Abstract
Martial arts tournament regulation requires strict adherence to principles which include fairness and both disciplined behavior and accurate decision-making processes. Competition martial arts need referees to uphold integrity by carrying out fair rule enforcement together with exact decision-making responsibilities. The selection process for referees becomes problematic due to unclear evaluation methods, which include decision unpredictability, together with subjective assessment, and qualifications that differ from one another. The research utilizes the CoCoSo multi-criteria decision-making (MCDM) algorithm and interval-valued t-spherical fuzzy sets (IVTSFS) to process referee candidate evaluations with greater accuracy and methodically under uncertain situations. Three expert evaluators conduct assessments of different referee candidates through vital selection parameter analysis, which includes assessment of experience levels, along with decision accuracy rules, understanding physical fitness capabilities, stress management competencies, consistency performance, and communication abilities. Both the CoCoSo algorithm and IVTSFS system enable successful integration of expert judgments and handle ambiguous referee decision-making approaches respectively. The research presents an optimized process for athletic referee selection which guarantees fair competition and selects referees who demonstrate the best qualities during martial arts competitions.