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...Middle east journal of scientific research issn idosi publications doi mejsr a comparative study on arabic grammatical relation extraction based machine learning classification mohanaed ajmi falih and nazlia omar center for ai technology faculty information science universiti kebangsaan malaysia ukm bangi selangor abstract gr can be defined as linguistic established by grammar in which the is an association between forms or constituents fundamentally grs determine behavior such placement word clause verb agreement passivity aprerequisite many natural language processing applications translation retrieval this focuses related problems main difficulty determining relations sentences ambiguity caused large complex nature primarily aims to develop efficient technique analyze modern standard address these issues with optimum solution paper proposes method recognize subject object extract correct from sentence structure proposed enhances basic representations using support vector machines sv...