diff --git a/app/api/views.py b/app/api/views.py
index 20dd1ce2..37a10c59 100644
--- a/app/api/views.py
+++ b/app/api/views.py
@@ -184,6 +184,12 @@ class DocumentList(generics.ListCreateAPIView):
         project = get_object_or_404(Project, pk=self.kwargs['project_id'])
         serializer.save(project=project)
 
+    def delete(self, request, *args, **kwargs):
+        project = get_object_or_404(Project, pk=self.kwargs['project_id'])
+        queryset = project.documents
+        queryset.all().delete()
+        return Response(status=status.HTTP_204_NO_CONTENT)
+
 
 class DocumentDetail(generics.RetrieveUpdateDestroyAPIView):
     queryset = Document.objects.all()
@@ -221,6 +227,11 @@ class AnnotationList(generics.ListCreateAPIView):
     def perform_create(self, serializer):
         serializer.save(document_id=self.kwargs['doc_id'], user=self.request.user)
 
+    def delete(self, request, *args, **kwargs):
+        queryset = self.get_queryset()
+        queryset.all().delete()
+        return Response(status=status.HTTP_204_NO_CONTENT)
+
     @staticmethod
     def check_single_class_classification(project_id, doc_id, user):
         project = get_object_or_404(Project, pk=project_id)
diff --git a/frontend/components/containers/annotation/ApproveButton.vue b/frontend/components/containers/annotation/ApproveButton.vue
index de02ac7d..2c67616f 100644
--- a/frontend/components/containers/annotation/ApproveButton.vue
+++ b/frontend/components/containers/annotation/ApproveButton.vue
@@ -6,7 +6,7 @@
         :disabled="disabled"
         class="text-capitalize ps-1 pe-1"
         min-width="36"
-        outlined
+        icon
         v-on="on"
         @shortkey="approveNextPage"
         @click="approveDocument"
diff --git a/frontend/components/containers/annotation/ClearAnnotationsButton.vue b/frontend/components/containers/annotation/ClearAnnotationsButton.vue
new file mode 100644
index 00000000..e8792a12
--- /dev/null
+++ b/frontend/components/containers/annotation/ClearAnnotationsButton.vue
@@ -0,0 +1,58 @@
+<template>
+  <v-tooltip bottom>
+    <template v-slot:activator="{ on }">
+      <v-btn
+        class="text-capitalize ps-1 pe-1"
+        color="error"
+        min-width="36"
+        icon
+        v-on="on"
+        @click="dialog=true"
+      >
+        <v-icon>
+          mdi-delete-outline
+        </v-icon>
+      </v-btn>
+    </template>
+    <span>Clear Annotations</span>
+    <v-dialog
+      v-model="dialog"
+      width="800"
+    >
+      <confirm-form
+        title="Clear annotations"
+        message="Are you sure you want to delete all annotations?"
+        :button-true-text="$t('generic.yes')"
+        :button-false-text="$t('generic.cancel')"
+        @ok="handleClear();dialog=false"
+        @cancel="dialog=false"
+      />
+    </v-dialog>
+  </v-tooltip>
+</template>
+
+<script>
+import { mapActions } from 'vuex'
+import ConfirmForm from '@/components/organisms/utils/ConfirmForm'
+
+export default {
+  components: {
+    ConfirmForm
+  },
+
+  data() {
+    return {
+      dialog: false
+    }
+  },
+
+  methods: {
+    ...mapActions('documents', ['clearAnnotations']),
+
+    handleClear() {
+      const projectId = this.$route.params.id
+      this.clearAnnotations(projectId)
+    }
+  }
+}
+</script>
diff --git a/frontend/components/containers/annotation/EntityItemBox.vue b/frontend/components/containers/annotation/EntityItemBox.vue
index bab9c557..71d99b4f 100644
--- a/frontend/components/containers/annotation/EntityItemBox.vue
+++ b/frontend/components/containers/annotation/EntityItemBox.vue
@@ -1,13 +1,15 @@
 <template>
-  <entity-item-box
-    v-if="isReady"
-    :labels="items"
-    :text="currentDoc.text"
-    :entities="currentDoc.annotations"
-    :delete-annotation="removeEntity"
-    :update-entity="updateEntity"
-    :add-entity="addEntity"
-  />
+  <div>
+    <entity-item-box
+      v-if="isReady"
+      :labels="items"
+      :text="currentDoc.text"
+      :entities="currentDoc.annotations"
+      :delete-annotation="removeEntity"
+      :update-entity="updateEntity"
+      :add-entity="addEntity"
+    />
+  </div>
 </template>
 
