Update README.md

README.md

@@ -7,8 +7,6 @@ language:
 
 # Llama-3-Chinese-8B-GGUF
 
-## Warning: llama.cpp has [breaking changes on Llama-3 pre-tokenizer](https://github.com/ggerganov/llama.cpp/pull/6920), which significantly affect performance. We will update GGUF mdoels in the next few hours.
-
 <p align="center">
     <a href="https://github.com/ymcui/Chinese-LLaMA-Alpaca-3"><img src="https://ymcui.com/images/chinese-llama-alpaca-3-banner.png" width="600"/></a>
 </p>
@@ -23,19 +21,20 @@ Further details (performance, usage, etc.) should refer to GitHub project page:
 
 Metric: PPL, **lower is better**
 
-The model name with `-im` suffix is generated with important matrix, which has generally better performance.
-
-| Quant |     Size |                 PPL |             PPL (`-im`) |
-| :---: | -------: | ------------------: | ----------------------: |
-| Q2_K  |  2.96 GB | 17.7212 +/- 0.59814 | **14.9583 +/- 0.50455** |
-| Q3_K  |  3.74 GB |  8.6303 +/- 0.28481 |  **8.4423 +/- 0.28087** |
-| Q4_0  |  4.34 GB |  8.2513 +/- 0.27102 |  **7.9077 +/- 0.25525** |
-| Q4_K  |  4.58 GB |  7.8897 +/- 0.25830 |  **7.8279 +/- 0.25542** |
-| Q5_0  |  5.21 GB |  7.7975 +/- 0.25639 |  **7.7724 +/- 0.25625** |
-| Q5_K  |  5.34 GB |  7.7062 +/- 0.25218 |  **7.6902 +/- 0.25170** |
-| Q6_K  |  6.14 GB |  7.6600 +/- 0.25043 |  **7.6412 +/- 0.24949** |
-| Q8_0  |  7.95 GB |  7.6512 +/- 0.25064 |      7.6512 +/- 0.25064 |
-|  F16  | 14.97 GB |  7.6389 +/- 0.25001 |                     N/A |
+*Note: Old models have been removed due to its inferior performance.*
+
+| Quant |     Size |     PPL (old model) |  👍🏻 PPL (new model) |
+| :---: | -------: | ------------------: | ------------------: |
+| Q2_K  |  2.96 GB | 17.7212 +/- 0.59814 | 11.8595 +/- 0.20061 |
+| Q3_K  |  3.74 GB |  8.6303 +/- 0.28481 |  5.7559 +/- 0.09152 |
+| Q4_0  |  4.34 GB |  8.2513 +/- 0.27102 |  5.5495 +/- 0.08832 |
+| Q4_K  |  4.58 GB |  7.8897 +/- 0.25830 |  5.3126 +/- 0.08500 |
+| Q5_0  |  5.21 GB |  7.7975 +/- 0.25639 |  5.2222 +/- 0.08317 |
+| Q5_K  |  5.34 GB |  7.7062 +/- 0.25218 |  5.1813 +/- 0.08264 |
+| Q6_K  |  6.14 GB |  7.6600 +/- 0.25043 |  5.1481 +/- 0.08205 |
+| Q8_0  |  7.95 GB |  7.6512 +/- 0.25064 |  5.1350 +/- 0.08190 |
+|  F16  | 14.97 GB |  7.6389 +/- 0.25001 |  5.1302 +/- 0.08184 |
+
 
 ## Others