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                          Graph theoretic interpretation of Bangla traditional grammar 
                                                                           
                      Samir Karmakar                            Sayantani Banerjee                            Soumya Ghosh 
             School of Languages and Linguistics        School of Languages and Linguistics         School of Languages and Linguistics 
                     Jadavpur University                        Jadavpur University                         Jadavpur University 
               samirkrmkr@yahoo.co.in                   banerjeesayantni@gmail.com                  ghosh.soumya73@yahoo.com 
                     
                                                                    
                     
                                                                            nections with this branch of discrete mathemat-
                                        Abstract                            ics. Under the influence of these approaches, the 
                                                                            current paper seeks to investigate how grammati-
                        The  paper  is  an  investigation  into  the        cal regulations are crucial in imposing constraint 
                        graph  theoretic  interpretation  of  the           on the structure with a special reference to the 
                        Bangla  traditional  grammar  to  under-            traditional  Bangla  grammar  within  the  frame-
                        stand the way grammatical information is            work of graph theoretic enquiry. 
                        structurally encoded in language. The hi-            
                        erarchical and the linear structural princi-        Translating linguistic structure into the tree struc-
                        ples  of  grammatical  compositionality  is         ture  is  not  new.  In  fact,  the  Transformational-
                        discussed in terms of certain graph theo-           Generative (hereafter, TG) grammar has shown 
                        retic  concepts  like  tree,  subtree,  inverse     quite successfully how syntacto-semantic princi-
                        tree etc.                                           ples can be talked about in terms of tree struc-
                                                                            tures. The present work differs in certain respects 
                        Translating  linguistic  structure  into  the       from the assumptions of TG grammarians, pri-
                        tree  structure  is  not  new.  In  fact,  the      marily because of the type of grammar and lan-
                        Transformational-Generative       grammar,          guage it is dealing with. Not only the TG gram-
                        Tree adjoining grammar etc. have shown              mar, tree adjoining (hereafter, TA) grammar has 
                        quite successfully how syntacto-semantic            also  made  a  good  use  of  the  graph  theory. 
                        principles can be talked about in terms of          Though both TG and TA have made use of the 
                        tree structures. The present work differs           graph theory but definitely from the two different 
                        in certain respects from the assumptions            perspectives. 
                        of TG grammarians, primarily because of              
                        the  type  of  grammar  and language it is          The  current  proposal  resembles  TA  grammar 
                        dealing with.                                       more closely than the TG grammar; and as a re-
                    1    Introduction                                       sult, the proposed model of language representa-
                                                                            tion and processing can probably be classified in 
                    This paper seeks to investigate how substantially       terms  of  weak  generative  capacity,  a  position 
                    the structure of a language can be dealt with the       between  context  free  grammars  and  indexed 
                    aid of graph theory. Because of being qualified         grammars.  
                    with the discrete structure, natural language can           
                    be  represented  and  processed  with  graph-           2    Research Objectives 
                    theoretic methods. Compositional nature of lan-
                    guage  makes  it  more  viable  to  the  concept  of    Within the broader theoretical background as is 
                    constituent hierarchies within the scope of which       discussed in Section (1), this paper will investi-
                    syntactic and semantic principles are operating.        gate the way grammatical structures of Bangla as 
                    Under this situation, the graph theoretic interpre-     is  described  in  traditional  Bangla  grammar 
                    tation provides excellent opportunities to explore      (Chatterji 1939) can be talked about in terms of 
                    the  issues  pertinent  in  structural  composition.    graph theoretic assumptions. This is possibly the 
                    Certain  contemporary  models  like  head-driven        most salient  point  where  the  paper  does  differ 
                    phrase  structure  grammar,  semantic  networks         even  from  its  nearest  kin  TA  grammar.  Under 
                    etc. make good use of graph theoretic methods.          this  situation,  following  two  questions  will  be 
                                                                      129 investigated in this paper: (a) how the structural 
                    WordNet, VerbNet etc. have also their deep con-
                   DSSharma,RSangalandAKSingh. Proc. ofthe13thIntl. Conference on Natural Language Processing, pages 129–136,
                                                                     c
                                       Varanasi, India. December 2016. 
2016 NLP Association of India (NLPAI)
                     complexity of the Bangla sentence can be talked             According to (1) and also (2), then, a graph of 
                     about  with  respect  to  graph  theoretic  assump-         tree  (=  G )  could  be  represented  as  {V ,  E }, 
                                                                                            T                                   T    T
                     tions; and, (b) if it is possible to develop a theo-        where V  is the set of vertices/nodes {A, B, C, 
                                                                                           T
                     retical  scheme to capture the syntacto-semantic            D, E, F, G, H, I} and E  is a set of edges {AB, 
                                                                                                            T
                     peculiarities  of  the  individual  constituents  of  a     AC,  BD,  BE,  CF,  CG,  GH,  GI}.  Each  of  the 
                     sentence.                                                   members of E  can be defined as a relation de-
                                                                                                 T
                     3    Theoretical Background                                 fined over the set of vertices. As per this defini-
                                                                                 tion,  then,  an  edge is  an ordered pair. In other 
                     Approaching the above mentioned research ob-                words, an edge could be conceived as a relation 
                     jectives  seeks  the  setting  of  the  theoretical         from one vertex to another non-identical vertex. 
                                                                                 A tree (= G' ) will be called as the subtree of G , 
                     framework  which  presumes  some  fundamental                            T                                        T
                                                                                 iff and only if V'   V  and E'   E . For exam-
                     understanding  of  the  graph  theory  and  the                                T      T        T     T
                     knowledge of traditional Bangla grammar.                    ple, the trees drawn in (3) are the subtrees of (1): 
                                                                                  
