is some sort of knowledge preventing <i>Taro </i>from becoming the object.</p><p>After sentence (3), the ordering of noun phrases would be as follows:</p><doubt alpha="60.5" length="43" tooSmall="False" monospace="0.0">Taro(Cb) &gt;Jiro(Cf - Obj2) =Saburo(Cf - Obj)</doubt><p>This means that sentence (4) is ambiguous, having the following possible interpretations:</p><p>(a) Taro invited Jiro to the meal.</p><p>(b) Taro invited Saburo to the meal.</p><p>But, the preferred meaning is (b). So, this would mean that the ordering should be as follows:</p><p><i>Taro &gt; Saburo &gt; Jiro</i></p><p>This example shows that when trying to interpret more than one zero-pronoun, the ordering of noun phrases according to Kameyama's account may not be optimal. Of course, this can be rectified by chang­ing the ordering of the degree of salience so that Ob­ject is higher than Object2, and as noted later in the paper this will actually take place. But, suppose sen­tence (3) in Example 2 is replaced with the following sentence:</p><p>(3') &lt;3&gt;      &lt;J&gt;      Jiro wo shoukaishita. Sub   Obj2 Jiro Obj introduced <i>(Taro) introduced Jiro (to Saburo).</i></p><p>Even in this case, the interpretation of sentence (4) would not change<footnote anchor="2"/>. So, the ordering of zero-pronoun not being optimal, i.e. that zero-pronouns are more likely to become zero-pronouns again than overt noun phrases, would seem to be the more log­ical choice.</p><p>So, we propose that "entities that have become zero-pronouns arc more centered in the discourse than those that have been overtly expressed." There­fore, the centering model has been extended to the following two lists to handle entities (noun phrases) that appear in a sentence:</p><footnote label="2">Although it should be noted that it doesn't seem to be as strongly preferred as before.</footnote><doubt alpha="0.0" length="4" tooSmall="False" monospace="0.0">1152</doubt><page local="3"/><p>(1 <b>) Center List </b>■ • • Entities in a sentence that have become /,ei'o-pronouns.</p><p>(2) <b>Possible Center List; </b>• • ■ Entities in a sentence that were overtly expressed.</p></subsection><subsection number="2.2" title="Pronouns"><p>In Japanese, both overt and elided pronominal forms exist. The elided pronominal form (zero-pronoun) was discussed in the previous subsection. In this subsection, we will show how pronouns are handled within the proposed model.</p><p>In Kameyama's account, pronouns do not encode Cbs and can only become Cfs. If overt pronouns arc treated as entities that were overtly expressed (i.e. put in the Possible Center List), the following example will not be interpreted correctly*.</p><p>Example 2; (1) Taro wa Jiro to hanashileita.</p><p>Taro Top/Sub Jiro with talking <i>Taro was talking with .</i><i>Uro.</i></p><p>CL:   -, PCL: 'faro &gt; Jiro (*2) &lt;l&gt;       Ilanako wo mikaketa.</p><p>Sub    Ilanako Obj saw <i>(Taro) saw Ilanako.</i><i></i></p><p>OL: Taro, PCL: Hanako <i>(Taro) likes (Ilanako).</i><i></i></p><doubt alpha="65.2" length="158" tooSmall="False" monospace="0.0">(3) $      Jiro ni      kanojo nituite hanashita. Sub   Jiro Obj2 her      about talked(Taro) talked to Jiro about her (Ilanako).CL: Taro, PCL: Jiro &gt; Ilanako</doubt><doubt alpha="55.3" length="47" tooSmall="False" monospace="0.0">(4) &lt;I&gt;&lt;1&gt;Suki nanodearu. Sub    Obj    like is</doubt><p>If this example is interpreted with the antecedent of <i>kanojo </i>(her) in sentence (3) in the Possible Cen­ter List, then the interpretation would be 'Taro likes Jiro.' In order to obtain the preferred interpretation, the ordering of noun phrases should be as follows:</p><p><i>Taro &gt; Ilanako </i>&gt; <i>Jiro</i></p><p>This example shows that pronouns are not neces­sarily at the same level <i>as </i>with other overt noun phrases. In other words, pronouns are at a. level of attention higher than 'ordinary' noun phrases. This is especially true when considering the fact that pro­nouns are used to prevent unnaturalncss due to re­dundancy, just as zero-pronouns arc used.</p><p><b>3lCL' stands for Center List., and 'PCL' stands for Possible Center List.