diff --git a/candle-examples/examples/quantized/main.rs b/candle-examples/examples/quantized/main.rs
index 18db3f9a..b21d6751 100644
--- a/candle-examples/examples/quantized/main.rs
+++ b/candle-examples/examples/quantized/main.rs
@@ -45,6 +45,10 @@ enum Which {
     L13bCode,
     #[value(name = "32b-code")]
     L34bCode,
+    #[value(name = "7b-leo")]
+    Leo7b,
+    #[value(name = "13b-leo")]
+    Leo13b,
     #[value(name = "7b-mistral")]
     Mistral7b,
     #[value(name = "7b-mistral-instruct")]
@@ -70,7 +74,9 @@ impl Which {
             | Self::L70bChat
             | Self::L7bCode
             | Self::L13bCode
-            | Self::L34bCode => false,
+            | Self::L34bCode
+            | Self::Leo7b
+            | Self::Leo13b => false,
             // Zephyr and OpenChat are fine tuned versions of mistral and should be treated in the
             // same way. Starling is a fine tuned version of OpenChat.
             Self::OpenChat35
@@ -93,6 +99,8 @@ impl Which {
             | Self::L7bCode
             | Self::L13bCode
             | Self::L34bCode
+            | Self::Leo7b
+            | Self::Leo13b
             | Self::Mistral7b
             | Self::Mistral7bInstruct
             | Self::OpenChat35
@@ -103,23 +111,26 @@ impl Which {
 
     fn is_open_chat(&self) -> bool {
         match self {
-            Which::L7b
-            | Which::L13b
-            | Which::L70b
-            | Which::L7bChat
-            | Which::L13bChat
-            | Which::L70bChat
-            | Which::L7bCode
-            | Which::L13bCode
-            | Which::L34bCode
-            | Which::Mistral7b
-            | Which::Mistral7bInstruct
-            | Which::Zephyr7bAlpha
-            | Which::Zephyr7bBeta => false,
-            Which::OpenChat35 | Self::Starling7bAlpha => true,
+            Self::L7b
+            | Self::L13b
+            | Self::L70b
+            | Self::L7bChat
+            | Self::L13bChat
+            | Self::L70bChat
+            | Self::L7bCode
+            | Self::L13bCode
+            | Self::L34bCode
+            | Self::Leo7b
+            | Self::Leo13b
+            | Self::Mistral7b
+            | Self::Mistral7bInstruct
+            | Self::Zephyr7bAlpha
+            | Self::Zephyr7bBeta => false,
+            Self::OpenChat35 | Self::Starling7bAlpha => true,
         }
     }
-    fn is_starling(&self) -> bool {
+
+    fn tokenizer_repo(&self) -> &'static str {
         match self {
             Which::L7b
             | Which::L13b
@@ -129,13 +140,15 @@ impl Which {
             | Which::L70bChat
             | Which::L7bCode
             | Which::L13bCode
-            | Which::L34bCode
-            | Which::Mistral7b
+            | Which::L34bCode => "hf-internal-testing/llama-tokenizer",
+            Which::Leo7b => "LeoLM/leo-hessianai-7b",
+            Which::Leo13b => "LeoLM/leo-hessianai-13b",
+            Which::Mistral7b
             | Which::Mistral7bInstruct
             | Which::Zephyr7bAlpha
-            | Which::Zephyr7bBeta
-            | Which::OpenChat35 => false,
-            Which::Starling7bAlpha => true,
+            | Which::Zephyr7bBeta => "mistralai/Mistral-7B-v0.1",
+            Which::OpenChat35 => "openchat/openchat_3.5",
+            Which::Starling7bAlpha => "berkeley-nest/Starling-LM-7B-alpha",
         }
     }
 }
@@ -204,15 +217,7 @@ impl Args {
             Some(config) => std::path::PathBuf::from(config),
             None => {
                 let api = hf_hub::api::sync::Api::new()?;
-                let repo = if self.which.is_starling() {
-                    "berkeley-nest/Starling-LM-7B-alpha"
-                } else if self.which.is_open_chat() {
-                    "openchat/openchat_3.5"
-                } else if self.which.is_mistral() {
-                    "mistralai/Mistral-7B-v0.1"
-                } else {
-                    "hf-internal-testing/llama-tokenizer"
-                };
+                let repo = self.which.tokenizer_repo();
                 let api = api.model(repo.to_string());
                 api.get("tokenizer.json")?
             }
@@ -243,6 +248,14 @@ impl Args {
                     Which::L7bCode => ("TheBloke/CodeLlama-7B-GGUF", "codellama-7b.Q8_0.gguf"),
                     Which::L13bCode => ("TheBloke/CodeLlama-13B-GGUF", "codellama-13b.Q8_0.gguf"),
                     Which::L34bCode => ("TheBloke/CodeLlama-34B-GGUF", "codellama-34b.Q8_0.gguf"),
+                    Which::Leo7b => (
+                        "TheBloke/leo-hessianai-7B-GGUF",
+                        "leo-hessianai-7b.Q4_K_M.gguf",
+                    ),
+                    Which::Leo13b => (
+                        "TheBloke/leo-hessianai-13B-GGUF",
+                        "leo-hessianai-13b.Q4_K_M.gguf",
+                    ),
                     Which::Mistral7b => (
                         "TheBloke/Mistral-7B-v0.1-GGUF",
                         "mistral-7b-v0.1.Q4_K_S.gguf",
@@ -358,7 +371,9 @@ fn main() -> anyhow::Result<()> {
                 | Which::L13bChat
                 | Which::L7bCode
                 | Which::L13bCode
-                | Which::L34bCode => 1,
+                | Which::L34bCode
+                | Which::Leo7b
+                | Which::Leo13b => 1,
                 Which::Mistral7b
                 | Which::Mistral7bInstruct
                 | Which::Zephyr7bAlpha