 <script>
diff --git a/frontend/components/containers/annotation/FilterButton.vue b/frontend/components/containers/annotation/FilterButton.vue
index 1409e66a..e8ab5744 100644
--- a/frontend/components/containers/annotation/FilterButton.vue
+++ b/frontend/components/containers/annotation/FilterButton.vue
@@ -6,7 +6,7 @@
           <v-btn
             class="text-capitalize ps-1 pe-1"
             min-width="36"
-            outlined
+            icon
             v-on="{ ...tooltip, ...menu }"
           >
             <v-icon>
diff --git a/frontend/components/containers/annotation/GuidelineButton.vue b/frontend/components/containers/annotation/GuidelineButton.vue
index 05321971..f0df9885 100644
--- a/frontend/components/containers/annotation/GuidelineButton.vue
+++ b/frontend/components/containers/annotation/GuidelineButton.vue
@@ -5,7 +5,7 @@
         <v-btn
           class="text-capitalize ps-1 pe-1"
           min-width="36"
-          outlined
+          icon
           v-on="on"
           @click="dialog=true"
         >
diff --git a/frontend/components/containers/documents/DocumentBulkDeletionButton.vue b/frontend/components/containers/documents/DocumentBulkDeletionButton.vue
new file mode 100644
index 00000000..6b7638c1
--- /dev/null
+++ b/frontend/components/containers/documents/DocumentBulkDeletionButton.vue
@@ -0,0 +1,50 @@
+<template>
+  <div>
+    <v-btn
+      :disabled="!total"
+      class="text-capitalize"
+      color="error"
+      @click="dialog=true"
+    >
+      {{ $t('generic.deleteAll') }}
+    </v-btn>
+    <v-dialog
+      v-model="dialog"
+      width="800"
+    >
+      <confirm-form
+        :title="$t('dataset.deleteBulkDocumentsTitle')"
+        :message="$t('dataset.deleteBulkDocumentsMessage')"
+        :button-true-text="$t('generic.yes')"
+        :button-false-text="$t('generic.cancel')"
+        @ok="deleteAllDocuments($route.params.id);dialog=false"
+        @cancel="dialog=false"
+      />
+    </v-dialog>
+  </div>
+</template>
+
+<script>
+import { mapState, mapActions } from 'vuex'
+import ConfirmForm from '@/components/organisms/utils/ConfirmForm'
+
+export default {
+  components: {
+    ConfirmForm
+  },
+
+  data() {
+    return {
+      dialog: false
+    }
+  },
+
+  computed: {
+    ...mapState('documents', ['total'])
+  },
+
+  methods: {
+    ...mapActions('documents', ['deleteAllDocuments'])
+  }
+}
+</script>
diff --git a/frontend/components/organisms/utils/ConfirmForm.vue b/frontend/components/organisms/utils/ConfirmForm.vue
index f3f424fe..27ee2d50 100644
--- a/frontend/components/organisms/utils/ConfirmForm.vue
+++ b/frontend/components/organisms/utils/ConfirmForm.vue
@@ -41,12 +41,12 @@ export default {
     items: {
       type: Array,
       default: () => [],
-      required: true
+      required: false
     },
     itemKey: {
       type: String,
       default: '',
-      required: true
+      required: false
     },
     buttonTrueText: {
       type: String,
diff --git a/frontend/i18n/en/generic.js b/frontend/i18n/en/generic.js
index e3d0b0eb..309f098c 100644
--- a/frontend/i18n/en/generic.js
+++ b/frontend/i18n/en/generic.js
@@ -10,6 +10,7 @@ export default {
   upload: 'Upload',
   add: 'Add',
   delete: 'Delete',
+  deleteAll: 'Delete All',
   search: 'Search',
   name: 'Name',
   import: 'Import',
diff --git a/frontend/i18n/en/projects/dataset.js b/frontend/i18n/en/projects/dataset.js
index 276daf4e..2d7959df 100644
--- a/frontend/i18n/en/projects/dataset.js
+++ b/frontend/i18n/en/projects/dataset.js
@@ -16,5 +16,7 @@ export default {
   exportDataMessage2: 'Select a file name',
   deleteDocumentsTitle: 'Delete Document',
   deleteDocumentsMessage: 'Are you sure you want to delete these documents from this project?',
+  deleteBulkDocumentsTitle: 'Delete All Documents',
+  deleteBulkDocumentsMessage: 'Are you sure you want to delete all documents from this project?',
   pageText: '{0}-{1} of {2}'
 }
diff --git a/frontend/layouts/annotation.vue b/frontend/layouts/annotation.vue
index 0a2b86e8..a49f76d8 100644
--- a/frontend/layouts/annotation.vue
+++ b/frontend/layouts/annotation.vue
@@ -39,6 +39,7 @@
               v-model="filterOption"
             />
             <guideline-button />
+            <clear-annotations-button />
           </v-col>
           <v-spacer />
           <v-col>
@@ -73,6 +74,7 @@
 <script>
 import { mapActions, mapGetters, mapState, mapMutations } from 'vuex'
 import BottomNavigator from '@/components/containers/annotation/BottomNavigator'
+import ClearAnnotationsButton from '@/components/containers/annotation/ClearAnnotationsButton.vue'
 import GuidelineButton from '@/components/containers/annotation/GuidelineButton'
 import MetadataBox from '@/components/organisms/annotation/MetadataBox'
 import FilterButton from '@/components/containers/annotation/FilterButton'
@@ -92,7 +94,8 @@ export default {
     GuidelineButton,
     FilterButton,
     ApproveButton,
-    MetadataBox
+    MetadataBox,
+    ClearAnnotationsButton
   },
 