</b></p><p>So, we propose that pronouns be interpreted at the same level as zero-pronouns as follows:</p><p><b>Center List Model</b></p><p>The entities in a sentence belong to one of the following two lists:</p><p>(1) <b>Center List </b>■•• Entities that have become zero-pronouns or overt pro­nouns.</p><p>(2) <b>Possible Center List </b>■ ■ ■ Entities that were overtly expressed but are not in the Center List.</p><p>Entities in the Center List are more salient than those in the Possible Center List, with the exception of Topic.</p><p>The exception will be touched upon in the next sub­section.</p></subsection><subsection number="2.3" title="Ordering by Salience"><p>Next comes the problem of ordering within the Center List and the Possible Center List. In other words, the difference in salience between pronouns (zero and overt) and 'ordinary' noun phrases is shown by the Center List and the Possible Center List. Entities in tin; Center last are more salient than those in the Possible Center List, lint, what about the difference in salience within each list?</p><p>In our model, the ordering is as follows:</p><p>Topic &gt; Subject &gt; Object &gt; Object'2 &gt; Others &gt; Subject/Object/Ohjcct2 of subordinate clausi &gt; Others in subordinate clause</p><p>The first line shows the ordering of grammatical functions of the main verb. This line is basically the same as Kameyama's ordering, except that Object is deemed to be more salient than Object2. This was because, after making some preliminary evaluations of our model, Object was found to bave a slightly higher degree of salience than Object,2.</p><p>The following two lines are for any entities that appear in subordinate clauses. There doesn't seem to be a clear cut difference between the Subject, Ob­ject, and Objecl/2 of subordinate clauses, so they are handled at the same level. The difference between the main clause and any subordinate clauses cap­tures the intuition that, entities in the main clause are more salient than those in subordinate ones.</p><p>There is one exception to the Center List Model. It is the salience of the Topic in the Possible Center<page local="4"/></p><p>List. As can be surmised from the term itself, the Topic is special in that the sentence contains infor­mation about the entity corresponding to the Topic. In other words, the sentence is usually about the Topicalizcd entity. So, it was placed at the same level as the Object in the Center List.</p></subsection></section><section number="3" title="Experiment and Discussion"><p>An experiment was done to show the effectiveness of the Center List Model in interpreting pronouns and zero-pronouns. A total of 160 sentences from the following four discourses were used:</p><p>• "UshikataTo Yamanba" [Tsubota 75] (Japanese folklore - 70 sentences)</p><doubt alpha="63.2" length="68" tooSmall="False" monospace="0.0">• "Madogiwa  No Totto-cban"   [Kuroyanagi 81] (Story - 51 sentences)</doubt><p>• "Yasei Doubutsu To Tomoni" (Newspaper col­umn)</p><doubt alpha="55.6" length="36" tooSmall="False" monospace="0.0">- "Raison" [Obara 91] (15 sentences)</doubt><doubt alpha="56.4" length="39" tooSmall="False" monospace="0.0">- 'Trie Wani" [Obara 92] (24 sentences)</doubt><p>This section will first describe the simple imple­mentation used in the experiment. Then, it is eval­uated (Table 1), followed by a. comparison (Table 2) with Kameyama's method.</p><subsection number="3.1" title="Implementation"><p>The implementation is kept simple to demonstrate the effect of the Center List. Semantic constraints on the type of entity that a (zero) pronoun may refer to -- for example, the Subject of 'eat' must be animate -, and contra-indcx constraints for restricting combi­nations of corcferring entities within a sentence ~ for example, the Subject and Object of 'cat' cannot be the same entity - are used. In addition, a constraint concerning the subject and identification'<footnote anchor="1"/> of Cbs in adjacent sentences is used [Kameyania 86], except it applies to each entity in the Center List of adjacent sentences as follows:</p><p>Two zero-pronouns that appear in the Cen­ter List of adjacent sentences should share one of the following properties (in descend­ing order of preference): (1) identification and subject, (2) identification only, (3) sub­ject only, (4) non-identification and non-subject.