concepts: update llm stub page and re-link (#27567)

Update text llm stub page and re-link content

docs/docs/integrations/llms/anthropic.ipynb

@@ -23,7 +23,7 @@
     "# AnthropicLLM\n",
     "\n",
     ":::caution\n",
-    "You are currently on a page documenting the use of Anthropic legacy Claude 2 models as [text completion models](/docs/concepts/#llms). The latest and most popular Anthropic models are [chat completion models](/docs/concepts/#chat-models), and the text completion models have been deprecated.\n",
+    "You are currently on a page documenting the use of Anthropic legacy Claude 2 models as [text completion models](/docs/concepts/text_llms). The latest and most popular Anthropic models are [chat completion models](/docs/concepts/chat_models), and the text completion models have been deprecated.\n",
     "\n",
     "You are probably looking for [this page instead](/docs/integrations/chat/anthropic/).\n",
     ":::\n",

docs/docs/integrations/llms/azure_openai.ipynb

@@ -8,7 +8,7 @@
     "# Azure OpenAI\n",
     "\n",
     ":::caution\n",
-    "You are currently on a page documenting the use of Azure OpenAI [text completion models](/docs/concepts/#llms). The latest and most popular Azure OpenAI models are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of Azure OpenAI [text completion models](/docs/concepts/text_llms). The latest and most popular Azure OpenAI models are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "Unless you are specifically using `gpt-3.5-turbo-instruct`, you are probably looking for [this page instead](/docs/integrations/chat/azure_chat_openai/).\n",
     ":::\n",

docs/docs/integrations/llms/bedrock.ipynb

@@ -12,7 +12,7 @@
    "metadata": {},
    "source": [
     ":::caution\n",
-    "You are currently on a page documenting the use of Amazon Bedrock models as [text completion models](/docs/concepts/#llms). Many popular models available on Bedrock are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of Amazon Bedrock models as [text completion models](/docs/concepts/text_llms). Many popular models available on Bedrock are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "You may be looking for [this page instead](/docs/integrations/chat/bedrock/).\n",
     ":::\n",

docs/docs/integrations/llms/cohere.ipynb

@@ -8,7 +8,7 @@
     "# Cohere\n",
     "\n",
     ":::caution\n",
-    "You are currently on a page documenting the use of Cohere models as [text completion models](/docs/concepts/#llms). Many popular Cohere models are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of Cohere models as [text completion models](/docs/concepts/text_llms). Many popular Cohere models are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "You may be looking for [this page instead](/docs/integrations/chat/cohere/).\n",
     ":::\n",

docs/docs/integrations/llms/databricks.ipynb

@@ -10,7 +10,7 @@
     "> [Databricks](https://www.databricks.com/) Lakehouse Platform unifies data, analytics, and AI on one platform.\n",
     "\n",
     "\n",
-    "This notebook provides a quick overview for getting started with Databricks [LLM models](https://python.langchain.com/docs/concepts/#llms). For detailed documentation of all features and configurations head to the [API reference](https://python.langchain.com/api_reference/community/llms/langchain_community.llms.databricks.Databricks.html).\n",
+    "This notebook provides a quick overview for getting started with Databricks [LLM models](https://python.langchain.com/docs/concepts/text_llms). For detailed documentation of all features and configurations head to the [API reference](https://python.langchain.com/api_reference/community/llms/langchain_community.llms.databricks.Databricks.html).\n",
     "\n",
     "## Overview\n",
     "\n",

docs/docs/integrations/llms/fireworks.ipynb

@@ -8,7 +8,7 @@
     "# Fireworks\n",
     "\n",
     ":::caution\n",
-    "You are currently on a page documenting the use of Fireworks models as [text completion models](/docs/concepts/#llms). Many popular Fireworks models are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of Fireworks models as [text completion models](/docs/concepts/text_llms). Many popular Fireworks models are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "You may be looking for [this page instead](/docs/integrations/chat/fireworks/).\n",
     ":::\n",

docs/docs/integrations/llms/google_ai.ipynb

@@ -26,7 +26,7 @@
    "metadata": {},
    "source": [
     ":::caution\n",
-    "You are currently on a page documenting the use of Google models as [text completion models](/docs/concepts/#llms). Many popular Google models are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of Google models as [text completion models](/docs/concepts/text_llms). Many popular Google models are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "You may be looking for [this page instead](/docs/integrations/chat/google_generative_ai/).\n",
     ":::\n",

