Update README.md

README.md

@@ -65,24 +65,24 @@ print(tokenizer.decode(model.generate(**tokenizer("There is a girl who likes adv
 
 Install [lm-eval-harness](https://github.com/EleutherAI/lm-evaluation-harness.git) from source, we used the git id f3b7917091afba325af3980a35d8a6dcba03dc3f
 
-~~bash
+```bash
 lm_eval  --model hf --model_args pretrained="Intel/neural-chat-v3-1-int4-inc",autogptq=True,gptq_use_triton=True --device cuda:0 --tasks lambada_openai,hellaswag,piqa,winogrande,truthfulqa_mc1,openbookqa,boolq,rte,arc_easy,arc_challenge  --batch_size 128
-~~
-
-| Metric         | FP16   | INT4   | qdq    |
-| -------------- | ------ | ------ | ------ |
-| Avg.           | 0.6769 | 0.6721 | 0.6718 |
-| mmlu           | 0.5919 | 0.5862 | 0.5863 |
-| lambada_openai | 0.7394 | 0.7337 | 0.7334 |
-| hellaswag      | 0.6323 | 0.6272 | 0.6267 |
-| winogrande     | 0.7687 | 0.7577 | 0.7577 |
-| piqa           | 0.8161 | 0.8150 | 0.8150 |
-| truthfulqa_mc1 | 0.4431 | 0.4394 | 0.4382 |
-| openbookqa     | 0.3760 | 0.3700 | 0.3680 |
-| boolq          | 0.8783 | 0.8743 | 0.8743 |
-| rte            | 0.7690 | 0.7726 | 0.7726 |
-| arc_easy       | 0.8413 | 0.8384 | 0.8388 |
-| arc_challenge  | 0.5896 | 0.5785 | 0.5785 |
+```
+
+| Metric         | FP16   | INT4   |
+| -------------- | ------ | ------ |
+| Avg.           | 0.6769 | 0.6721 |
+| mmlu           | 0.5919 | 0.5862 |
+| lambada_openai | 0.7394 | 0.7337 |
+| hellaswag      | 0.6323 | 0.6272 |
+| winogrande     | 0.7687 | 0.7577 |
+| piqa           | 0.8161 | 0.8150 |
+| truthfulqa_mc1 | 0.4431 | 0.4394 |
+| openbookqa     | 0.3760 | 0.3700 |
+| boolq          | 0.8783 | 0.8743 |
+| rte            | 0.7690 | 0.7726 |
+| arc_easy       | 0.8413 | 0.8384 | 
+| arc_challenge  | 0.5896 | 0.5785 |