Phrases has a long history in information retrieval, particularly in commercial systems. Implicit semantic relationship between words in a form of BaseNP have shown significant improvement in term of precision in many IR studies. Our research focuses on linguistic phrases which is language dependent. Our results show that using BaseNP can improve performance although above 62% of words formation in Malay Language based on derivational affixes and suffixes., {"references":["Atlam, E.S., Fuketa, M., Morita, K., & Aoe, J., Documents Similarity\nMeasurement Using Field Association Terms, Information Processing\nand Management Journal, 39, 2003, pp. 809-824.","Baeza-Yates, R & Ribeiro-Neto, B., Modern Information Retrieval,\nAddison-Wesley, New York, 1999.","Croft, W. B., User-specified Domain Knowledge for Document\nRetrieval, Proceedings Of The ACM Conference On Research And\nDevelopment In Information Retrieval, 1986, pp. 201-206.","Fatimah A., A Malay Language Document Retrieval System: An\nExperimental Approach And Analysis, Ph.D Thesis, Universiti\nKebangsaan Malaysia, 1995","Fagan, J. L, Experiments in Automatic Phrase Indexing for Document\nRetrieval: A Comparison of Syntactic and Non-Syntactic Methods, Ph.D.\nThesis, Department of Computing Science, Cornell University, Ithica,\nNew York, 1987.","Lewis, D.D. and Jones, K.S., Natural Language Processing for\nInformation Retrieval, Communication of the ACM, Vol 39 No. 1 , 1996,\npp. 92-100.","Sanderson, M. ,Word Sense Disambiguation and Information Retrieval,\nProceedings of the Seventeenth Annual International ACM-SIGIR\nConference on Research and Development in Information Retrieval,\n1994, pp. 142-151, Springer-Verlag.","Salton, G., A Blueprint For Automatic Indexing, ACM SIGIR Forum 16,\n2 (Fall 1981), 1981, pp. 22-38.","Salton, C.. and Lesk., M.E. Computer Evaluation Of Indexing And Text\nProcessing, Communication of the ACM, Vol 15 No. 1 , 1986, pp. 6-36.\n[10] Salton, G., Introduction to Modern Information Retrieval, McGraw-Hill,\nNew York, 1983.\n[11] Salton, G., Another Look At Automatic Text Retrieval Systems,\nCommunications of the ACM, Vol 29 No. 7, 1986, pp. 648-656.\n[12] Van Rijsbergen, C.J. Information Retrieval, 2nd edition,\nButterworth.,1979.\n[13] Yun, B. H., H. S. Lim and H.C. Rim, Analysis of Korean Compound\nNouns using Statistical Information, Proc. of the 22nd Korea\nInformation Science Society Spring Conference, 1994, pp 925-928.\n[14] Zainab Abu Bakar, Evaluation Of Retrieval Effectiveness Of Conflation\nMethods On Malay Documents, Ph.D Thesis, Universiti Kebangsaan\nMalaysia, 1999.\n[15] Zainab Abu Bakar & Nurazzah Abdul Rahman, Evaluating The\nEffectiveness Of Thesaurus And Stemming Methods In Retrieving\nMalay Translated Al-Quran Documents, Proceeding Of 6th\nInternational Conference On Asian Digital Libraries, 2003, pp. 653-\n662. Springer-verlag."]}