Update README.md

README.md

@@ -1,22 +1,22 @@
----
-language:
-- ja
-- en
-library_name: transformers
-license: other
-license_name: lfm1.0
-license_link: LICENSE
-datasets:
-- nvidia/hifitts-2
-- amphion/Emilia-Dataset
-base_model:
-- LiquidAI/LFM2-350M
-pipeline_tag: text-to-speech
-tags:
-- speech
-- tts
-- voice
----
+---
+language:
+- ja
+- en
+library_name: transformers
+license: other
+license_name: lfm1.0
+license_link: LICENSE
+datasets:
+- nvidia/hifitts-2
+- amphion/Emilia-Dataset
+base_model:
+- LiquidAI/LFM2-350M
+pipeline_tag: text-to-speech
+tags:
+- speech
+- tts
+- voice
+---
 
 # MioTTS-0.4B: Lightweight & Fast LLM-based TTS
 
@@ -31,14 +31,16 @@ This model supports zero-shot voice cloning and is built on top of the efficient
 
 We offer a range of model sizes to suit different performance and resource requirements.
 
-| Model Name | Parameters | Base Model | License |
-| :--- | :---: | :--- | :--- |
-| [MioTTS-0.1B]((https://huggingface.co/Aratako/MioTTS-0.1B)) | 0.1B | [tiiuae/Falcon-H1-Tiny-Multilingual-100M-Base](https://huggingface.co/tiiuae/Falcon-H1-Tiny-Multilingual-100M-Base) | [Falcon-LLM License](https://falconllm.tii.ae/falcon-terms-and-conditions.html) |
-| **MioTTS-0.4B** | **0.4B** | **[LiquidAI/LFM2-350M](https://huggingface.co/LiquidAI/LFM2-350M)** | **[LFM Open License v1.0](https://huggingface.co/LiquidAI/LFM2-350M/blob/main/LICENSE)** |
-| [MioTTS-0.6B](https://huggingface.co/Aratako/MioTTS-0.6B) | 0.6B | [Qwen/Qwen3-0.6B-Base](https://huggingface.co/Qwen/Qwen3-0.6B-Base) | [Apache 2.0](https://choosealicense.com/licenses/apache-2.0/) |
-| [MioTTS-1.2B](https://huggingface.co/Aratako/MioTTS-1.2B) | 1.2B | [LiquidAI/LFM2.5-1.2B-Base](https://huggingface.co/LiquidAI/LFM2.5-1.2B-Base) | [LFM Open License v1.0](https://huggingface.co/LiquidAI/LFM2.5-1.2B-Base/blob/main/LICENSE) |
-| [MioTTS-1.7B](https://huggingface.co/Aratako/MioTTS-1.7B) | 1.7B | [Qwen/Qwen3-1.7B-Base](https://huggingface.co/Qwen/Qwen3-1.7B-Base) | [Apache 2.0](https://choosealicense.com/licenses/apache-2.0/) |
-| [MioTTS-2.6B](https://huggingface.co/Aratako/MioTTS-2.6B) | 2.6B | [LiquidAI/LFM2-2.6B](https://huggingface.co/LiquidAI/LFM2-2.6B) | [LFM Open License v1.0](https://huggingface.co/LiquidAI/LFM2-2.6B/blob/main/LICENSE) |
+| Model Name | Parameters | Base Model | License | RTF (Real-Time Factor) |
+| :--- | :---: | :--- | :--- | :---: |
+| [MioTTS-0.1B](https://huggingface.co/Aratako/MioTTS-0.1B) | 0.1B | [tiiuae/Falcon-H1-Tiny-Multilingual-100M-Base](https://huggingface.co/tiiuae/Falcon-H1-Tiny-Multilingual-100M-Base) | [Falcon-LLM License](https://falconllm.tii.ae/falcon-terms-and-conditions.html) | 0.04 - 0.05 |
+| **MioTTS-0.4B** | **0.4B** | **[LiquidAI/LFM2-350M](https://huggingface.co/LiquidAI/LFM2-350M)** | **[LFM Open License v1.0](https://huggingface.co/LiquidAI/LFM2-350M/blob/main/LICENSE)** | **0.035 - 0.045** |
+| [MioTTS-0.6B](https://huggingface.co/Aratako/MioTTS-0.6B) | 0.6B | [Qwen/Qwen3-0.6B-Base](https://huggingface.co/Qwen/Qwen3-0.6B-Base) | [Apache 2.0](https://choosealicense.com/licenses/apache-2.0/) | 0.055 - 0.065 |
+| [MioTTS-1.2B](https://huggingface.co/Aratako/MioTTS-1.2B) | 1.2B | [LiquidAI/LFM2.5-1.2B-Base](https://huggingface.co/LiquidAI/LFM2.5-1.2B-Base) | [LFM Open License v1.0](https://huggingface.co/LiquidAI/LFM2.5-1.2B-Base/blob/main/LICENSE) | 0.065 - 0.075 |
+| [MioTTS-1.7B](https://huggingface.co/Aratako/MioTTS-1.7B) | 1.7B | [Qwen/Qwen3-1.7B-Base](https://huggingface.co/Qwen/Qwen3-1.7B-Base) | [Apache 2.0](https://choosealicense.com/licenses/apache-2.0/) | 0.10 - 0.11 |
+| [MioTTS-2.6B](https://huggingface.co/Aratako/MioTTS-2.6B) | 2.6B | [LiquidAI/LFM2-2.6B](https://huggingface.co/LiquidAI/LFM2-2.6B) | [LFM Open License v1.0](https://huggingface.co/LiquidAI/LFM2-2.6B/blob/main/LICENSE) | 0.135 - 0.145 |
+
+> RTF values represent the range observed when generating approximately 15 seconds of audio across multiple runs. Measured on an **NVIDIA RTX 5090** using **vLLM 0.15.1**.
 
 ## 🌟 Key Features