I solved my use case without using $CI_MERGE_REQUEST_LABELS and instead I defined variables and ran my pipeline manually.
$CI_MERGE_REQUEST_LABELS
Doc: https://docs.gitlab.com/ee/ci/pipelines/#configure-a-list-of-selectable-prefilled-variable-values