diff --git a/app/api/views.py b/app/api/views.py
index 44d6f081..b45e984e 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()
@@ -220,6 +226,11 @@ 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):
diff --git a/frontend/components/containers/annotation/ClearAnnotationsButton.vue b/frontend/components/containers/annotation/ClearAnnotationsButton.vue
new file mode 100644
index 00000000..7dabb43d
--- /dev/null
+++ b/frontend/components/containers/annotation/ClearAnnotationsButton.vue
@@ -0,0 +1,41 @@
+<template>
+  <div>
+    <v-btn
+      :disabled="false"
+      class="text-capitalize"
+      outlined
+      @click="handleClear()"
+    >
+      {{ "Clear Annotations" }}
+    </v-btn>
+  </div>
+</template>
+
+<script>
+import { mapState, mapActions } from 'vuex'
+
+export default {
+  components: {
+
+  },
+
+  data() {
+    return {
+      dialog: false
+    }
+  },
+
+  computed: {
+    ...mapState('documents', ['selected'])
+  },
+
+  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..58c46505 100644
--- a/frontend/components/containers/annotation/EntityItemBox.vue
+++ b/frontend/components/containers/annotation/EntityItemBox.vue
@@ -1,22 +1,27 @@
 <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>
+    <clear-annotations-button />
+    <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>
 import { mapActions, mapGetters, mapState } from 'vuex'
+import ClearAnnotationsButton from '@/components/containers/annotation/ClearAnnotationsButton.vue'
 import EntityItemBox from '~/components/organisms/annotation/EntityItemBox'
 
 export default {
   components: {
-    EntityItemBox
+    EntityItemBox,
+    ClearAnnotationsButton
   },
 
   computed: {
diff --git a/frontend/components/containers/documents/DocumentBulkDeletionButton.vue b/frontend/components/containers/documents/DocumentBulkDeletionButton.vue
new file mode 100644
index 00000000..2c5e0e3e
--- /dev/null
+++ b/frontend/components/containers/documents/DocumentBulkDeletionButton.vue
@@ -0,0 +1,51 @@
+<template>
+  <div>
+    <v-btn
+      :disabled="!total"
+      class="text-capitalize"
+      outlined
+      @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="$t('generic.cancel')"
+        item-key="text"
+        @ok="deleteAllDocuments($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/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 ac8cccd1..9f82f26c 100644
--- a/frontend/i18n/en/projects/dataset.js
+++ b/frontend/i18n/en/projects/dataset.js
@@ -15,5 +15,7 @@ export default {
   exportDataMessage: 'Select a file format',
   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/pages/projects/_id/dataset/index.vue b/frontend/pages/projects/_id/dataset/index.vue
index b4fb874a..82f13995 100644
--- a/frontend/pages/projects/_id/dataset/index.vue
+++ b/frontend/pages/projects/_id/dataset/index.vue
@@ -3,6 +3,7 @@
     <v-card-title class="mb-2">
       <document-action-menu />
       <document-deletion-button class="ms-2" />
+      <document-bulk-deletion-button class="ms-2" />
     </v-card-title>
     <document-list />
   </v-card>
@@ -12,6 +13,7 @@
 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 +21,8 @@ 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 141afe42..36ce5f64 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 = {