   fetch() {
diff --git a/frontend/nuxt.config.js b/frontend/nuxt.config.js
index a2e4f8b7..3ed85549 100644
--- a/frontend/nuxt.config.js
+++ b/frontend/nuxt.config.js
@@ -79,7 +79,7 @@ export default {
   proxy: {
     // Use a fake value for use at build-time
     '/v1/': {
-      target: process.env.API_URL || 'http://127.0.0.1:12345'
+      target: process.env.API_URL || 'http://127.0.0.1:8000'
     }
   },
   /*
diff --git a/frontend/pages/projects/_id/dataset/index.vue b/frontend/pages/projects/_id/dataset/index.vue
index b4fb874a..51461429 100644
--- a/frontend/pages/projects/_id/dataset/index.vue
+++ b/frontend/pages/projects/_id/dataset/index.vue
@@ -3,6 +3,8 @@
     <v-card-title class="mb-2">
       <document-action-menu />
       <document-deletion-button class="ms-2" />
+      <v-spacer />
+      <document-bulk-deletion-button />
     </v-card-title>
     <document-list />
   </v-card>
@@ -12,6 +14,7 @@
 import DocumentList from '@/components/containers/documents/DocumentList'
 import DocumentActionMenu from '@/components/containers/documents/DocumentActionMenu'
 import DocumentDeletionButton from '@/components/containers/documents/DocumentDeletionButton'
+import DocumentBulkDeletionButton from '@/components/containers/documents/DocumentBulkDeletionButton'
 
