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README.md

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 With the rapid development of deep learning technology, large language models such as ChatGPT have made substantial strides in the realm of natural language processing. However, these expansive models still encounter several challenges in acquiring and comprehending knowledge, including the difficulty of updating knowledge and potential knowledge discrepancies and biases, collectively known as knowledge fallacies. The KnowLM project endeavors to tackle these issues by launching an open-source large-scale knowledgable language model framework and releasing corresponding models. 
 
-The project's `initial phase` introduced a knowledge extraction LLM based on LLaMA, dubbed **ZhiXi** (**智析**, which means intelligent analysis of data for information extraction). To integrate the capacity of Chinese understanding into the language models without compromising their inherent knowledge, we firstly <b>(1) use Chinese corpora for the full-scale pre-training with LLaMA (13B), augment the language model's understanding of Chinese and improve its knowledge richness while retaining its original English and code capacities;</b> Then <b>(2) we fine-tune the model obtained from the first step with an instruction dataset, thus bolstering the language model's understanding of human instructions for knowledge extraction.</b>
+The project's `initial phase` introduced a knowledge extraction LLM based on LLaMA, dubbed **ZhiXi** (**智析**, which means intelligent analysis of data for knowledge extraction). To integrate the capacity of Chinese understanding into the language models without compromising their inherent knowledge, we firstly <b>(1) use Chinese corpora for the full-scale pre-training with LLaMA (13B), augment the language model's understanding of Chinese and improve its knowledge richness while retaining its original English and code capacities;</b> Then <b>(2) we fine-tune the model obtained from the first step with an instruction dataset, thus bolstering the language model's understanding of human instructions for knowledge extraction.</b>
 - ❗Please note that this project is still undergoing optimization, and the model weights will be regularly updated to support new features and models!
 
 **The features of this project are as follows:**