fix: resolve #93 review comments and close #95 (#92 regression fix included) (#96)

* feat: enhance file mention parsing with deduplication and warning handling

* feat: optimize ancestor grouping by improving path comparison efficiency

* fix: update middleware injection to use extend for better readability

* Refactor code structure for improved readability and maintainability

* feat: update README files to include AstaBench ranking and adjust award image layout

* update

* fix: deduplicate file mentions and improve warning message formatting

README.zh-CN.md

@@ -53,21 +53,26 @@ EvoScientist 超越了传统的人在回路（Human-in-the-Loop）模式，采
 
 <table>
   <tr>
-    <td align="center" valign="top" width="33%">
+    <td align="center" valign="top" width="25%">
       <img src="https://raw.githubusercontent.com/EvoScientist/EvoScientist/main/.github/assets/ICAIS_awards.JPG" height="180" alt="ICAIS 2025 Awards"/>
       <br />
       <sub><b>Best Paper & Appraisal Award</b></sub>
     </td>
-    <td align="center" valign="top" width="33%">
+    <td align="center" valign="top" width="25%">
       <img src="https://raw.githubusercontent.com/EvoScientist/EvoScientist/main/.github/assets/ICAIS_best_paper.png" height="180" alt="Best Paper"/>
       <br />
       <sub><b>AI-Generated Best Paper</b></sub>
     </td>
-    <td align="center" valign="top" width="33%">
+    <td align="center" valign="top" width="25%">
       <img src="https://raw.githubusercontent.com/EvoScientist/EvoScientist/main/.github/assets/deepresearch_bench_2.JPG" height="180" alt="DeepResearch Bench II #1"/>
       <br />
       <sub><b>DeepResearch Bench II 第一名</b></sub>
     </td>
+    <td align="center" valign="top" width="25%">
+      <img src="https://raw.githubusercontent.com/EvoScientist/EvoScientist/main/.github/assets/asta_bench_code.png" height="180" alt="AstaBench Code & Execution #1"/>
+      <br />
+      <sub><b>AstaBench 代码与执行榜 第一名</b></sub>
+    </td>
   </tr>
 </table>
 
@@ -106,6 +111,7 @@ EvoScientist 超越了传统的人在回路（Human-in-the-Loop）模式，采
 
 ## 🔥 动态
 
+- **[2026 年 3 月 25 日]** 🥇 提交时在 [AstaBench 代码与执行](https://huggingface.co/spaces/allenai/asta-bench-leaderboard) 排名第一！[**排行榜**](https://allenai-asta-bench-leaderboard.hf.space/code-execution) 👈
 - **[2026 年 3 月 13 日]** 🚀 [**EvoScientist**](https://github.com/EvoScientist/EvoScientist) 正式亮相！
 - **[2026 年 3 月 11 日]** ⛳ 技术报告已上线！[**查看详情**](https://arxiv.org/abs/2603.08127) 👈
 - **[2026 年 3 月 6 日]** 🥇 提交时在 [DeepResearch Bench II](https://agentresearchlab.com/benchmarks/deepresearch-bench-ii/index.html#leaderboard) 排名第一！[**排行榜**](https://agentresearchlab.com/benchmarks/deepresearch-bench-ii/index.html#leaderboard) 👈