<?xml version="1.0" encoding="UTF-8"?>

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2024 Workiva-->
<!--r:ff8a754a-ff20-405b-825e-6780be94d37f,g:0d89c2dd-48a0-468f-b342-1393c0b7bedd-->
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  <link:roleRef roleURI="http://www.xbrl.org/2009/role/negatedNetLabel" xlink:type="simple" xlink:href="http://www.xbrl.org/lrr/role/negated-2009-12-16.xsd#negatedNetLabel"/>
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  <link:roleRef roleURI="http://www.xbrl.org/2009/role/negatedTotalLabel" xlink:type="simple" xlink:href="http://www.xbrl.org/lrr/role/negated-2009-12-16.xsd#negatedTotalLabel"/>
  <link:labelLink xlink:role="http://www.xbrl.org/2003/role/link" xlink:type="extended">
    <link:label id="lab_bhr_ChangeInValueOfPriorYearMember_label_en-US" xlink:label="lab_bhr_ChangeInValueOfPriorYearMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Change In Value Of Prior Year [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_bhr_ChangeInValueOfPriorYearMember" xlink:href="bhr-20241010.xsd#bhr_ChangeInValueOfPriorYearMember"/>
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    <link:loc xlink:type="locator" xlink:label="loc_bhr_VestedPriorYearAwardsMember" xlink:href="bhr-20241010.xsd#bhr_VestedPriorYearAwardsMember"/>
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    <link:label id="lab_bhr_DividendsMember_label_en-US" xlink:label="lab_bhr_DividendsMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Dividends [Member]</link:label>
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    <link:label id="lab_bhr_NewAwardsVestedDuringTheYearMember_label_en-US" xlink:label="lab_bhr_NewAwardsVestedDuringTheYearMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">New Awards Vested During The Year [Member]</link:label>
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    <link:loc xlink:type="locator" xlink:label="loc_bhr_ForfeituresMember" xlink:href="bhr-20241010.xsd#bhr_ForfeituresMember"/>
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    <link:loc xlink:type="locator" xlink:label="loc_bhr_NewAwardsOutstandingMember" xlink:href="bhr-20241010.xsd#bhr_NewAwardsOutstandingMember"/>
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    <link:label id="lab_bhr_SCTReversalMember_label_en-US" xlink:label="lab_bhr_SCTReversalMember" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">S C T Reversal [Member]</link:label>
    <link:loc xlink:type="locator" xlink:label="loc_bhr_SCTReversalMember" xlink:href="bhr-20241010.xsd#bhr_SCTReversalMember"/>
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