diff --git a/Makefile b/Makefile
index 2e3063a..83f549d 100644
--- a/Makefile
+++ b/Makefile
@@ -16,6 +16,7 @@ tests:
 	jsonschema -V Draft202012Validator -i examples/entities/example1.json  json/entities/entities.schema.json && $(print-test-ok)|| $(print-test-failed)
 	jsonschema -V Draft202012Validator -i examples/entities/example2.json  json/entities/entities.schema.json && $(print-test-ok)|| $(print-test-failed)
 	jsonschema -V Draft202012Validator -i examples/versioning_manifest/canonical_v0-0-1.json  json/versioning/manifest.schema.json && $(print-test-ok)|| $(print-test-failed)
+	jsonschema -V Draft202012Validator -i examples/doc_embeddings/example0.json  json/embeddings/embeddings-docs.schema.json && $(print-test-ok)|| $(print-test-failed)
 	jsonschema -V Draft202012Validator -i examples/text_reuse/tr_cluster_example.json  json/text_reuse/cluster.schema.json && $(print-test-ok)|| $(print-test-failed)
 	jsonschema -V Draft202012Validator -i examples/text_reuse/tr_passage_example.json  json/text_reuse/passage.schema.json && $(print-test-ok)|| $(print-test-failed)
 
@@ -30,6 +31,7 @@ documentation:
 	jsonschema2md -d json/topic_model/ --header false -n -v 06 -o docs  -x -  -s propTable
 	jsonschema2md -d json/language_identification/ --header false -n -v 06 -o docs -x -  -s propTable
 	jsonschema2md -d json/entities/ --header false -n -v 2020-12 -o docs -x -  -s propTable
+	jsonschema2md -d json/embeddings/ --header false -n -v 2020-12 -o docs -x -  -s propTable
 	#jsonschema2md -d json/linguistic_annotation/ -n -v 06 -o docs
 	jsonschema2md -d json/versioning/ --header false -n -v 2024-02 -o docs -x -  -s propTable
 	jsonschema2md -d json/text_reuse/ --header false -n -v 2024-09 -o docs -x -  -s propTable
diff --git a/examples/doc_embeddings/example0.json b/examples/doc_embeddings/example0.json
new file mode 100644
index 0000000..8f6b3a9
--- /dev/null
+++ b/examples/doc_embeddings/example0.json
@@ -0,0 +1,8 @@
+{
+  "id": "ACI-1832-01-01-a-i0008", 
+  "embedding": [-0.05433, 0.04184, -0.00738, -0.00657, -0.06034, -0.01607, -0.05556, 0.08453, 0.07772, -0.01196, -0.03563, -0.00958, -0.01124, 0.03449, -0.08652, 0.06759, 0.10285, 0.03633, 0.0571, -0.00303, 0.07577, 0.0264, 0.00647, 0.02725, -0.08444, 0.09184, -0.0081, -0.08844, -0.07227, 0.02242, -0.05825, -0.01509, 0.01469, 0.06798, 0.03602, -0.04174, 0.0307, 0.03843, -0.00755, 0.00523, -0.02464, -0.02938, 0.03339, 0.01921, -0.02223, 0.04466, 0.10512, 0.06621, -0.04799, -0.0218, -0.01523, -0.02657, 0.02348, 0.01323, 0.02457, 0.07768, -0.11698, -0.01842, 0.13253, -0.03065, 0.00352, -0.0023, -0.05941, 0.02977, -0.08459, -0.03759, 0.03472, -0.02808, 0.12777, 0.00775, -0.02081, 0.03519, -0.01566, 0.02641, 0.02085, 0.02638, -0.00894, 0.02055, 0.01598, 0.02668, -0.04014, 0.01222, -3e-05, -0.00463, -0.05493, -0.0342, -0.00623, -0.04466, 0.00919, 0.00178, -0.00946, 0.00841, -0.0293, -0.01731, 0.02215, 0.07643, -0.02389, 0.02817, 0.06009, 0.02602, -0.02615, 0.02061, 0.01523, 0.0138, 0.03734, 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0.00022, 