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README.md

@@ -33,12 +33,12 @@ Invoke the llama.cpp server or the CLI.
 
 ### CLI:
 ```bash
-llama-cli --hf-repo matrixportal/Bio-Medical-3B-CoT-012025-GGUF --hf-file bio-medical-3b-cot-012025-q4_k_m.gguf -p "The meaning to life and the universe is"
+llama-cli --hf-repo matrixportal/Bio-Medical-3B-CoT-012025-GGUF --hf-file bio-medical-3b-cot-012025-q4_k_s.gguf -p "The meaning to life and the universe is"
 ```
 
 ### Server:
 ```bash
-llama-server --hf-repo matrixportal/Bio-Medical-3B-CoT-012025-GGUF --hf-file bio-medical-3b-cot-012025-q4_k_m.gguf -c 2048
+llama-server --hf-repo matrixportal/Bio-Medical-3B-CoT-012025-GGUF --hf-file bio-medical-3b-cot-012025-q4_k_s.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.
@@ -55,9 +55,9 @@ cd llama.cpp && LLAMA_CURL=1 make
 
 Step 3: Run inference through the main binary.
 ```
-./llama-cli --hf-repo matrixportal/Bio-Medical-3B-CoT-012025-GGUF --hf-file bio-medical-3b-cot-012025-q4_k_m.gguf -p "The meaning to life and the universe is"
+./llama-cli --hf-repo matrixportal/Bio-Medical-3B-CoT-012025-GGUF --hf-file bio-medical-3b-cot-012025-q4_k_s.gguf -p "The meaning to life and the universe is"
 ```
 or 
 ```
-./llama-server --hf-repo matrixportal/Bio-Medical-3B-CoT-012025-GGUF --hf-file bio-medical-3b-cot-012025-q4_k_m.gguf -c 2048
+./llama-server --hf-repo matrixportal/Bio-Medical-3B-CoT-012025-GGUF --hf-file bio-medical-3b-cot-012025-q4_k_s.gguf -c 2048
 ```