diff --git a/docs/source/llm_recipes.md b/docs/source/llm_recipes.md
index 5f04242516b..328bba3ba09 100644
--- a/docs/source/llm_recipes.md
+++ b/docs/source/llm_recipes.md
@@ -29,8 +29,8 @@ This document aims to publish the specific recipes we achieved for the popular L
 |     databricks/dolly-v2-12b     |    ✖    |    ✔     |    ✖     |
 |     EleutherAI/gpt-neox-20b     |    ✖    |    ✔     |    ✔     |
 |    mistralai/Mistral-7B-v0.1    |    ✖    |    ✔     |    ✔     |
-|        THUDM/chatglm2-6b        |   WIP   |    ✔     |    ✔     |
-|        THUDM/chatglm3-6b        |   WIP   |    ✔     |    ✔     |
+|        THUDM/chatglm2-6b        |    ✔    |    ✔     |    ✔     |
+|        THUDM/chatglm3-6b        |   WIP   |    ✔     |   WIP    |
 
 **Detail recipes can be found [HERE](https://github.com/intel/intel-extension-for-transformers/blob/main/examples/huggingface/pytorch/text-generation/quantization/llm_quantization_recipes.md).**
 
@@ -40,8 +40,8 @@ This document aims to publish the specific recipes we achieved for the popular L
 > - The WIP recipes will be published soon.
 
 ## Large Language Models Accuracy
-<table>
-<thead>
+
+<table><thead>
   <tr>
     <th rowspan="3">Model</th>
     <th colspan="9">lambada_openai</th>
@@ -63,212 +63,210 @@ This document aims to publish the specific recipes we achieved for the popular L
     <th>Ratio</th>
     <th>ACC</th>
     <th>Ratio</th>
-  </tr>
-</thead>
+  </tr></thead>
 <tbody>
   <tr>
     <td>baichuan-inc/Baichuan-13B-Chat</td>
     <td>67.57%</td>
-    <td>68.23%</td>
-    <td>1.0098</td>
-    <td>67.57%</td>
-    <td>1.0000</td>
-    <td>67.84%</td>
-    <td>1.0040</td>
-    <td>NA</td>
-    <td>NA</td>
+    <td>69.07%</td>
+    <td>1.0222</td>
+    <td>67.55%</td>
+    <td>0.9997</td>
+    <td>68.12%</td>
+    <td>1.0081</td>
+    <td>66.93%</td>
+    <td>0.9905</td>
   </tr>
   <tr>
     <td>baichuan-inc/Baichuan2-13B-Chat</td>
     <td>71.51%</td>
-    <td>70.89%</td>
-    <td>0.9913</td>
-    <td>71.53%</td>
-    <td>1.0003</td>
-    <td>71.76%</td>
-    <td>1.0035</td>
-    <td>NA</td>
-    <td>NA</td>
+    <td>75.57%</td>
+    <td>1.0568</td>
+    <td>71.57%</td>
+    <td>1.0008</td>
+    <td>70.81%</td>
+    <td>0.9902</td>
+    <td>N/A</td>
+    <td>N/A</td>
   </tr>
   <tr>
     <td>baichuan-inc/Baichuan2-7B-Chat</td>
     <td>67.67%</td>
-    <td>67.96%</td>
-    <td>1.0043</td>
-    <td>67.59%</td>
-    <td>0.9988</td>
-    <td>67.24%</td>
-    <td>0.9936</td>
-    <td>67.42%</td>
-    <td>0.9963</td>
+    <td>68.06%</td>
+    <td>1.0058</td>
