diff --git a/benchmark/src/main.rs b/benchmark/src/main.rs
index 443af77f..03f61dcd 100644
--- a/benchmark/src/main.rs
+++ b/benchmark/src/main.rs
@@ -5,7 +5,7 @@
 use clap::Parser;
 use std::path::Path;
 use text_generation_client::ShardedClient;
-use tokenizers::Tokenizer;
+use tokenizers::{FromPretrainedParameters, Tokenizer};
 use tracing_subscriber::layer::SubscriberExt;
 use tracing_subscriber::util::SubscriberInitExt;
 use tracing_subscriber::EnvFilter;
@@ -16,6 +16,8 @@ use tracing_subscriber::EnvFilter;
 struct Args {
     #[clap(short, long, env)]
     tokenizer_name: String,
+    #[clap(default_value = "main", long, env)]
+    revision: String,
     #[clap(short, long)]
     batch_size: Option<Vec<u32>>,
     #[clap(default_value = "10", short, long, env)]
@@ -36,6 +38,7 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
     // Pattern match configuration
     let Args {
         tokenizer_name,
+        revision,
         batch_size,
         sequence_length,
         decode_length,
@@ -59,10 +62,19 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
             tracing::info!("Found local tokenizer");
             Tokenizer::from_file(local_path.join("tokenizer.json")).unwrap()
         } else {
+            tracing::info!("Downloading tokenizer");
+
+            // Parse Huggingface hub token
+            let auth_token = std::env::var("HUGGING_FACE_HUB_TOKEN").ok();
+
             // Download and instantiate tokenizer
             // We need to download it outside of the Tokio runtime
-            tracing::info!("Downloading tokenizer");
-            Tokenizer::from_pretrained(tokenizer_name.clone(), None).unwrap()
+            let params = FromPretrainedParameters {
+                revision,
+                auth_token,
+                ..Default::default()
+            };
+            Tokenizer::from_pretrained(tokenizer_name.clone(), Some(params)).unwrap()
         };
     tracing::info!("Tokenizer loaded");