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<!--Generated by DFIN XBRL Instance Document - http://www.dfinsolutions.com/ - Version R3.0 - on 17-March-2023 [07:04:49] {PM}-->
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<loc xlink:type="locator" xlink:href="geo-20221231.xsd#geo_GeorgeC.ZoleyMember" xlink:label="loc_geo_GeorgeC.ZoleyMember" />
<label xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label" xlink:label="lab_geo_GeorgeC.ZoleyMember" xml:lang="en-US">George C. Zoley [Member]</label>
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<label xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label" xlink:label="lab_geo_EquityAwardsAdjustmentsMember" xml:lang="en-US">Add: Total Equity Awards Adjustments [Member]</label>
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<label xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label" xlink:label="lab_geo_DefinedBenefitPlanActuarialValueDeductionMember" xml:lang="en-US">Defined Benefit Plan Actuarial Value Deduction [Member]</label>
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<loc xlink:type="locator" xlink:href="geo-20221231.xsd#geo_DefinedBenefitPlanServiceCostMember" xlink:label="loc_geo_DefinedBenefitPlanServiceCostMember" />
<label xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label" xlink:label="lab_geo_DefinedBenefitPlanServiceCostMember" xml:lang="en-US">Defined Benefit Plan Service Cost [Member]</label>
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