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@@ -16,3 +16,8 @@ Model weights of the article "[LLMLight: Large Language Models as Traffic Signal
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  Please download the model and run the LLMLight framework by following the descriptions in the [Repository](https://github.com/usail-hkust/LLMTSCS).
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  Please download the model and run the LLMLight framework by following the descriptions in the [Repository](https://github.com/usail-hkust/LLMTSCS).
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+ ### Framework:
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64207ca7e40f66bcd1e44959/HDBvVmYkTdShGfY5mnPGs.png)
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+
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+ ### Demo:
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+ <video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/64207ca7e40f66bcd1e44959/VhMOdEIjKeLml1WPcINqV.qt"></video>