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@@ -21,7 +21,7 @@ In this paper, we innovatively model time series as a foreign language and const
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  As depicted in Figure 1(b), during the continuous pre-training stage, we pre-train [LLaMA-2-7B-Base](https://huggingface.co/meta-llama/Llama-2-7b-hf) on [ChengsenWang/ChatTime-1-Pretrain-1M](https://huggingface.co/datasets/ChengsenWang/ChatTime-1-Pretrain-1M), yielding [ChengsenWang/ChatTime-1-7B-Base](https://huggingface.co/ChengsenWang/ChatTime-1-7B-Base).
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- For details on ChatTime models, training data and procedures, and experimental results, please refer to the [arXiv](https://arxiv.org/abs/0000.00000).
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  ![](architecture.png)
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  As depicted in Figure 1(b), during the continuous pre-training stage, we pre-train [LLaMA-2-7B-Base](https://huggingface.co/meta-llama/Llama-2-7b-hf) on [ChengsenWang/ChatTime-1-Pretrain-1M](https://huggingface.co/datasets/ChengsenWang/ChatTime-1-Pretrain-1M), yielding [ChengsenWang/ChatTime-1-7B-Base](https://huggingface.co/ChengsenWang/ChatTime-1-7B-Base).
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+ For details on ChatTime models, training data and procedures, and experimental results, please refer to the [arXiv](https://arxiv.org/abs/2412.11376).
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  ![](architecture.png)
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