Update README.md

README.md

@@ -1,15 +1,23 @@
----
-base_model: scb10x/typhoon2.1-gemma3-12b
-license: gemma
-pipeline_tag: text-generation
-tags:
-- llama-cpp
-- gguf-my-repo
----
-
-# kunato/typhoon2.1-gemma3-12b-Q4_K_M-GGUF
-This model was converted to GGUF format from [`scb10x/typhoon2.1-gemma3-12b`](https://huggingface.co/scb10x/typhoon2.1-gemma3-12b) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
-Refer to the [original model card](https://huggingface.co/scb10x/typhoon2.1-gemma3-12b) for more details on the model.
+---
+base_model: scb10x/typhoon2.1-gemma3-12b
+license: gemma
+pipeline_tag: text-generation
+tags:
+- llama-cpp
+---
+
+**Typhoon2.1-Gemma3-12B**: Thai Large Language Model (Instruct)
+
+**Typhoon2.1-Gemma3-12B** is a instruct Thai 🇹🇭 large language model with 12 billion parameters, a 128K context length, and function-calling capabilities. It is based on Gemma3 12B.
+
+This repo contains gguf q4_k_m quantization of the original [Typhoon2.1 12B](https://huggingface.co/scb10x/typhoon2.1-gemma3-12b).
+
+Remark: This is text only model.
+
+## **Performance**
+
+![12b model performance](https://storage.googleapis.com/typhoon-public/assets/typhoon-21/performance12b_table.png)
+
 
 ## Use with llama.cpp
 Install llama.cpp through brew (works on Mac and Linux)
@@ -22,12 +30,12 @@ Invoke the llama.cpp server or the CLI.
 
 ### CLI:
 ```bash
-llama-cli --hf-repo kunato/typhoon2.1-gemma3-12b-Q4_K_M-GGUF --hf-file typhoon2.1-gemma3-12b-q4_k_m.gguf -p "The meaning to life and the universe is"
+llama-cli --hf-repo scb10x/typhoon2.1-gemma3-12b-gguf --hf-file typhoon2.1-gemma3-12b-q4_k_m.gguf -p "The meaning to life and the universe is"
 ```
 
 ### Server:
 ```bash
-llama-server --hf-repo kunato/typhoon2.1-gemma3-12b-Q4_K_M-GGUF --hf-file typhoon2.1-gemma3-12b-q4_k_m.gguf -c 2048
+llama-server --hf-repo scb10x/typhoon2.1-gemma3-12b-gguf --hf-file typhoon2.1-gemma3-12b-q4_k_m.gguf -c 2048
 ```
 
 Note: You can also use this checkpoint directly through the [usage steps](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#usage) listed in the Llama.cpp repo as well.
@@ -44,9 +52,9 @@ cd llama.cpp && LLAMA_CURL=1 make
 
 Step 3: Run inference through the main binary.
 ```
-./llama-cli --hf-repo kunato/typhoon2.1-gemma3-12b-Q4_K_M-GGUF --hf-file typhoon2.1-gemma3-12b-q4_k_m.gguf -p "The meaning to life and the universe is"
+./llama-cli --hf-repo scb10x/typhoon2.1-gemma3-12b-gguf --hf-file typhoon2.1-gemma3-12b-q4_k_m.gguf -p "The meaning to life and the universe is"
 ```
 or 
 ```
-./llama-server --hf-repo kunato/typhoon2.1-gemma3-12b-Q4_K_M-GGUF --hf-file typhoon2.1-gemma3-12b-q4_k_m.gguf -c 2048
-```
+./llama-server --hf-repo scb10x/typhoon2.1-gemma3-12b-gguf --hf-file typhoon2.1-gemma3-12b-q4_k_m.gguf -c 2048
+```