def METHOD_NAME(self) -> Dict[str, Any]:
    base_kwargs = {
        "temperature": self.temperature,
        "max_length": self.context_window,
    }
    model_kwargs = {
        **base_kwargs,
        **self.additional_kwargs,
    }
    return model_kwargs