+    <td>67.61%</td>
+    <td>0.9991</td>
+    <td>67.90%</td>
+    <td>1.0034</td>
+    <td>N/A</td>
+    <td>N/A</td>
   </tr>
   <tr>
     <td>bigscience/bloom-1b7</td>
     <td>46.34%</td>
     <td>47.99%</td>
     <td>1.0356</td>
-    <td>46.38%</td>
-    <td>1.0009</td>
-    <td>46.19%</td>
-    <td>0.9968</td>
-    <td>NA</td>
-    <td>NA</td>
+    <td>46.21%</td>
+    <td>0.9972</td>
+    <td>46.90%</td>
+    <td>1.0121</td>
+    <td>N/A</td>
+    <td>N/A</td>
   </tr>
   <tr>
     <td>databricks/dolly-v2-12b</td>
     <td>64.35%</td>
-    <td>NA</td>
-    <td>NA</td>
-    <td>64.10%</td>
-    <td>0.9961</td>
-    <td>NA</td>
-    <td>NA</td>
-    <td>NA</td>
-    <td>NA</td>
+    <td>N/A</td>
+    <td>N/A</td>
+    <td>63.92%</td>
+    <td>0.9933</td>
+    <td>N/A</td>
+    <td>N/A</td>
+    <td>N/A</td>
+    <td>N/A</td>
   </tr>
   <tr>
     <td>EleutherAI/gpt-j-6b</td>
     <td>68.31%</td>
-    <td>68.33%</td>
-    <td>1.0003</td>
-    <td>68.23%</td>
-    <td>0.9988</td>
-    <td>68.79%</td>
-    <td>1.0070</td>
-    <td>68.43%</td>
-    <td>1.0018</td>
+    <td>68.27%</td>
+    <td>0.9994</td>
+    <td>68.27%</td>
+    <td>0.9994</td>
+    <td>68.35%</td>
+    <td>1.0006</td>
+    <td>68.02%</td>
+    <td>0.9958</td>
   </tr>
   <tr>
     <td>EleutherAI/gpt-neox-20b</td>
     <td>72.33%</td>
-    <td>NA</td>
-    <td>NA</td>
-    <td>72.25%</td>
-    <td>0.9989</td>
-    <td>71.96%</td>
-    <td>0.9949</td>
-    <td>NA</td>
-    <td>NA</td>
+    <td>N/A</td>
+    <td>N/A</td>
+    <td>72.29%</td>
+    <td>0.9994</td>
+    <td>71.74%</td>
+    <td>0.9918</td>
+    <td>N/A</td>
+    <td>N/A</td>
   </tr>
   <tr>
     <td>facebook/opt-1.3b</td>
     <td>57.89%</td>
-    <td>57.54%</td>
-    <td>0.9940</td>
-    <td>58.08%</td>
-    <td>1.0033</td>
-    <td>58.57%</td>
-    <td>1.0117</td>
-    <td>NA</td>
-    <td>NA</td>
+    <td>57.68%</td>
+    <td>0.9964</td>
+    <td>58.12%</td>
+    <td>1.0040</td>
+    <td>58.26%</td>
+    <td>1.0064</td>
+    <td>N/A</td>
+    <td>N/A</td>
   </tr>
   <tr>
     <td>facebook/opt-30b</td>
     <td>71.49%</td>
-    <td>71.51%</td>
-    <td>1.0003</td>
-    <td>71.51%</td>
-    <td>1.0003</td>
-    <td>71.82%</td>
-    <td>1.0046</td>
-    <td>72.11%</td>
-    <td>1.0087</td>
+    <td>71.78%</td>
+    <td>1.0041</td>
+    <td>71.53%</td>
+    <td>1.0006</td>
+    <td>71.59%</td>
+    <td>1.0014</td>
+    <td>71.80%</td>
+    <td>1.0043</td>
   </tr>
   <tr>
     <td>meta-llama/Llama-2-13b-hf</td>
     <td>76.77%</td>
     <td>76.25%</td>
     <td>0.9932</td>
-    <td>76.75%</td>