 export default {
   layout: 'project',
@@ -19,7 +22,8 @@ export default {
   components: {
     DocumentList,
     DocumentActionMenu,
-    DocumentDeletionButton
+    DocumentDeletionButton,
+    DocumentBulkDeletionButton
   },
 
   validate({ params, query }) {
diff --git a/frontend/services/annotation.service.js b/frontend/services/annotation.service.js
index 919b84e3..fa29d6db 100644
--- a/frontend/services/annotation.service.js
+++ b/frontend/services/annotation.service.js
@@ -17,6 +17,10 @@ class AnnotationService {
     return this.request.delete(`/projects/${projectId}/docs/${docId}/annotations/${annotationId}`)
   }
 
+  clearAnnotations(projectId, docid) {
+    return this.request.delete(`/projects/${projectId}/docs/${docid}/annotations`)
+  }
+
   updateAnnotation(projectId, docId, annotationId, payload) {
     return this.request.patch(`/projects/${projectId}/docs/${docId}/annotations/${annotationId}`, payload)
   }
diff --git a/frontend/services/document.service.js b/frontend/services/document.service.js
index 8f72d8f0..e73b1a60 100644
--- a/frontend/services/document.service.js
+++ b/frontend/services/document.service.js
@@ -13,6 +13,10 @@ class DocumentService {
     return this.request.post(`/projects/${projectId}/docs`, payload)
   }
 
+  deleteAllDocuments(projectId) {
+    return this.request.delete(`/projects/${projectId}/docs`)
+  }
+
   deleteDocument(projectId, docId) {
     return this.request.delete(`/projects/${projectId}/docs/${docId}`)
   }
diff --git a/frontend/store/documents.js b/frontend/store/documents.js
index fbfbbc9b..d0e6b2de 100644
--- a/frontend/store/documents.js
+++ b/frontend/store/documents.js
@@ -31,7 +31,6 @@ export const getters = {
     return state.items[state.current]
   }
 }
-
 export const mutations = {
   setCurrent(state, payload) {
     state.current = payload
@@ -67,6 +66,9 @@ export const mutations = {
   deleteAnnotation(state, annotationId) {
     state.items[state.current].annotations = state.items[state.current].annotations.filter(item => item.id !== annotationId)
   },
+  clearAnnotations(state) {
+    state.items[state.current].annotations = []
+  },
   updateAnnotation(state, payload) {
     const item = state.items[state.current].annotations.find(item => item.id === payload.id)
     Object.assign(item, payload)
@@ -88,7 +90,6 @@ export const mutations = {
 export const actions = {
   getDocumentList({ commit, state }, payload) {
     commit('setLoading', true)
-    // payload = Object.assign(payload, state.searchOptions)
     return DocumentService.getDocumentList(payload)
       .then((response) => {
         commit('setDocumentList', response.data.results)
@@ -146,6 +147,17 @@ export const actions = {
         alert(error)
       })
   },
+  deleteAllDocuments({ commit, state }, projectId) {
+    DocumentService.deleteAllDocuments(projectId)
+      .then((response) => {
+        commit('setDocumentList', [])
+        commit('setTotalItems', 0)
+        commit('resetSelected')
+      })
+      .catch((error) => {
+        alert(error)
+      })
+  },
   deleteDocument({ commit, state }, projectId) {
     for (const document of state.selected) {
       DocumentService.deleteDocument(projectId, document.id)
@@ -188,6 +200,16 @@ export const actions = {
         alert(error)
       })
   },
+  clearAnnotations({ commit, state }, projectId) {
+    const documentId = state.items[state.current].id
+    AnnotationService.clearAnnotations(projectId, documentId)
+      .then((response) => {
+        commit('clearAnnotations')
+      })
+      .catch((error) => {
+        alert(error)
+      })
+  },
   approve({ commit, getters }, payload) {
     const documentId = getters.currentDoc.id
     const data = {