diff --git a/llm-service/uv.lock b/llm-service/uv.lock
index f39ad1aba..20282e213 100644
--- a/llm-service/uv.lock
+++ b/llm-service/uv.lock
@@ -2810,7 +2810,7 @@ requires-dist = [
     { name = "llama-index-embeddings-openai", specifier = ">=0.1.11" },
     { name = "llama-index-llms-azure-openai", specifier = ">=0.3.0" },
     { name = "llama-index-llms-bedrock", specifier = ">=0.3.4" },
-    { name = "llama-index-llms-bedrock-converse", specifier = ">=0.7.6" },
+    { name = "llama-index-llms-bedrock-converse", specifier = ">=0.10.3" },
     { name = "llama-index-llms-nvidia", specifier = ">=0.3.2" },
     { name = "llama-index-llms-openai", specifier = ">=0.5.1" },
     { name = "llama-index-node-parser-docling", specifier = ">=0.4.0" },
@@ -4569,6 +4569,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions" },
 ]
+sdist = { url = "https://files.pythonhosted.org/packages/00/e9/3916abb671bffb00845408c604ff03480dc8dc273310d8268547a37be0fb/pydantic_core-2.41.3.tar.gz", hash = "sha256:cdebb34b36ad05e8d77b4e797ad38a2a775c2a07a8fa386d4f6943b7778dcd39", size = 457489, upload-time = "2025-10-13T19:34:51.666Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/79/01/8346969d4eef68f385a7cf6d9d18a6a82129177f2ac9ea36cc2cec4a7b3a/pydantic_core-2.41.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:1a572d7d06b9fa6efeec32fbcd18c73081af66942b345664669867cf8e69c7b0", size = 2110164, upload-time = "2025-10-13T19:30:43.025Z" },
     { url = "https://files.pythonhosted.org/packages/60/7d/7ac0e48368c67c1ce3b34ceae1949c780381ad45ae3662f4e63a3d9a1a51/pydantic_core-2.41.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:63d787ea760052585c6bfc34310aa379346f2cec363fe178659664f80421804b", size = 1919153, upload-time = "2025-10-13T19:30:44.783Z" },
diff --git a/ui/src/pages/RagChatTab/SessionsSidebar/CreateSession/CreateSessionForm.tsx b/ui/src/pages/RagChatTab/SessionsSidebar/CreateSession/CreateSessionForm.tsx
index 9e77ed0fb..f53f59685 100644
--- a/ui/src/pages/RagChatTab/SessionsSidebar/CreateSession/CreateSessionForm.tsx
+++ b/ui/src/pages/RagChatTab/SessionsSidebar/CreateSession/CreateSessionForm.tsx
@@ -193,7 +193,7 @@ const CreateSessionForm = ({ form, dataSources }: CreateSessionFormProps) => {
       style={{ width: "100%", paddingTop: 20 }}
       {...layout}
       onValuesChange={(
-        changedValues: Partial<Omit<CreateSessionRequest, "id">>,
+        changedValues: Partial<Omit<CreateSessionRequest, "id">>
       ) => {
         onInferenceModelChange(changedValues, form, llmModels);
       }}
@@ -238,7 +238,7 @@ const CreateSessionForm = ({ form, dataSources }: CreateSessionFormProps) => {
       <Form.Item<CreateSessionRequest>
         name="responseChunks"
         initialValue={10}
-        label="Maximum number of documents"
+        label="Maximum number of document chunks"
       >
         <Slider marks={ResponseChunksRange} min={1} max={20} />
       </Form.Item>
diff --git a/ui/src/pages/RagChatTab/Settings/ChatSettingsModal.tsx b/ui/src/pages/RagChatTab/Settings/ChatSettingsModal.tsx
index e7a7eef81..4b566b16c 100644
--- a/ui/src/pages/RagChatTab/Settings/ChatSettingsModal.tsx
+++ b/ui/src/pages/RagChatTab/Settings/ChatSettingsModal.tsx
@@ -334,7 +334,7 @@ const ChatSettingsModal = ({
           <Form.Item
             name="responseChunks"
             initialValue={activeSession.responseChunks}
-            label="Maximum number of documents"
+            label="Maximum number of document chunks"
           >
             <Slider marks={ResponseChunksRange} min={1} max={20} />
           </Form.Item>
diff --git a/ui/src/pages/Settings/MetadataDBFields.tsx b/ui/src/pages/Settings/MetadataDBFields.tsx
index b58b9c519..993c83b30 100644
--- a/ui/src/pages/Settings/MetadataDBFields.tsx
+++ b/ui/src/pages/Settings/MetadataDBFields.tsx
@@ -135,7 +135,7 @@ const MetadataDatabaseFields = ({
           optionType="button"
           buttonStyle="solid"
           options={[
-            { value: "H2", label: "Embedded" },
+            { value: "H2", label: "Embedded H2" },
             { value: "PostgreSQL", label: "External PostgreSQL" },
           ]}
           disabled={!enableModification}
diff --git a/ui/src/pages/Settings/VectorDBFields.tsx b/ui/src/pages/Settings/VectorDBFields.tsx
index fff700910..b8dc3e58b 100644
--- a/ui/src/pages/Settings/VectorDBFields.tsx
+++ b/ui/src/pages/Settings/VectorDBFields.tsx
@@ -58,7 +58,7 @@ export const VectorDBFields = ({
         optionType="button"
         buttonStyle="solid"
         options={[
-          { value: "QDRANT", label: "Qdrant" },
+          { value: "QDRANT", label: "Embedded Qdrant" },
           { value: "OPENSEARCH", label: "Cloudera Semantic Search" },
           { value: "CHROMADB", label: "ChromaDB" },
         ]}