diff --git a/controller/embedding/manager.py b/controller/embedding/manager.py
index f15cf777..ae6de486 100644
--- a/controller/embedding/manager.py
+++ b/controller/embedding/manager.py
@@ -230,7 +230,6 @@ def __recreate_or_extend_embedding(project_id: str, embedding_id: str) -> Embedd
 
         if (
             new_embedding_item.platform == enums.EmbeddingPlatform.OPENAI.value
-            or new_embedding_item.platform == enums.EmbeddingPlatform.COHERE.value
             or new_embedding_item.platform == enums.EmbeddingPlatform.AZURE.value
         ):
             agreement_item = agreement.get_by_xfkey(
diff --git a/controller/embedding/terms.py b/controller/embedding/terms.py
index c5085404..98217bcc 100644
--- a/controller/embedding/terms.py
+++ b/controller/embedding/terms.py
@@ -11,16 +11,6 @@
         "terms": "Please note that by enabling this third-party API, you are stating that you accept its addition as a sub-processor under the terms of our Data Processing Agreement. Please be aware that the OpenAI API policies may conflict with your internal data and privacy policies. For more information please check: @@PLACEHOLDER@@. For questions you can contact us at security@kern.ai.",
         "link": "https://openai.com/policies/api-data-usage-policies",
     },
-    EmbeddingPlatform.COHERE.value:{
-        "platform": EmbeddingPlatform.COHERE.value,
-        "terms": "Please note that by enabling this third-party API, you are stating that you accept its addition as a sub-processor under the terms of our Data Processing Agreement. Please be aware that the Cohere API policies may conflict with your internal data and privacy policies. For more information please check: @@PLACEHOLDER@@. For questions you can contact us at security@kern.ai.",
-        "link": "https://cohere.com/terms-of-use",
-    },
-    EmbeddingPlatform.PYTHON.value: {
-        "platform": EmbeddingPlatform.PYTHON.value,
-        "terms": None,
-        "link": None,
-    },
     EmbeddingPlatform.AZURE.value: {
         "platform": EmbeddingPlatform.AZURE.value,
         "terms": "Please note that by enabling this third-party API, you are stating that you accept its addition as a sub-processor under the terms of our Data Processing Agreement. Please be aware that the Azure API policies may conflict with your internal data and privacy policies. For more information please check: @@PLACEHOLDER@@. For questions you can contact us at security@kern.ai.",
diff --git a/controller/record/manager.py b/controller/record/manager.py
index e55aa269..59262d41 100644
--- a/controller/record/manager.py
+++ b/controller/record/manager.py
@@ -270,7 +270,7 @@ def __check_and_prep_edit_records(
             continue
 
         emb_path = os.path.join(
-            "/inference", project_id, f"embedder-{str(embedding_item.id)}.pkl"
+            "/inference", project_id, f"embedder-{str(embedding_item.id)}.json"
         )
         if not os.path.exists(emb_path):
             errors_found.append(
diff --git a/controller/transfer/project_transfer_manager.py b/controller/transfer/project_transfer_manager.py
index 4f638eb3..97556c60 100644
--- a/controller/transfer/project_transfer_manager.py
+++ b/controller/transfer/project_transfer_manager.py
@@ -339,10 +339,7 @@ def __transform_embedding_by_name(embedding_name: str):
         attribute_name = splitted_name[0]
         embedding_type = splitted_name[1]
         model = "-".join(splitted_name[2:])
-        if "bag-of-words" == model or "bag-of-characters" == model or "tf-idf" == model:
-            platform = enums.EmbeddingPlatform.PYTHON.value
-        else:
-            platform = enums.EmbeddingPlatform.HUGGINGFACE.value
+        platform = enums.EmbeddingPlatform.HUGGINGFACE.value
         name = f"{attribute_name}-{embedding_type}-{platform}-{model}"
         return platform, model, name
 
diff --git a/submodules/model b/submodules/model
index 1198fda6..b41145ac 160000
--- a/submodules/model
+++ b/submodules/model
@@ -1 +1 @@
-Subproject commit 1198fda6b1f475aaea1c9dfc0fde7177238fb30c
+Subproject commit b41145ac4d0284b68c65b88baff034123f5403a5