docs/docs/integrations/llms/google_vertex_ai_palm.ipynb

@@ -16,7 +16,7 @@
     "# Google Cloud Vertex AI\n",
     "\n",
     ":::caution\n",
-    "You are currently on a page documenting the use of Google Vertex [text completion models](/docs/concepts/#llms). Many Google models are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of Google Vertex [text completion models](/docs/concepts/text_llms). Many Google models are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "You may be looking for [this page instead](/docs/integrations/chat/google_vertex_ai_palm/).\n",
     ":::\n",

docs/docs/integrations/llms/index.mdx

@@ -7,12 +7,12 @@ keywords: [compatibility]
 # LLMs
 
 :::caution
-You are currently on a page documenting the use of [text completion models](/docs/concepts/#llms). Many of the latest and most popular models are [chat completion models](/docs/concepts/#chat-models).
+You are currently on a page documenting the use of [text completion models](/docs/concepts/text_llms). Many of the latest and most popular models are [chat completion models](/docs/concepts/chat_models).
 
 Unless you are specifically using more advanced prompting techniques, you are probably looking for [this page instead](/docs/integrations/chat/).
 :::
 
-[LLMs](/docs/concepts/#llms) are language models that take a string as input and return a string as output.
+[LLMs](/docs/concepts/text_llms) are language models that take a string as input and return a string as output.
 
 :::info
 

docs/docs/integrations/llms/nvidia_ai_endpoints.ipynb

@@ -6,7 +6,7 @@
    "source": [
     "# NVIDIA\n",
     "\n",
-    "This will help you getting started with NVIDIA [models](/docs/concepts/#llms). For detailed documentation of all `NVIDIA` features and configurations head to the [API reference](https://python.langchain.com/api_reference/nvidia_ai_endpoints/llms/langchain_nvidia_ai_endpoints.chat_models.NVIDIA.html).\n",
+    "This will help you getting started with NVIDIA [models](/docs/concepts/text_llms). For detailed documentation of all `NVIDIA` features and configurations head to the [API reference](https://python.langchain.com/api_reference/nvidia_ai_endpoints/llms/langchain_nvidia_ai_endpoints.chat_models.NVIDIA.html).\n",
     "\n",
     "## Overview\n",
     "The `langchain-nvidia-ai-endpoints` package contains LangChain integrations building applications with models on \n",

docs/docs/integrations/llms/ollama.ipynb

@@ -18,7 +18,7 @@
     "# OllamaLLM\n",
     "\n",
     ":::caution\n",
-    "You are currently on a page documenting the use of Ollama models as [text completion models](/docs/concepts/#llms). Many popular Ollama models are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of Ollama models as [text completion models](/docs/concepts/text_llms). Many popular Ollama models are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "You may be looking for [this page instead](/docs/integrations/chat/ollama/).\n",
     ":::\n",

docs/docs/integrations/llms/openai.ipynb

@@ -8,7 +8,7 @@
     "# OpenAI\n",
     "\n",
     ":::caution\n",
-    "You are currently on a page documenting the use of OpenAI [text completion models](/docs/concepts/#llms). The latest and most popular OpenAI models are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of OpenAI [text completion models](/docs/concepts/text_llms). The latest and most popular OpenAI models are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "Unless you are specifically using `gpt-3.5-turbo-instruct`, you are probably looking for [this page instead](/docs/integrations/chat/openai/).\n",
     ":::\n",

docs/docs/integrations/llms/together.ipynb

@@ -8,7 +8,7 @@
     "# Together AI\n",
     "\n",
     ":::caution\n",
-    "You are currently on a page documenting the use of Together AI models as [text completion models](/docs/concepts/#llms). Many popular Together AI models are [chat completion models](/docs/concepts/#chat-models).\n",
+    "You are currently on a page documenting the use of Together AI models as [text completion models](/docs/concepts/text_llms). Many popular Together AI models are [chat completion models](/docs/concepts/chat_models).\n",
     "\n",
     "You may be looking for [this page instead](/docs/integrations/chat/together/).\n",
     ":::\n",