diff --git a/docs/core_docs/docs/integrations/chat/ibm.ipynb b/docs/core_docs/docs/integrations/chat/ibm.ipynb
index 345203410506..bff577f57d1d 100644
--- a/docs/core_docs/docs/integrations/chat/ibm.ipynb
+++ b/docs/core_docs/docs/integrations/chat/ibm.ipynb
@@ -29,7 +29,6 @@
         "| Class | Package | Local | Serializable | [PY support](https://python.langchain.com/docs/integrations/chat/ibm_watsonx/) | Package downloads | Package latest |\n",
         "| :--- | :--- | :---: | :---: |  :---: | :---: | :---: |\n",
         "| [`ChatWatsonx`](https://api.js.langchain.com/classes/_langchain_community.chat_models_ibm.ChatWatsonx.html) | [@langchain/community](https://www.npmjs.com/package/@langchain/community) | ❌ | ✅ | ✅ | ![NPM - Downloads](https://img.shields.io/npm/dm/@langchain/community?style=flat-square&label=%20&) | ![NPM - Version](https://img.shields.io/npm/v/@langchain/community?style=flat-square&label=%20&) |\n",
-
         "\n",
         "### Model features\n",
         "\n",
@@ -61,7 +60,7 @@
         "export WATSONX_AI_BEARER_TOKEN=<YOUR-BEARER-TOKEN>\n",
         "```\n",
         "\n",
-        "#### CP4D authentication\n",
+        "#### IBM watsonx.ai software authentication\n",
         "\n",
         "```bash\n",
         "export WATSONX_AI_AUTH_TYPE=cp4d\n",
@@ -104,7 +103,7 @@
         "const instance = new WatsonxLLM(props);\n",
         "```\n",
         "\n",
-        "### CP4D authentication\n",
+        "### IBM watsonx.ai software authentication\n",
         "\n",
         "```typescript\n",
         "import { WatsonxLLM } from \"@langchain/community/llms/ibm\";\n",
diff --git a/docs/core_docs/docs/integrations/document_compressors/ibm.ipynb b/docs/core_docs/docs/integrations/document_compressors/ibm.ipynb
index 4bf4e42ac475..bb6badcb644f 100644
--- a/docs/core_docs/docs/integrations/document_compressors/ibm.ipynb
+++ b/docs/core_docs/docs/integrations/document_compressors/ibm.ipynb
@@ -53,7 +53,7 @@
     "export WATSONX_AI_BEARER_TOKEN=<YOUR-BEARER-TOKEN>\n",
     "```\n",
     "\n",
-    "#### CP4D authentication\n",
+    "#### IBM watsonx.ai software authentication\n",
     "\n",
     "```bash\n",
     "export WATSONX_AI_AUTH_TYPE=cp4d\n",
@@ -96,7 +96,7 @@
     "const instance = new WatsonxLLM(props);\n",
     "```\n",
     "\n",
-    "### CP4D authentication\n",
+    "### IBM watsonx.ai software authentication\n",
     "\n",
     "```typescript\n",
     "import { WatsonxLLM } from \"@langchain/community/llms/ibm\";\n",
diff --git a/docs/core_docs/docs/integrations/llms/ibm.ipynb b/docs/core_docs/docs/integrations/llms/ibm.ipynb
index 4abbfa25b192..7a063f466097 100644
--- a/docs/core_docs/docs/integrations/llms/ibm.ipynb
+++ b/docs/core_docs/docs/integrations/llms/ibm.ipynb
@@ -56,7 +56,7 @@
         "export WATSONX_AI_BEARER_TOKEN=<YOUR-BEARER-TOKEN>\n",
         "```\n",
         "\n",
-        "#### CP4D authentication\n",
+        "#### IBM watsonx.ai software authentication\n",
         "\n",
         "```bash\n",
         "export WATSONX_AI_AUTH_TYPE=cp4d\n",
@@ -99,7 +99,7 @@
         "const instance = new WatsonxLLM(props);\n",
         "```\n",
         "\n",
-        "### CP4D authentication\n",
+        "### IBM watsonx.ai software authentication\n",
         "\n",
         "```typescript\n",
         "import { WatsonxLLM } from \"@langchain/community/llms/ibm\";\n",
diff --git a/docs/core_docs/docs/integrations/text_embedding/ibm.ipynb b/docs/core_docs/docs/integrations/text_embedding/ibm.ipynb
index e9c58968de6b..a62635e65d12 100644
--- a/docs/core_docs/docs/integrations/text_embedding/ibm.ipynb
+++ b/docs/core_docs/docs/integrations/text_embedding/ibm.ipynb
@@ -55,7 +55,7 @@
         "export WATSONX_AI_BEARER_TOKEN=<YOUR-BEARER-TOKEN>\n",
         "```\n",
         "\n",
-        "#### CP4D authentication\n",
+        "#### IBM watsonx.ai software authentication\n",
         "\n",
         "```bash\n",
         "export WATSONX_AI_AUTH_TYPE=cp4d\n",
@@ -98,7 +98,7 @@
         "const instance = new WatsonxEmbeddings(props);\n",
         "```\n",
         "\n",
-        "### CP4D authentication\n",
+        "### IBM watsonx.ai software authentication\n",
         "\n",
         "```typescript\n",
         "import { WatsonxEmbeddings } from \"@langchain/community/embeddings/ibm\";\n",