Auto Sync from git://github.com/01-ai/Yi.git/commit/0e82bda9b71966a20ad86286b69f5038c2e4fa41

README.md

@@ -115,7 +115,7 @@ pipeline_tag: text-generation
 
 ## 📌 Introduction 
 
-- 🤖 The Yi series models are the next generation of open source large language models trained from strach by [01.AI](https://01.ai/).
+- 🤖 The Yi series models are the next generation of open source large language models trained from scratch by [01.AI](https://01.ai/).
 
 - 🙌 Targeted as a bilingual language model and trained on 3T multilingual corpus, the Yi series models become one of the strongest LLM worldwide, showing promise in language understanding, commonsense reasoning, reading comprehension, and more. For example,
 
@@ -142,7 +142,7 @@ Yi-34B-Chat	| • [🤗 Hugging Face](https://huggingface.co/01-ai/Yi-34B-Chat)
 Yi-34B-Chat-4bits	| • [🤗 Hugging Face](https://huggingface.co/01-ai/Yi-34B-Chat-4bits)  • [🤖 ModelScope](https://www.modelscope.cn/models/01ai/Yi-34B-Chat-4bits/summary)
 Yi-34B-Chat-8bits | • [🤗 Hugging Face](https://huggingface.co/01-ai/Yi-34B-Chat-8bits) • [🤖 ModelScope](https://www.modelscope.cn/models/01ai/Yi-34B-Chat-8bits/summary)
 
-<sub><sup> - 4 bits series models are quantized by AWQ. <br> - 8 bits series models are quantized by GPTQ <br> - All quantized models have a low barrier to use since they can be deployed on consumer-grade GPUs (e.g., 3090, 4090).</sup></sub>
+<sub><sup> - 4-bit series models are quantized by AWQ. <br> - 8-bit series models are quantized by GPTQ <br> - All quantized models have a low barrier to use since they can be deployed on consumer-grade GPUs (e.g., 3090, 4090).</sup></sub>
 
 ### Base models
 
@@ -176,7 +176,7 @@ For chat models and base models:
 <details>
 <summary>🎯 <b>2023/11/23</b>: The chat models are open to public.</summary>
 
-This release contains two chat models based on previous released base models, two 8-bits models quantized by GPTQ, two 4-bits models quantized by AWQ.
+This release contains two chat models based on previously released base models, two 8-bit models quantized by GPTQ, and two 4-bit models quantized by AWQ.
 
 - `Yi-34B-Chat`
 - `Yi-34B-Chat-4bits`
@@ -208,7 +208,7 @@ Application form:
 <details>
 <summary>🎯 <b>2023/11/05</b>: The base model of <code>Yi-6B-200K</code> and <code>Yi-34B-200K</code>.</summary>
 
-This release contains two base models with the same parameter sizes of previous
+This release contains two base models with the same parameter sizes as the previous
 release, except that the context window is extended to 200K.
 
 </details>
@@ -405,7 +405,7 @@ Everyone! 🙌 ✅
 
 - The Yi series models are free for personal usage, academic purposes, and commercial use. All usage must adhere to the [Yi Series Models Community License Agreement 2.1](https://github.com/01-ai/Yi/blob/main/MODEL_LICENSE_AGREEMENT.txt)
   
-- For free commercial use, you only need to [complete this form](https://www.lingyiwanwu.com/yi-license) to get Yi Model Commercial License.
+- For free commercial use, you only need to [complete this form](https://www.lingyiwanwu.com/yi-license) to get a Yi Model Commercial License.
 
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