diff --git a/paper/latex/chapters/verification.tex b/paper/latex/chapters/verification.tex
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 \end{figure}
 
 \subsubsection{训练指标变化}
+图~\ref{fig:tensorboard} 展示了使用TensorBoard对训练过程中的损失、梯度、学习率等指标进行实时监控，有助于及时发现训练异常并优化模型参数配置。
+
+% TensorBoard 监控截图
+\begin{figure}[htbp]
+    \centering
+    \includegraphics[width=0.8\textwidth]{pic/tensorboard.png}
+    \caption{使用TensorBoard实时监控训练指标变化}
+    \label{fig:tensorboard}
+\end{figure}
 
 微调过程中，主要训练指标的变化趋势如图\ref{fig:training_metrics}所示。从图中可以观察到以下几个关键特征：
 
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