Update README.md

README.md

@@ -109,7 +109,27 @@ pipe = setup_pipeline(llm_path, use_8bit=True)
 ## Training process
 **Training Metrics Image**: Below is a snapshot of the training loss curve visualized.
 
-![training_](https://cdn-uploads.huggingface.co/production/uploads/65713d70f56f9538679e5a56/pQ8y9GoSvtv42MgkKRDt0.png)
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/65713d70f56f9538679e5a56/DmZOYY_-NQtNS610HXR8L.png)
+
+**[MMLU](https://huggingface.co/datasets/cais/mmlu)**:
+
+| Model | MMLU Score |
+| --- | --- |
+| llama3.5-instruct-8b | 69.40 |
+| ichigo-llama3.1-s-v0.3: phase 3 | 63.79 |
+| ichigo-llama3.1-s-v0.3: phase 2 | **63.08** |
+| ichigo-llama3.1-s-base-v0.3 | 42.11 |
+| llama3.5-instruct-v0.2 | 50.27 |
+
+**[AudioBench](https://arxiv.org/abs/2406.16020) Eval**:
+
+| Model Bench | [Open-hermes Instruction Audio](https://huggingface.co/datasets/AudioLLMs/openhermes_instruction_test) (GPT-4-O judge 0:5) | [Alpaca Instruction Audio](https://huggingface.co/datasets/AudioLLMs/alpaca_audio_test) (GPT-4-O judge 0:5) |
+| --- | --- | --- |
+| [Llama3.1-s-v2](https://huggingface.co/homebrewltd/llama3-s-instruct-v0.2) | 3.45 | 3.53 |
+| [Ichigo-llama3.1-s v0.3-phase2 -cp7000](https://huggingface.co/homebrewltd/Ichigo-llama3.1-s-instruct-v0.3-phase-2) | **3.42** | **3.62** |
+| [Ichigo-llama3.1-s v0.3-phase2-cplast](https://huggingface.co/jan-hq/llama3-s-instruct-v0.3-checkpoint-last) | 3.31 | 3.6 |
+| [Ichigo-llama3.1-s v0.3-phase3](https://huggingface.co/homebrewltd/Ichigo-llama3.1-s-instruct-v0.3-phase-3) | 3.64 | 3.68 |
+| [Qwen2-audio-7B](https://huggingface.co/Qwen/Qwen2-Audio-7B) | 2.63 | 2.24 |
 
 ### Hardware