diff --git a/README.md b/README.md
index e4b97b1..cda504e 100644
--- a/README.md
+++ b/README.md
@@ -121,8 +121,9 @@ Download the following models:
 **Distilled LoRA** - Required for current two-stage pipeline implementations in this repository (except DistilledPipeline and ICLoraPipeline). Download to `COMFYUI_ROOT_FOLDER/models/loras` folder.
   * [`ltx-2.3-22b-distilled-lora-384-1.1.safetensors`](https://huggingface.co/Lightricks/LTX-2.3/blob/main/ltx-2.3-22b-distilled-lora-384-1.1.safetensors)
 
-**Gemma Text Encoder** Download all files from the repository to `COMFYUI_ROOT_FOLDER/models/text_encoders/gemma-3-12b-it-qat-q4_0-unquantized`.
-  * [`Gemma 3`](https://huggingface.co/google/gemma-3-12b-it-qat-q4_0-unquantized)
+**Gemma Text Encoder** Download to `COMFYUI_ROOT_FOLDER/models/text_encoders`.
+  * [`Gemma 3`](https://huggingface.co/google/gemma-3-12b-it-qat-q4_0-unquantized) - download all files from the repository to `COMFYUI_ROOT_FOLDER/models/text_encoders/gemma-3-12b-it-qat-q4_0-unquantized`
+  * [`gemma_3_12B_it_fp8_scaled.safetensors`](https://huggingface.co/Comfy-Org/ltx-2/blob/main/split_files/text_encoders/gemma_3_12B_it_fp8_scaled.safetensors) - single-file ComfyUI text encoder option for LTX-2.3 workflows
 
 **LoRAs** Choose and download to `COMFYUI_ROOT_FOLDER/models/loras` folder.
   * [`ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors`](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control/blob/main/ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors)