Language Access for Medicare Beneficiaries Act of 2023 This bill requires the Centers for Medicare & Medicaid Services (CMS) to translate the annual explanation of Medicare benefits for enrollees into multiple languages, besides English and Spanish. The CMS must prioritize languages into which Social Security documents are translated or that are most frequently requested for purposes of Social Security benefits applications.