                                                                                 3. 
                     3.1    Tree as a Graph 
                     Graphs are not used for some sheer illustrative 
                     purposes; In fact, they reveal hidden intricacies 
                     involved  in  complex  structures.  As  a  conse-
                     quence,  it  is  quite  essential  to  concentrate  on 
                     some  basic  concepts  which  are  crucial  in  ex-                                                           
                     plaining the construal of graph in general: Math-           Two subtrees of a tree will be considered as in-
                     ematically, graph is defined as a set of sets – one         verse to each other if and only if their union can 
                     of which contains the nodes and other, a set of             result into a tree of which they are the subtrees. 
                     ordered pairs or edges. For the purpose of this             Therefore,  the  following  two  subtrees  are  the 
                     paper,  a  particular  type  of  graph  will  be  dis-      inverse  of  each  other  because  their  union  will 
                     cussed,  namely  „tree‟.  A  tree  is  defined  as  a       produce the graph shown in (1): 
                     graph in which each pair of vertices is connected            
                     with a unique path.  Tree is characterized as acy-          4. 
                     clic and directed (Liu, 2001). An example of tree 
                     is given in the figure below: 
                         
                     1. 
                                                                                                                                           
                                                                                 Just like the graph theory, traditional grammar of 
                                                                                 Bangla can also generate the trees. Therefore, it 
                                                                                 becomes  quintessential  to  explore  how  and  to 
                                                                                 what extent trees generated by the grammar of a 
                                                                                 language (here, Bangla) resemble the structural 
                                                                                 aspect of tree as the mathematical object. 
                                                                                  
