\begin{table*}[t]
\centering
\small
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\caption{\textbf{Main results on ICBCBench.} We report performance on global (EN) and Chinese (ZH) market scenarios. Objective evaluates closed-ended tasks, while Subjective assesses open-ended financial research reports. The best and second-best scores are highlighted in \textbf{bold} and \underline{underline}, respectively. Higher is better for all metrics.}
\label{tab:main_results}

\begin{tabular}{lcccccc}
\toprule
\multirow{2}{*}{\textbf{System}} & \multicolumn{3}{c}{\textbf{Global (EN)}} & \multicolumn{3}{c}{\textbf{Chinese (ZH)}} \\
\cmidrule(lr){2-4} \cmidrule(lr){5-7}
& \textbf{Objective} & \textbf{Subjective} & \textbf{Overall} & \textbf{Objective} & \textbf{Subjective} & \textbf{Overall} \\
\midrule
\rowcolor{gray!20}
\multicolumn{7}{c}{\textbf{\textit{Closed}}} \\
Gemini-deep-research                     &           50.00 &           64.77 & \underline{57.38} &           52.50 &  \textbf{65.69} & \underline{59.09} \\
OpenAI-o3-deep-research                  &           37.50 &  \textbf{71.84} &           54.67 &           32.50 & \underline{63.12} &           47.81 \\
Kimi-deep-research                       &           35.00 &           60.19 &           47.59 &           35.00 &           54.44 &           44.72 \\
Doubao-deep-research                     &           37.50 &           52.93 &           45.22 &           20.00 &           52.61 &           36.30 \\
GPT-5.5                                  &           27.50 &           62.69 &           45.09 &           27.50 &           57.33 &           42.41 \\
Claude-opus-4-7                          &           25.00 &           63.71 &           44.36 &           20.00 &           60.83 &           40.41 \\
Perplexity-deep-research                 &           22.50 &           63.17 &           42.84 &           22.50 &           48.85 &           35.67 \\
Gemini-3.1-pro-preview                   &           22.50 &           59.53 &           41.02 &           12.50 &           58.25 &           35.38 \\
Grok-3-deepsearch                        &           10.00 &           56.43 &           33.22 &            5.00 &           50.40 &           27.70 \\
Qwen-deep-research                       &            2.50 &           51.59 &           27.05 &           17.50 &           48.25 &           32.88 \\
\midrule
\rowcolor{gray!20}
\multicolumn{7}{c}{\textbf{\textit{Open}}} \\
DeerFlow(+GPT-5.5)                       &  \textbf{52.50} &           64.85 &  \textbf{58.67} & \underline{60.00} &           57.67 &           58.84 \\
OpenClaw(+GPT-5.5)                       &           50.00 &           59.60 &           54.80 &  \textbf{67.50} &           59.25 &  \textbf{63.38} \\
MiroThinker                              &  \textbf{52.50} &           53.15 &           52.83 &           45.00 &           43.88 &           44.44 \\
OpenClaw(+DeepSeek-V4-Pro)               &           37.50 & \underline{65.79} &           51.65 &           57.50 &           57.36 &           57.43 \\
DeerFlow(+DeepSeek-V4-Pro)               &           27.50 &           65.71 &           46.60 &           55.00 &           58.08 &           56.54 \\
Jina-deepsearch                          &           37.50 &           47.51 &           42.50 &           35.00 &           50.89 &           42.95 \\
Kimi-k2.5                                &           17.50 &           64.81 &           41.16 &           10.00 &           61.60 &           35.80 \\
DeepSeek-V4-Pro                          &            5.00 &           49.09 &           27.05 &           15.00 &           55.59 &           35.30 \\
Tongyi-deepresearch-30b-a3b              &            2.50 &           46.69 &           24.59 &            5.00 &           42.16 &           23.58 \\
% OpenClaw(+DeepSeek-V4-Flash)             &              -- &              -- &              -- &              -- &              -- &              -- \\
% DeerFlow(+DeepSeek-V4-Flash)             &              -- &              -- &              -- &              -- &              -- &              -- \\
\bottomrule
\end{tabular}
\end{table*}