</p><footnote label="4">Kameyama's terminology for Empathy [Kuno 78]. ft shows the perspective from which an event is described.</footnote><p>Of course, the Center List and the Possible Cen­ter List by themselves will not be able to handle an­tecedents that are not in the previous sentence. In order to solve this problem, an ad iioc approach was taken by adding the following two lists:</p><p>• Past Center List • ■ • Entities that have previ­ously been a zero-pronoun or an overt pronoun, but do not appear in the current sentence.</p><p>• Noun List • ■ ■ Entities that have never been a zero-pronoun or an overt pronoun.</p><p>In order to avoid combinatorial explosion, the enti­ties that are held in these two lists are limited to those which appear in the previous three sentences.</p><p>Each entity in the four lists is assigned a score to show its degree of salience. In other words, the score shows the possibility of becoming a zero (or overt) pronoun in the next sentence.</p><p>After morphological and syntactic analysis, the in­terpretation process is basically carried out as fol­lows:</p><p>(1) Using the semantic constraints, possible an­tecedents for pronouns and zero-pronouns are found from the Center List, Possible Center List, Past Center List, and Noun List.</p><p>(2) Combinations of possible antecedents are made.</p><p>(3) Contra-index constraints arc applied.</p><p>(4) Each combination is given a score as follows:</p><p>(4.1) Compute the sum of the scores that each possible antecedent was given.</p><p>(4.2) Give bonus scores according to the subject and identification constraint.</p><p>(5) The combination with the highest score is cho­sen as the combination with the most probable antecedents.</p><p>(6) The Center List, Possible Center List, etc. are updated.</p></subsection><subsection number="3.2" title="Evaluation"><p>Table 1 shows our results. Considering the fact that the Center List Model itself handles only pro­nouns and zero-pronouns whose antecedents are found one sentence back, it shows promise since a very simple framework is enough to achieve 76% ac­curacy. Also, though the number of pronouns was small, the percentage of correct interpretations was <u>Table </u><b><u>I:</u></b><page local="5"/><b><u> </u></b><u>Result of Evaluation</u></p><doubt alpha="0.0" length="4" tooSmall="False" monospace="0.0">1154</doubt><p>All : All zero-pronouns ami overt pronouns</p><p>Antl : Pronouns and zero-pronouns whose antecedents are found one sentence back</p><p>Anfl-1 : Pronouns and zero pronouns whose antecedents are found more than one sentence; back</p><p>Pro : All overt pronouns just under 90%. The remainder of this subsection will make some analysis of the results.</p><p>first, since the interpretation of a (zero) pro­noun uses the result of the previous sentence, "error-chaining" must be checked for. Error-chaining oc­curs when a. wrong interpretation causes a. subse­quent wrong interpretation. Of the 49 incorrect in­terpretations, 1 <b>I </b>(22%) wen; due to this factor ei­ther completely (8) or partially (3). In the case of [Obara 92], live out of the ten errors were due to this.</p><p>Along with error-chaining, there is also the pos­sibility of getting the correct interpretation for the wrong reason, i.e. an error in the previous sentence may cause; an interpretation to be corre'ct. Since there were 49 incorrect interpretations, all 49 have this potential. However, there was only one case of a false positive.</p><p>The simplicity of our implementation was also a factor in the wrong interpretations. When a sentence is a complex sentence, the subject may differ between different predicates.</p><p>Example 3:</p><p>&lt;1&gt;!  Omotta foorini, &lt;l&gt;a  Taro wo mitsuketa. Sub think      as Sub Taro Obj found.</p><p><i>As </i>&lt;l&gt;i <i>thought, </i><i>&lt;t&gt;o</i><i> found Taro.