diff --git a/docs/00-introduction.ipynb b/docs/00-introduction.ipynb
index 2ff5a9852c3a8fb4988ad5991f09d85c5e663c31..91b8ef2f8d905515ea0a13ad3909ac552ddbdbc2 100644
--- a/docs/00-introduction.ipynb
+++ b/docs/00-introduction.ipynb
@@ -41,7 +41,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install -qU semantic-router==0.0.20"
+    "!pip install -qU semantic-router==0.0.27"
    ]
   },
   {
diff --git a/docs/01-save-load-from-file.ipynb b/docs/01-save-load-from-file.ipynb
index a3f1c551078b98d090e3712b3af1447547ddadff..dbc7c8768e3de88af61babcfd727bfc5948d7630 100644
--- a/docs/01-save-load-from-file.ipynb
+++ b/docs/01-save-load-from-file.ipynb
@@ -36,7 +36,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install -qU semantic-router==0.0.20"
+    "!pip install -qU semantic-router==0.0.27"
    ]
   },
   {
diff --git a/docs/02-dynamic-routes.ipynb b/docs/02-dynamic-routes.ipynb
index d50ed704fc6bb00e9a31da26204782f443b9703f..e896b0655f1b3612dd3c487b8cd3c7edff738b5e 100644
--- a/docs/02-dynamic-routes.ipynb
+++ b/docs/02-dynamic-routes.ipynb
@@ -48,7 +48,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install -qU semantic-router==0.0.20"
+        "!pip install -qU semantic-router==0.0.27"
       ]
     },
     {
diff --git a/docs/05-local-execution.ipynb b/docs/05-local-execution.ipynb
index e3e6572b9c79869c622e92a6796da33e89686316..e9dc0cadff7a1c9d936424051e944949388ea782 100644
--- a/docs/05-local-execution.ipynb
+++ b/docs/05-local-execution.ipynb
@@ -41,7 +41,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install -qU \"semantic-router[local]==0.0.20\""
+    "!pip install -qU \"semantic-router[local]==0.0.27\""
    ]
   },
   {
diff --git a/docs/06-threshold-optimization.ipynb b/docs/06-threshold-optimization.ipynb
index fb8ee519bd80e74c93a468ecba920f59eec31d32..94f8962238fdd3dcff7d29cecbc46be235df78c7 100644
--- a/docs/06-threshold-optimization.ipynb
+++ b/docs/06-threshold-optimization.ipynb
@@ -29,7 +29,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install -qU \"semantic-router[local]==0.0.20\""
+    "!pip install -qU \"semantic-router[local]==0.0.27\""
    ]
   },
   {
diff --git a/docs/08-multi-modal.ipynb b/docs/07-multi-modal.ipynb
similarity index 99%
rename from docs/08-multi-modal.ipynb
rename to docs/07-multi-modal.ipynb
index c9cfb4655e26505cbd82f6e2dbd1a9aed4cd1c4d..0a047dbb34b5b9b96efdbaa169ff7062d695a912 100644
--- a/docs/08-multi-modal.ipynb
+++ b/docs/07-multi-modal.ipynb
@@ -42,7 +42,7 @@
    "outputs": [],
    "source": [
     "!pip install -qU \\\n",
-    "    \"semantic-router[vision]==0.0.25\" \\\n",
+    "    \"semantic-router[vision]==0.0.27\" \\\n",
     "    datasets==2.17.0"
    ]
   },
diff --git a/docs/07-ollama-local-execution.ipynb b/docs/examples/ollama-local-execution.ipynb
similarity index 99%
rename from docs/07-ollama-local-execution.ipynb
rename to docs/examples/ollama-local-execution.ipynb
index cf26b77ec5355d41efb6a69a896c52a3dd8f53f8..f73a30f770439475e17ad990eb52619c4d37b1f6 100644
--- a/docs/07-ollama-local-execution.ipynb
+++ b/docs/examples/ollama-local-execution.ipynb
@@ -25,13 +25,6 @@
     "Below is an example of using semantic router which leverages Ollama in order to utilize the **OpenHermes** LLM. "
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We need `pillow`, `torch` and `transformers` for the HuggingFace encoders."
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -118,8 +111,7 @@
     }
    ],
    "source": [
-    "!pip install semantic_router[local]==0.0.23 \\\n",
-    "pillow torch transformers"
+    "!pip install -qU \"semantic_router[local]==0.0.27\""
    ]
   },
   {
diff --git a/docs/examples/unstructured-element-splitter.ipynb b/docs/examples/unstructured-element-splitter.ipynb
index 5a2bb5778aafb17dc0382d35150145cf4a1187cb..84c449d638d70ad631feb4f9e0b0e4ef2487c39e 100644
--- a/docs/examples/unstructured-element-splitter.ipynb
+++ b/docs/examples/unstructured-element-splitter.ipynb
@@ -16,7 +16,7 @@
     "# It may take longer to install the package\n",
     "!pip install -qU \\\n",
     "    \"unstructured[pdf]==0.12.4\" \\\n",
-    "    \"semantic-router==0.0.26\""
+    "    \"semantic-router==0.0.27\""
    ]
   },
   {
diff --git a/pyproject.toml b/pyproject.toml
index 6d366978ab00d2a13d15abbe35c35546f4c380c0..024b9e3de66bd003879e1708cd3ec80d6405efec 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "semantic-router"
-version = "0.0.26"
+version = "0.0.27"
 description = "Super fast semantic router for AI decision making"
 authors = [
     "James Briggs <james@aurelio.ai>",
diff --git a/semantic_router/__init__.py b/semantic_router/__init__.py
index 978313b66f858aae66a8b68a64e1c569beb69cc3..d7c6a53dbde597ed912e2c0a60537aa9d39cdce4 100644
--- a/semantic_router/__init__.py
+++ b/semantic_router/__init__.py
@@ -4,4 +4,4 @@ from semantic_router.route import Route
 
 __all__ = ["RouteLayer", "HybridRouteLayer", "Route", "LayerConfig"]
 
-__version__ = "0.0.26"
+__version__ = "0.0.27"