Update README.md

README.md

@@ -24,12 +24,16 @@ model-index:
     metrics:
     - name: pass@1
       type: pass@1
-      value: 0.0
+      value: 50.0
       verified: false
 ---
 
 <p><h1> speechless-code-mistral-7b-v1.0  </h1></p>
 
+* [AWQ model(s) for GPU inference.](https://huggingface.co/TheBloke/speechless-code-mistral-7B-v1.0-AWQ)
+* [GPTQ models for GPU inference, with multiple quantisation parameter options.](https://huggingface.co/TheBloke/speechless-code-mistral-7B-v1.0-GPTQ)
+* [2, 3, 4, 5, 6 and 8-bit GGUF models for CPU+GPU inference](https://huggingface.co/TheBloke/speechless-code-mistral-7B-v1.0-GGUF)
+
 Use the following dataset to fine-tune mistralai/Mistral-7B-v0.1 in order to improve the model's reasoning and planning abilities.
 
 Total 201,981 samples.
@@ -41,6 +45,40 @@ Total 201,981 samples.
 - Spider: 8,659 samples
 
 
+
+## HumanEval
+
+| Metric | Value |
+| --- | --- |
+| humaneval-python | 50.0|
+
+[Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)
+
+CodeLlama-34B-Python: 53.29
+
+CodeLlama-34B-Instruct: 50.79
+
+CodeLlama-13B-Instruct: 50.6
+
+CodeLlama-34B: 45.11
+
+CodeLlama-13B-Python: 42.89
+
+CodeLlama-13B: 35.07
+
+## lm-evaluation-harness
+
+[Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
+| Metric | Value |
+| --- | --- |
+| ARC |59.64 |
+| HellaSwag |82.25 |
+| MMLU | 61.33 |
+| TruthfulQA | 48.45 |
+| Average | 62.92 |
+
+## Parameters
+
 | | |
 |------ | ------ |
 | lr | 2e-4 |
@@ -75,32 +113,3 @@ A40-48G x 2
 | eeval_runtime            | 0:00:25.04 |
 | eeval_samples_per_second |      7.985 |
 | eeval_steps_per_second   |       |
-
-| Metric | Value |
-| --- | --- |
-| humaneval-python ||
-
-[Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)
-
-CodeLlama-34B-Python: 53.29
-
-CodeLlama-34B-Instruct: 50.79
-
-CodeLlama-13B-Instruct: 50.6
-
-CodeLlama-34B: 45.11
-
-CodeLlama-13B-Python: 42.89
-
-CodeLlama-13B: 35.07
-
-[Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
-| Metric | Value |
-| --- | --- |
-| ARC | |
-| HellaSwag | |
-| MMLU | |
-| TruthfulQA |  |
-| Average |  |
-
-