diff --git a/docs/source/adding-a-custom-task.mdx b/docs/source/adding-a-custom-task.mdx
index e5160024d..3c34c5bfa 100644
--- a/docs/source/adding-a-custom-task.mdx
+++ b/docs/source/adding-a-custom-task.mdx
@@ -171,7 +171,7 @@ Once your file is created you can then run the evaluation with the following com
 
 ```bash
 lighteval accelerate \
-    "pretrained=HuggingFaceH4/zephyr-7b-beta" \
+    "model_name=HuggingFaceH4/zephyr-7b-beta" \
     "community|{custom_task}|{fewshots}|{truncate_few_shot}" \
     --custom-tasks {path_to_your_custom_task_file}
 ```
diff --git a/docs/source/quicktour.mdx b/docs/source/quicktour.mdx
index 798883f12..de5791b46 100644
--- a/docs/source/quicktour.mdx
+++ b/docs/source/quicktour.mdx
@@ -27,7 +27,7 @@ To evaluate `GPT-2` on the Truthful QA benchmark with [🤗
 
 ```bash
 lighteval accelerate \
-     "pretrained=gpt2" \
+     "model_name=openai-community/gpt2" \
      "leaderboard|truthfulqa:mc|0|0"
 ```
 
@@ -59,7 +59,7 @@ When specifying a path to file, it should start with `./`.
 
 ```bash
 lighteval accelerate \
-     "pretrained=gpt2" \
+     "model_name=openai-community/gpt2" \
      ./path/to/lighteval/examples/tasks/recommended_set.txt
 # or, e.g., "leaderboard|truthfulqa:mc|0|0|,leaderboard|gsm8k|3|1"
 ```
@@ -79,7 +79,7 @@ You can then evaluate a model using data parallelism on 8 GPUs like follows:
 ```bash
 accelerate launch --multi_gpu --num_processes=8 -m \
     lighteval accelerate \
-    "pretrained=gpt2" \
+    "model_name=openai-community/gpt2" \
     "leaderboard|truthfulqa:mc|0|0"
 ```
 
@@ -92,7 +92,7 @@ To evaluate a model using pipeline parallelism on 2 or more GPUs, run:
 
 ```bash
 lighteval accelerate \
-    "pretrained=gpt2,model_parallel=True" \
+    "model_name=openai-community/gpt2,model_parallel=True" \
     "leaderboard|truthfulqa:mc|0|0"
 ```