-    <td>0.9997</td>
-    <td>77.43%</td>
-    <td>1.0086</td>
-    <td>76.75%</td>
-    <td>0.9997</td>
+    <td>76.89%</td>
+    <td>1.0016</td>
+    <td>77.66%</td>
+    <td>1.0116</td>
+    <td>76.60%</td>
+    <td>0.9978</td>
   </tr>
   <tr>
     <td>meta-llama/Llama-2-70b-hf</td>
     <td>79.64%</td>
-    <td>79.55%</td>
-    <td>0.9989</td>
-    <td>79.57%</td>
-    <td>0.9991</td>
+    <td>79.14%</td>
+    <td>0.9937</td>
+    <td>79.62%</td>
+    <td>0.9997</td>
     <td>80.09%</td>
     <td>1.0057</td>
-    <td>79.97%</td>
-    <td>1.0041</td>
+    <td>79.68%</td>
+    <td>1.0005</td>
   </tr>
   <tr>
     <td>meta-llama/Llama-2-7b-hf</td>
     <td>73.92%</td>
     <td>73.45%</td>
     <td>0.9936</td>
-    <td>73.96%</td>
-    <td>1.0005</td>
-    <td>73.45%</td>
-    <td>0.9936</td>
-    <td>73.49%</td>
-    <td>0.9942</td>
+    <td>73.90%</td>
+    <td>0.9997</td>
+    <td>73.84%</td>
+    <td>0.9989</td>
+    <td>N/A</td>
+    <td>N/A</td>
   </tr>
   <tr>
     <td>mistralai/Mistral-7B-v0.1</td>
     <td>75.90%</td>
-    <td>NA</td>
-    <td>NA</td>
+    <td>N/A</td>
+    <td>N/A</td>
     <td>75.80%</td>
     <td>0.9987</td>
-    <td>76.13%</td>
-    <td>1.0030</td>
-    <td>75.61%</td>
-    <td>0.9962</td>
+    <td>76.25%</td>
+    <td>1.0046</td>
+    <td>75.74%</td>
+    <td>0.9979</td>
   </tr>
   <tr>
     <td>THUDM/chatglm2-6b</td>
     <td>53.23%</td>
-    <td>NA</td>
-    <td>NA</td>
-    <td>53.19%</td>
-    <td>0.9992</td>
-    <td>52.77%</td>
-    <td>0.9914</td>
-    <td>53.35%</td>
-    <td>1.0023</td>
+    <td>52.86%</td>
+    <td>0.9930</td>
+    <td>53.00%</td>
+    <td>0.9957</td>
+    <td>52.90%</td>
+    <td>0.9938</td>
+    <td>52.92%</td>
+    <td>0.9942</td>
   </tr>
   <tr>
     <td>THUDM/chatglm3-6b</td>
     <td>59.09%</td>
-    <td>NA</td>
-    <td>NA</td>
-    <td>59.01%</td>
-    <td>0.9986</td>
-    <td>NA</td>
-    <td>NA</td>
-    <td>58.61%</td>
-    <td>0.9919</td>
+    <td>N/A</td>
+    <td>N/A</td>
+    <td>59.03%</td>
+    <td>0.9990</td>
+    <td>N/A</td>
+    <td>N/A</td>
+    <td>N/A</td>
+    <td>N/A</td>
   </tr>
   <tr>
     <td>tiiuae/falcon-40b</td>
     <td>77.22%</td>
-    <td>77.04%</td>
-    <td>0.9977</td>
-    <td>77.22%</td>
-    <td>1.0000</td>
-    <td>77.94%</td>
-    <td>1.0093</td>
-    <td>78.79%</td>
-    <td>1.0203</td>
+    <td>76.95%</td>
+    <td>0.9965</td>
+    <td>77.18%</td>
+    <td>0.9995</td>
+    <td>77.55%</td>
+    <td>1.0043</td>
+    <td>77.82%</td>
+    <td>1.0078</td>
   </tr>
   <tr>
     <td>tiiuae/falcon-7b</td>
     <td>74.67%</td>