</i></p><p>&lt;1&gt;i and &lt;I&gt;2 in Example 3 may e&gt;r may not be the saine person, hi our simple implementation, unless one of the constraints deem otherwise, such cases are handled as the same;. Put, this led to 14 incorrect interpretations.</p><p>A few more heuristic rules, such as preferences for parallel interpretations, would also have raised the percentage of correct interpretations.</p><p>As can be; seen from the; low percentage; e)f correct interpretations for (zero) pronouns, the biggest, cause of wrong interpretations is the lack <i>of</i><i> </i>a global dis­course <b>nie</b>;chauism. This was the case for 13 wrong interpretations. Furthermore, of the 13, seven oc­curred when the discourse; was interrupted by a sin­gle sentence that gave background information.</p><p>Another cause for wrong interpretations was due to our model being based on scoring combinations of possible antecedents. There is always the possibil­ity of multiple combinations having the best possible score. Eight such cases occurred in our examination. Among those eight cases, there were live cases where the; correct interpretation was among the top com­binations. Among those five cases, there were two e'ase's where the incorre;ct iut&lt;;rpre:tation was che)sen.</p><p>Finally, there; was only one; case where; a zero-pronoun eliel not have greater salience than an entity that appeared overtly. This occurred when an elided Oblique of a subordinate clause was ordered as hav­ing greater salience than an overt Oblique of a main clause.</p></subsection><subsection number="3.3" title="Comparison"><p>A comparison is made in Table; 2 be;twee&gt;n our approach (Center Fist) and Kameyama's approach (Center). Since; Kameyama's approach does not, in­clude overt pronouns, t.he;y were excluded from the results. Also, only the results of Subject, Object, and Objecl.2 are used.   For example, the Oblique-<page local="6"/></p><table class="main" frame="box" rules="all" border="1" regular="False"><tr class="row"><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p></p></td><td class="cell"><p>[Tsubota 75]</p></td><td class="cell"><p>[Kuroyanagi 81]</p></td><td class="cell"><p>[Obara 91]</p></td><td class="cell"><p>[Obara 92]</p></td><td class="cell"><p>Total</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>All</p></td><td class="cell"><p>Correct/'.I'otal #</p></td><td class="cell"><p>81/105</p></td><td class="cell"><p>49/00</p></td><td class="cell"><p>12/16</p></td><td class="cell"><p>9/19</p></td><td class="cell"><p>151/200</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Correct %</p></td><td class="cell"><p>77%</p></td><td class="cell"><p>82%</p></td><td class="cell"><p>75%</p></td><td class="cell"><p>47%</p></td><td class="cell"><p>7G%</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Antl</p></td><td class="cell"><p>Correct/Total #</p></td><td class="cell"><p>74/91</p></td><td class="cell"><p>42/52</p></td><td class="cell"><p>12/15</p></td><td class="cell"><p>9/12</p></td><td class="cell"><p>137/170</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Correct %</p></td><td class="cell"><p>81%</p></td><td class="cell"><p>81%</p></td><td class="cell"><p>80%</p></td><td class="cell"><p>75%</p></td><td class="cell"><p>81%</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Antl 4-</p></td><td class="cell"><p>Correct/Total #</p></td><td class="cell"><p>7/14</p></td><td class="cell"><p>7/8</p></td><td class="cell"><p>0/1</p></td><td class="cell"><p>0/7</p></td><td class="cell"><p>14/30</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Correct %</p></td><td class="cell"><p>50%</p></td><td class="cell"><p>88%</p></td><td class="cell"><p>0%</p></td><td class="cell"><p>0%</p></td><td class="cell"><p>47%</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Pro</p></td><td class="cell"><p>Correct/Total #</p></td><td class="cell"><p>0/6</p></td><td class="cell"><p>0/1</p></td><td class="cell"><p>0/0</p></td><td class="cell"><p>2/2</p></td><td class="cell"><p>8/9</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Correct %</p></td><td class="cell"><p>100%</p></td><td class="cell"><p>0%</p></td><td class="cell"><p></p></td><td class="cell"><p>100%</p></td><td class="cell"><p>89%</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td></tr></table><table caption="Table 2: Comparison"></table><doubt alpha="63.2" length="38" tooSmall="False" monospace="0.0">Cb      :    Cb-encoding zero-pronouns</doubt><p>Antl    :    Non-Cb-encoding zero-pronouns whose</p><p>antecedents are one sentence back All      :    All non-Cb-encoding zero-pronouns</p><p>Object in passive sentences arc excluded.