0.0402, -0.05849, -0.01346, 0.00116, 0.07419, -0.02404, 0.01465, -0.02477, -0.01619, 0.02718, 0.03736, -0.05165, -0.02273, -0.03534, 0.01807, 0.0279, -0.084, 0.02632, 0.02391, 0.0464, -0.01303, 0.00964, 0.03324, 0.05655, 0.047, -0.04677, 0.00914, 0.00818, -0.01597, 0.08388, -0.01151, 0.02417, 0.00895, 0.00644, -0.0411, -0.00416, 0.03934, 0.0611, -0.02604, -0.02569, 0.01736, -0.02914, 0.0572, -0.02528, -0.03775, 0.01626, 0.03428, 0.02094, -0.01617, -0.00501, 0.03217, -0.04425, 0.0288, -0.02014, 0.00805, -0.02903, 0.09169, -0.03683, 0.02041, 0.01651, 0.01651, 0.01081, -0.02133, 0.00965, 0.05579, 0.03764, -0.03257, 0.02838, -0.01372, 0.00091, -0.00905, -0.00732, 0.00073, 0.04101, -0.02635, -0.03142, 0.01478, 0.02056, -0.0139, -0.00147, 0.027, -0.04169, 0.01208, -0.00738, 0.03467, 0.0241, 0.0687, 0.05998, 0.06154, -0.00574, -0.04092, -0.05103, -0.01536, 0.05188, 0.01329, 0.0034, -0.04556, 0.07287, 0.0223, 0.03062, 0.06213, 0.16062, -0.01824, 0.02829, 0.02414, 0.0215, 0.00548, -0.01299, -0.00635, 0.03498, 0.04476, -0.05471, 0.02231, -0.01392, 0.03889, 0.00057, -0.05781, -0.0309, -0.0303, -0.05699, -0.00907, 0.02278, -0.0038, -0.02807, -0.00425, 0.01968, -0.07242, -0.02723, 0.02706, 0.02483, 0.03949, -0.01408, 0.02869, -0.01038, 0.00981, 0.00952, -0.02354, 0.05632, -0.04016, -0.04395, 0.01178, 0.00859, -0.02142, -0.00894, 0.03136, -0.00288, -0.01722, 0.00276, 0.0415, 0.00117, 0.01905, -0.00092, 0.03379, -0.00026, 0.02454, 0.02602, 0.00099, -0.01073, 0.07699, -0.072, 0.01123, 0.00217, 0.03956, -0.0169, 0.03267, -0.01225, -0.04287, -0.00496, 0.02931, -0.00554, -0.01867, -0.00269, 0.04555, 0.05982, 0.01631, -0.00021, -0.00367, 0.03097, 0.0241, 0.00546, 0.00281, 0.00443, 0.01515, -0.02205, -0.05541, 0.04205, 0.0195, 0.01023, 0.00682, 0.0991, 0.0079, -0.01082, -0.02739, -0.01572, -0.02014, 0.02, -0.06989, -0.03337, 0.00256, -0.01917, 0.06411, 0.00194, -0.02602, 0.02387, 0.00912, -0.00754, 0.02813, 0.06901, 0.00301, 0.01226, 0.05736, 0.03043, -0.00597, -0.00239, 0.02977, 0.01278, -0.01999, 0.02324, 0.04084, 0.00758, 0.04383, 0.01144, 0.01069, -0.02324, -0.01259, -0.03113, -0.00386, -0.00379, 0.02368, 0.02004, -0.0641, -0.01724, -0.02068, 0.01396, 0.03581, 0.03455, 0.01617, -0.04573, -0.0384, 0.04505, -0.01241, -0.04088, 0.0365, -0.00811, -0.02268, 0.04856, -0.05889, 0.00682, 0.02481, 0.0249, -0.03197, -0.00231, 0.01089, 0.05358, -0.0031, 0.03965, 0.00809, -0.0426, -0.03546, -0.02799, -0.00435, -0.05234, 0.04881, -0.03847, -0.04747, -0.02357, -0.01257, 0.02776, 0.00383, -0.02063, -0.02037, -0.01896, -0.00941, -0.00489, 0.01582, 0.04962, -0.03766, 0.02395, -0.02564, -0.00566, -0.05643, 0.03247, 0.03744, 0.00785, -0.02159, 0.04823, 0.03578, 0.03575, 0.00185, -0.01605, -0.03539, -0.01974, 0.01, -0.00304, -0.01292, 0.03748, 0.00777, -0.01643, 0.00695, 0.00362, -0.03999, -0.01774, -0.00453, -0.04929, -0.03009, 0.02241, -0.03559, -0.01247, 0.00749, -0.01612, -0.0425, -0.07628, -0.00563, -0.00723, -0.02974, -0.01406, 0.00378, -0.03151, -0.02954, -0.06575, 0.02843, -0.01653, -0.04686, -0.05174, 