-    <td>76.44%</td>
-    <td>1.0237</td>
-    <td>74.77%</td>
-    <td>1.0013</td>
-    <td>75.00%</td>
-    <td>1.0044</td>
-    <td>NA</td>
-    <td>NA</td>
+    <td>76.63%</td>
+    <td>1.0262</td>
+    <td>74.73%</td>
+    <td>1.0008</td>
+    <td>75.06%</td>
+    <td>1.0052</td>
+    <td>74.00%</td>
+    <td>0.9910</td>
   </tr>
-</tbody>
-</table>
+</tbody></table>

Model	lambada_openai									Ratio	ACC	Ratio
	baichuan-inc/Baichuan-13B-Chat	67.57%	68.23%	1.0098	67.57%	1.0000	67.84%	1.0040	NA	NA	69.07%	1.0222	67.55%	0.9997	68.12%	1.0081	66.93%	0.9905
	baichuan-inc/Baichuan2-13B-Chat	71.51%	70.89%	0.9913	71.53%	1.0003	71.76%	1.0035	NA	NA	75.57%	1.0568	71.57%	1.0008	70.81%	0.9902	N/A	N/A
baichuan-inc/Baichuan2-7B-Chat	67.67%	67.96%	1.0043	67.59%	0.9988	67.24%	0.9936	67.42%	0.9963	68.06%	1.0058	67.61%	0.9991	67.90%	1.0034	N/A	N/A
bigscience/bloom-1b7	46.34%	47.99%	1.0356	46.38%	1.0009	46.19%	0.9968	NA	NA	46.21%	0.9972	46.90%	1.0121	N/A	N/A
databricks/dolly-v2-12b	64.35%	NA	NA	64.10%	0.9961	NA	NA	NA	NA	N/A	N/A	63.92%	0.9933	N/A	N/A	N/A	N/A
EleutherAI/gpt-j-6b	68.31%	68.33%	1.0003	68.23%	0.9988	68.79%	1.0070	68.43%	1.0018	68.27%	0.9994	68.27%	0.9994	68.35%	1.0006	68.02%	0.9958
EleutherAI/gpt-neox-20b	72.33%	NA	NA	72.25%	0.9989	71.96%	0.9949	NA	NA	N/A	N/A	72.29%	0.9994	71.74%	0.9918	N/A	N/A
facebook/opt-1.3b	57.89%	57.54%	0.9940	58.08%	1.0033	58.57%	1.0117	NA	NA	57.68%	0.9964	58.12%	1.0040	58.26%	1.0064	N/A	N/A
facebook/opt-30b	71.49%	71.51%	1.0003	71.51%	1.0003	71.82%	1.0046	72.11%	1.0087	71.78%	1.0041	71.53%	1.0006	71.59%	1.0014	71.80%	1.0043
meta-llama/Llama-2-13b-hf	76.77%	76.25%	0.9932	76.75%	0.9997	77.43%	1.0086	76.75%	0.9997	76.89%	1.0016	77.66%	1.0116	76.60%	0.9978
meta-llama/Llama-2-70b-hf	79.64%	79.55%	0.9989	79.57%	0.9991	79.14%	0.9937	79.62%	0.9997	80.09%	1.0057	79.97%	1.0041	79.68%	1.0005
meta-llama/Llama-2-7b-hf	73.92%	73.45%	0.9936	73.96%	1.0005	73.45%	0.9936	73.49%	0.9942	73.90%	0.9997	73.84%	0.9989	N/A	N/A
mistralai/Mistral-7B-v0.1	75.90%	NA	NA	N/A	N/A	75.80%	0.9987	76.13%	1.0030	75.61%	0.9962	76.25%	1.0046	75.74%	0.9979
THUDM/chatglm2-6b	53.23%	NA	NA	53.19%	0.9992	52.77%	0.9914	53.35%	1.0023	52.86%	0.9930	53.00%	0.9957	52.90%	0.9938	52.92%	0.9942
THUDM/chatglm3-6b	59.09%	NA	NA	59.01%	0.9986	NA	NA	58.61%	0.9919	N/A	N/A	59.03%	0.9990	N/A	N/A	N/A	N/A
tiiuae/falcon-40b	77.22%	77.04%	0.9977	77.22%	1.0000	77.94%	1.0093	78.79%	1.0203	76.95%	0.9965	77.18%	0.9995	77.55%	1.0043	77.82%	1.0078
tiiuae/falcon-7b	74.67%	76.44%	1.0237	74.77%	1.0013	75.00%	1.0044	NA	NA	76.63%	1.0262	74.73%	1.0008	75.06%	1.0052	74.00%	0.9910