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### Performance Metrics Comparison by Model *
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| Model | Avg Saturation | Avg Queue Length (veh
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| [`GPT-OSS-20B (thinking)`](https://huggingface.co/openai/gpt-oss-20b) | 0.380 | 14.088 | 77.910 | 6.768 |
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| **DeepSignal-4B (Ours)** | 0.422 | 15.703 | **79.883** | 2.131 |
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### Performance Metrics Comparison by Model *
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| Model | Avg Saturation | Avg Cumulative Queue Length (veh⋅min) | Avg Throughput (veh/5min) | Avg Response Time (s) |
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| [`GPT-OSS-20B (thinking)`](https://huggingface.co/openai/gpt-oss-20b) | 0.380 | 14.088 | 77.910 | 6.768 |
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| **DeepSignal-4B (Ours)** | 0.422 | 15.703 | **79.883** | 2.131 |
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