                     An alternative way to represent the graph of a              3.2    Traditional Bangla Grammar 
                     tree  is  to  follow  the  technique  of  embedded          Likewise the western tradition, Bangla sentence 
                     bracketing as is shown in (2). In this framework,           (bākya) also has two distinct parts namely sub-
                     the  notion  of  hierarchical  depth  of  a  particular     ject (uddeśya) and predicate (bidheya). Both sub-
                     node can be interpreted in terms of its interiority         ject and predicate can be modified; and, modifi-
                     in the bracketed representation. Furthermore, the           ers  will  be  classified  as  elaborator  (sam-
                     concept of edge here in this case is inferred from          prasāraka). As a result of elaboration, whatever 
                     an understanding of „who embeds whom‟.                      is produced is classified again either as subject or 
                                                                                 as  predicate.  Elaborators  are  optional  and  they 
                     2.   [A[B[D] [E]] [C[F] [G [H] [I ]]]] 
                                                                          130 can appear in any numbers for finer grain speci-
                                fications  of  the  communicative  intent.  Unlike                                             types of constituents can be decomposed in two 
                                elaborators,  predicate  could  have  complement                                               major parts: (a) a part constitutive of core mean-
                                (pūraka). Complements are not optional; rather,                                                ing, traditionally termed as prātipadika; (b) an-
                                they are the obligatory components of the predi-                                               other part constitutive of relational meaning, tra-
                                cates, and their numbers are often fixed by the                                                ditionally classified as bibhakti. In case of nomi-
                                semantic expectancy of the verbs. To capture the                                               nal,  relational  meaning  denotes  case  relations 
                                structural peculiarities of a sentence the notion of                                           and has direct relevance with the core meaning 
                                subject,  predicate,  elaborator  and  complement                                              of the verbal constituents; in case of verbal, the 
                                are extremely useful. In addition to this, the no-                                             relational  meaning  denotes  agreement  with  the 
                                tion of maximality is proposed to incorporate the                                              nominal and also contain information about the 
                                idea of the scope of complete interpretation for a                                             time.  The  core  meaning is  constitutive  of  base 
                                particular structure. Within the maximal scope of                                              form  and  the  satellite.  Depending  on  how  the 
                                a structure, syntactic and semantic necessities of                                             constituent  is  classified,  base  could  be  of  two 
                                a particular constituent are satisfied and beyond                                              types: namely, (a) nominal base (sajñā) and (b) 
                                that scope these necessities have no role to play.                                             verbal base (dhātu). Both of these two bases are 
                                Accordingly, the addition of complement to the                                                 further  decomposed into (a) root (prakriti) and 
                                verb  in  (5)  makes  their  immediate  dominator                                              (b) formative (avayava). According to the nature 
                                maximal in case of transitive Bangla verbs. Note                                               of the base, the formative could be of two types 
                                this understanding of maximality is quite differ-                                              namely gender signifying and causative. In case 
                                ent than the one talked about by Chomsky. This                                                 of  verbal constituent, satellite is constitutive of 
                                issue will be picked up again in our successive                                                grammatical aspect and tense, whereas classifier 
                                discussions to exemplify the way maximality is                                                 has the status of formative in case of nominal. 
                                instrumental  in  graph  theoretic  framework  of                                               
                                language interpretation.                                                                       6. 
                                 
                                5. 
                                                                                                                                                                                                               
                                                                                                                               The  terminal  vertices  of  (5)  –  excepting  one 
                                                                                                                               marked as predicate (= I) – will be further aug-
                                                                                                                               mented by (6); whereas, terminal position „I‟ will 
                                Note: A = sentence; B = subject; C = predicate; D =                                            be augmented with (7): 
                                elaborator; E = subject; F = elaborator; G = predicate;                                         
                                H = complement; I = predicate                                                                  7. 
                                 
                                In addition to what is discussed earlier, we would 
                                like to incorporate the word-internal composition 
                                to  understand  the  reach  of  the  graph  theoretic 
                                methods  of  language  description.  More  im-
                                portantly,  studies  solely  depended  on  the  mor-
                                phology of English often fails to appreciate the 
                                linguistic  intricacies involved in other vernacu-
                                lars. Word internal morphological complexity is 
                                one such intricacy which demands our attention.                                                                                                                                
                                                                                                                                