0.05859, 0.03222, -0.01524, 0.05375, -0.02765, 0.0208, 0.05737, -0.01105, 0.02933, 0.01295, -0.00076, 0.01235, 0.02216, -0.00092, 0.00404, -0.01133, 0.0346, -0.0001, 0.04614, 0.01448, 0.01508, 0.0558, -0.03253, -0.05316, -0.00792, 0.03195, 0.05999, 0.00632, 0.02159, 0.01859, -0.01584, -0.08758, -0.03676, 0.04501, 0.00664, -0.02137, -0.02505, -0.08833, 0.00535, -0.00257, -0.00604, -0.00924, 0.01935, -0.03717, 0.03293, 0.04251, 0.02721, 0.01805, 0.03488, -0.00588, -0.02767, -0.01797, 0.00621, -0.00871, -0.00759, 0.0033, -0.00706, 0.01897, -0.05011, -0.01175, -0.00019, 0.03811, 0.02589, 0.06485, 0.04662, 0.03656, -0.00635, 0.02969, -0.03077, -0.01858, 0.01558, -0.01998, 0.00821, -0.00609, -0.02141, -0.03912, -0.01554, -0.04338, 0.09217, -0.04458, -0.03987, -0.01138, 0.01006, -0.03676, 0.01019, -0.01662, 0.0356, 0.01285, 0.03716, -0.01335, -0.01028, -0.02966, -0.01276, 0.01826, -0.00642, 0.03965, -0.00848, -0.02455, -0.02248, 0.03888, -0.016, -0.03594, 0.03684, -0.00577, -0.06935, 0.02999, 0.02628, -0.00587, 0.03771, -0.03981, 0.01803, 0.02051, -0.01534, -0.0043, -0.03625, -0.02237, -0.00387, -0.04445, 0.01126, -0.02385, -0.01256, 0.0834, -0.01093, -0.01638, 0.03417, 0.03081, 0.00643], 
+  "size": 926,
+  "model_id":
+  "embeddings-average-article-page-chunk-subtoken-4096-8192-gte-multilingual-base-Alibaba-NLP/gte-multilingual-base@f7d567e",
+  "ts": "2024-10-09T12:09:24Z"
+}
\ No newline at end of file
diff --git a/json/embeddings/embeddings-docs-backup.schema.json b/json/embeddings/embeddings-docs-backup.schema.json
new file mode 100644
index 0000000..130dd73
--- /dev/null
+++ b/json/embeddings/embeddings-docs-backup.schema.json
@@ -0,0 +1,53 @@
+{
+  "$schema": "http://json-schema.org/draft-07/schema#",
+  "$id": "https://impresso.github.io/impresso-schemas/json/embeddings/embeddings-docs.schema.json",
+  "title": "Document Embeddings JSON Schema",
+  "description": "A representation for the vector embedding representation of content items.",
+  "type": "object",
+  "properties": {
+    "id": {
+      "$id": "#/properties/id",
+      "type": "string",
+      "title": "The Id Schema",
+      "description": "The unique identifier for a content item, cf. https://github.com/impresso/impresso-schemas/blob/master/json/newspaper/contentitem.schema.json",
+      "examples": ["actionfem-1940-01-08-a-i0001"],
+      "pattern": "^(.*)$"
+    },
+    "ts": {
+      "$id": "#/properties/ts",
+      "type": "string",
+      "title": "The Ts Schema",
+      "description": "The timestamp when the embeddings were created",
+      "examples": ["2024-08-29T06:42:53+00:00Z"],
+      "pattern": "^[0-9]{4}-[0-9]{2}-[0-9]{2}T[0-9]{2}:[0-9]{2}:[0-9]{2}(\\+00:00|Z)$"
+    },
+    "embedder": {
+      "$id": "#/properties/embedder",
+      "type": "string",
+      "title": "The Embedder Schema",
+      "description": "The model or tool used to generate the embeddings",
+      "examples": ["Alibaba-NLP/gte-multilingual-base@f7d567e"]
+    },
+    "len": {
+      "$id": "#/properties/len",
+      "type": "integer",
