Update README.md

README.md

@@ -13,16 +13,13 @@ pipeline_tag: text-generation
 
 # 🐷SUS-Chat: Instruction tuning done right
 
-<p align="left">
-<a href="README_CN.md">中文</a>&nbsp ｜ &nbspEnglish&nbsp
-</p>
 
-<br><br>
 
 <div align="center">
 
 <p align="center">
-<img width="200px" src="https://github.com/SUSTech-IDEA/SUS-Chat/raw/main/assets/sustech.svg?sanitize=true">
+<img src="https://github.com/SUSTech-IDEA/SUS-Chat/raw/main/assets/sustech.svg?sanitize=true" width="200px">
+<img src="https://github.com/SUSTech-IDEA/SUS-Chat/raw/main/assets/ccnl.png?sanitize=true" width="200px">
 </p>
 
 <div style="display: inline-block;">
@@ -44,7 +41,7 @@ pipeline_tag: text-generation
 <div style="display: inline-block;">
 
 <a rel="noopener nofollow" href="https://www.modelscope.cn/organization/sustc/">
-<img src="https://img.shields.io/badge/ModelScope-sustec-blue" style="margin: 0 0;">
+<img src="https://img.shields.io/badge/ModelScope-sustc-blue" style="margin: 0 0;">
 </a>
 
 </div>
@@ -78,14 +75,15 @@ pipeline_tag: text-generation
 # News
 
 - 2023-12-05: SUS-Chat is ranked 2nd in [Open LLM
-  leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard).
+  leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
+  and surpassed all models under 70B.
 
 - 2023-12-01: SUS-Chat-34B is now avaliable on HuggingFace🤗.
 
 # Inrtoduction
 
 <img src="https://hackmd.io/_uploads/HJlDtzhBa.png" id="fig-sus"
-alt="Figure 1: DALL·E 2023-12-01 11.03.28 - An imposing, majestic wild boar combined with elements of a futuristic transformer robot. The boar itself should be intricately blended with these tra" />
+alt="Figure 1: DALL·E 2023-12-01 11.03.28 - An imposing, majestic wild boar combined with elements of a futuristic transformer robot. The boar itself should be intricately blended with these tra" />
 
 **SUS-Chat** is a 34B bilingual Chinese-English dialogue model, jointly
 released by the **Southern University of Science and Technology** and
@@ -96,8 +94,8 @@ model, the SUS-Chat-34B model has improved the model’s response to human
 instructions through high-quality instruction fine-tuning and excels at
 imitating human thought processes through chains of thought. It
 introduces inter-instruction attention sharing in long texts, expanding
-the window length from 4K to 8K, significantly enhancing the usability
-of multi-round dialogues.
+the window size from 4K to 8K, significantly enhancing the usability of
+multi-round dialogues.
 
 It has surpassed all models of the same size in almost all benchmark
 tests and is better suited to meet the practical needs of complex
@@ -142,7 +140,9 @@ similar scale and achieved the most advanced comprehensive performance.
 | OrionStar-34B     |     68.51 |      66.88 |      65.13 | 54.36 | 62.88 |  12.8 |      77.27 | 80.19 |     84.54 |      53.24 |   62.58 |
 | Yi-34B-Chat       |     66.96 |      55.16 |      77.16 | 63.76 | 61.54 | 10.02 |      76.64 | 70.66 |     82.29 |      54.57 |  61.876 |
 
-<img src="assets/radar.png" id="fig-bench" alt="Figure 2: Benchmark" />
+<img
+src="https://github.com/SUSTech-IDEA/SUS-Chat/raw/main/assets/radar.png"
+id="fig-bench" alt="Figure 2: Benchmark" />
 
 # Usage
 
@@ -158,7 +158,7 @@ def chat_template(messages):
     history = ""
     for message in messages:
         match message:
-            case {"role": "human", "content": message}:
+            case {"role": "user", "content": message}:
                 history += f"### Human: {message}\n\n### Assistant: "
             case {"role": "assistant", "content": message}:
                 history += message
@@ -222,4 +222,4 @@ model.
 This model is developed entirely for academic research and free
 commercial use, but it must adhere to the
 [license](https://github.com/SUSTech-IDEA/SUS-Chat/blob/main/MODEL_LICENSE_AGREEMENT.txt)
-from 01-ai.
+from 01-ai.