                                Morphological complexities of words in Bangla                                                  This will then lead us to a fully specified  tree 
                                are more in case of nominal and verbal constitu-                                               capable  of  representing  sentences;  however, 
                                                                                                                    131 without postposition (anusarga). Sentences con-
                                ents  of  a  sentence.  Nominal and  verbal  –  both 
                    taining  postposition  are  kept  aside  keeping  the     then  it  becomes  essential  to  distinguish  these 
                    scope of the paper in mind.                               three instances of Cs in terms of their respective 
                                                                              scopes. This leads us to the following proposal: 
                    4     Discussion                                          In (8), C of the non-branching vertex is the head. 
                                                                              Being  non-branching,  the  hierarchical  depth  or 
                    After having the brief introductions of different         relative  interiority  of  head  C  is  more  than  the 
                    theoretical  tools,  we  will  now  investigate  how      other Cs above it. Due to the successive projec-
                    graph theory and the traditional Bangla grammar           tions,  this  head  results  into  the  appearances  of 
                                                                              C     as maximal projection (hence, subscripted 
                    interact  with  each  other.  In  continuation  to  the    MAX
                                                                              with  „MAX‟)  and  C   as  elaborated  projection 
                    above discussion, one can now suggest that in-                                   E
                    stead  of  having  a  set  of  distinct  vertices/nodes   (hence, subscripted with „E‟). While getting pro-
                    one can simply distinguish the non-identical ver-         jected  maximally,  complements  are  accommo-
                    tices of (5) in terms of their respective „maximal-       dated;  whereas  to  get  elaborated  projection, 
                    ity‟ – discussed earlier. Developing such mecha-          elaborators  are  accommodated.  The  distinction 
                    nism can be done in two distinct stages: Firstly,         between these two types of projections namely 
                    to substitute the identical vertices with a single        maximal and elaborated is instrumental in distin-
                    alphabet to indicate the similarities among them;         guishing  complements  from  the  adjunct.  This 
                    and  secondly,  to  capture  the  dissimilarities  in     solution is restricted not only to any specific sub-
                    terms of their respective syntactic and semantic          tree – rather it has some general appeal: Consider 
                    properties  certain  conceptual  measures  have  to       the case of multiple appearances of B. Following 
                    be thought of. With the initiation of the first,   (5)    the  general  strategy,  outlined  above,  non-
                    is simply transformed into (8):                           branching B will be labeled as head. This is pro-
                                                                              jected  into  a  higher  non-branching  vertex  B 
                    8.                                                        which  has  the  status  of  elaborator  (=  D)  and 
                                                                              therefore  must  be  represented  as  B .  Since  the 
                                                                                                                      E
                                                                              elaborators are not the essential part of a lexeme, 
                                                                              they are kept out side of the maximal projection 
                                                                              in  this  proposal  which  is  contrary  to  the  basic 
                                                                              claim  of  the  X-bar  theory  where  adjuncts  are 
                                                                              kept within the scope of the maximal projection 
                    Similar vertices/nodes are reflecting their endo-         (Chomsky, 1970). Therefore, (8) is further modi-
                    centric  nature.  In  virtue  of  being  endocentric,     fied into (9): 
                    they are category preserving. Though the similar-          
                                                                              9.  [A[B [D] [B]] [C [F] [C           [H] [C ]]]] 
                    ities  of  certain  vertices  are  well-represented  in             E              E       MAX      
                    (8), the dissimilarities are hardly traceable from        What is of worth mentioning is that the identifi-
                    this  representation  until  the  seemingly  similar      cation of a vertex either as maximal or as elabo-
                    vertices are interpreted in terms of maximality.          rator has to do nothing with their relative hierar-
                    To understand this problem, consider the case of          chies in a tree. Also, it does not mean that the 
                    C: Are the three instances of C in (8) same?  Are         maximal  projection  will  be  always  embedded 
                    they similar type of „predicate‟? – A little atten-       within the elaborated projection. Relative salien-
                    tion will reveal the fact that they are not. Non-         cies in terms of hierarchical depth or interiority 
                    branching  C  can  license  the  verbal  constituent      of maximal and elaborated projections may vary 
                    only, when the intermediating one has the provi-          in  a  language like Bangla on the basis of how 
                    sions  for  the  complement(s)  (i.e.  the  terminal      they do appear in the body of a sentence: (9) can 
                    vertex  H)  and  the  verbal  constituents  (i.e.  the    simply be rewritten as (10) if F and H changes 
                    terminal vertex C). Finally, the topmost C is pro-        their respective positions: 
                    jected due to the addition of elaborator with the          
                    complement(s) and the verbal constituent. This            10.  [A[B [D] [B]] [C          [H] [C  [F] [C ]]]] 
                    simply compels us to import one another con-                          E             MAX         E
                    cept, namely hierarchical depth or relative inte-         The specification of maximal will only serve the 
                    riority.  Hierarchical  depth  can  be  translated  in    purpose of stating the fact that beyond it appear-
                    terms of certain constitutional scopes. Within a          ance of further complement is simply impossible. 
                    scope different types of syntactic and semantic           That means the verb – whose maximal projection 
                                                                       132
                    expectancies  are  satiated.  Under  this  situation      it is – is completely saturated once it is maximal-
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...Graph theoretic interpretation of bangla traditional grammar samir karmakar sayantani banerjee soumya ghosh school languages and linguistics jadavpur university samirkrmkr yahoo co in banerjeesayantni gmail com nections with this branch discrete mathemat abstract ics under the influence these approaches current paper seeks to investigate how grammati is an investigation into cal regulations are crucial imposing constraint on structure a special reference within frame stand way grammatical information work enquiry structurally encoded language hi erarchical linear structural princi translating linguistic tree struc ples compositionality ture not new fact transformational discussed terms certain theo generative hereafter tg has shown retic concepts like subtree inverse quite successfully syntacto semantic etc can be talked about tures present differs respects from assumptions grammarians pri marily because type lan guage it dealing only gram adjoining have mar ta also made good use theor...

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