+      "title": "The Length Schema",
+      "description": "The length of the document in characters.",
+      "examples": [2976]
+    },
+    "embedding": {
+      "$id": "#/properties/embedding",
+      "type": "array",
+      "title": "The Embedding Schema",
+      "description": "The vector embeddings of the document",
+      "items": {
+        "$id": "#/properties/embedding/items",
+        "type": "number",
+        "title": "The Items Schema",
+        "description": "A single number in the vector embeddings of the document",
+        "examples": [-0.11429]
+      }
+    }
+  },
+  "required": ["id", "ts", "embedder", "embedding"]
+}
diff --git a/json/embeddings/embeddings-docs.schema.json b/json/embeddings/embeddings-docs.schema.json
new file mode 100644
index 0000000..3558635
--- /dev/null
+++ b/json/embeddings/embeddings-docs.schema.json
@@ -0,0 +1,64 @@
+{
+  "$schema": "https://json-schema.org/draft/2020-12/schema#",
+  "$id": "https://impresso.github.io/impresso-schemas/json/embeddings/embeddings-docs.schema.json",
+  "title": "Document Embeddings JSON Schema",
+  "description": "A representation for the vector embedding representation of content items.",
+  "type": "object",
+  "properties": {
+    "ci_id": {
+      "type": "string",
+      "description": "Unique identifier for the content item.",
+      "examples": "actionfem-1940-01-08-a-i0001",
+    },
+    "ci_type":
+    {
+      "type": "string",
+      "description": "Type of content item (e.g., 'article', 'adv').",
+      "examples": "article"
+    },
+    "model_id": {
+      "type": "string",
+      "description": "An alias for the system or model that produced this output, used for transparency and traceability. It should include distinguishing elements like a base name, version, and language."
+    },
+    "embedding": {
+      "oneOf": [
+        {
+          "type": "array",
+          "description": "The vector embedding representation of the content item as a single list.",
+          "items": {
+            "type": "number",
+            "description": "A single number in the vector embedding of the document.",
+            "examples": [-0.11429]
+          }
+        },
+        {
+          "type": "array",
+          "description": "The vector embedding representation of the content item as a list of lists (e.g., for chunked embeddings).",
+          "items": {
+            "type": "array",
+            "items": {
+              "type": "number",
+              "description": "A single number in a chunk's vector embedding.",
+              "examples": [-0.11429]
+            }
+          }
+        }
+      ]
+    },
+    "size": {
+      "type": "integer",
+      "description": "The size of the embedding vectors."
+    },
+    "ts": {
+      "type": "string",
+      "description": "Timestamp indicating when the embedding was created (e.g., '2024-10-09T09:29:02Z').",
+      "format": "date-time"
+    }
+  },
+  "required": [
+    "ci_id",
+    "embedding",
+    "model_id",
+    "size"
+  ]
+}