</p><p>There was one case where her approach was able to make a correct interpretation but ours could not. This, however, was a false positive.</p><p>While all other differences between the two ap­proaches were cases where our approach was able to handle the interpretation but hers could not, three of the cases were not due to a legitimate superior­ity of our approach. In one case, an error occurred due to error-chaining. In another, the cause was the exclusion of the interpretation of the Oblique-Object in passive sentences from the evaluation of Kameyama's approach. The third case was the sin­gle false-positive that occurred in the result of our approach. However, all other (seven) cases were due to the salience ordering difference between the Cen­ter List Model and Centering.</p><p>The evaluation model was limited to a very simple one so that the effect of the Center List, i.e. the difference in ordering, would be apparent. From the comparison, the Center List Model can be said to order the possible antecedents more effectively than Kameyama's method.</p></subsection></section><section number="4" title="Conclusion"><p>In this paper, centering was extended to better interpret pronouns and zero-pronouns. It extended the centering model to have two lists. The Center List holds entities that 'appeared' in the sentence as either an overt pronoun or a zero-pronoun. The Pos­sible Center List holds entities that overtly appeared in the sentence, excluding overt pronouns.</p><p>A very simple implementation showed that 76% of pronouns and zero-pronouns could be interpreted. The percentage goes up to 81% when considering only those whose antecedents are one sentence back. But, as the figures indicate, a more global frame­work, such as one described in [Grosz 86], is needed.</p><p><b>Acknowledgement</b></p><p>The authors would like to thank CSK Corp. for providing the morphological and syntactic analyzer used in the implementation.</p><table class="main" frame="box" rules="all" border="1" regular="False"><tr class="row"><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p></p></td><td class="cell"><p>Cb</p></td><td class="cell"><p>Antl</p></td><td class="cell"><p>All</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Center List</p></td><td class="cell"><p>92%</p></td><td class="cell"><p>78%</p></td><td class="cell"><p>71%</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"><p>Center</p></td><td class="cell"><p>88%</p></td><td class="cell"><p>71%</p></td><td class="cell"><p>65%</p></td><td class="cell"></td></tr><tr class="row"><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td><td class="cell"></td></tr></table></section><references><p>[Grosz 86] Grosz, B. 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Yasei Doubutsu ToTo­moni. <i>Mainichi Shinbun, </i>Dec. 8, pp. 6, in Japa­nese.</p><p>[Obara. 92] Obara, II. (1992). Yasei Doubutsu ToTo­moni. <i>Mainichi Shinbun, </i>Jan. 19, pp. 6, in Japa­nese .</p><p>[Tsubota 75] Tsubota, G. (1975). Ushikata To Ya-manba. <i>Nihon Mukashibanashi (1), </i>Kaiseisha Bunko, pp. 93 - 98, in Japanese.</p><p>[Walker 92] Walker, M., lida, M., and Cote S. (1992). <i>Japanese Discourse and the Process of Center­ing. </i>IRCS Report No. 92-14, The Institute for Research in Cognitive Science, University of Penn­sylvania.</p><p>[Yoshimoto 86] Yoshimoto, K. (1986). Identifying Zero Pronouns in Japanese Dialogue. <i>Proceedings of COLING '88, </i>vol. 2, pp. 779 - 784.</p><doubt alpha="0.0" length="4" tooSmall="False" monospace="0.0">1156</doubt></references></body></article>