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diff --git a/README.md b/README.md
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+++ b/README.md
@@ -22,7 +22,7 @@ The interaction between humans and artificial intelligence (AI) is a crucial fac
 
 
 ## Paper and Code
-Paper: [https://arxiv.org/abs/2312.10032](https://arxiv.org/abs/2312.10032) \
+Paper: []() \
 Code: [https://github.com/AFeng-x/Draw-and-Understand](https://github.com/AFeng-x/Draw-and-Understand)
 
 
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--- a/stage_2_fine-tuning/MDVP-Data/brief_caption/gpt4v_vg_brief_caption_bbox.json
+++ b/stage_2_fine-tuning/MDVP-Data/brief_caption/gpt4v_vg_brief_caption_bbox.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d14bbaf4978784a9c130cee4c45949f0e0251a7e6269fe0142139e9e512ba14b
-size 3689977
+oid sha256:1e01c90bd1fa21f7d26b2f50337a42907de5c94bcf3a2bc8411513ba9e9891e2
+size 3685711
diff --git a/stage_2_fine-tuning/MDVP-Data/brief_caption/gpt4v_vg_brief_caption_point.json b/stage_2_fine-tuning/MDVP-Data/brief_caption/gpt4v_vg_brief_caption_point.json
index 98c28493e27f9e3196d94c43a0d8afead610a3e9..6fcb6d52568e86de195c8af39c68bcd6b392673b 100644
--- a/stage_2_fine-tuning/MDVP-Data/brief_caption/gpt4v_vg_brief_caption_point.json
+++ b/stage_2_fine-tuning/MDVP-Data/brief_caption/gpt4v_vg_brief_caption_point.json
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a32ccdd40357c915b3eb01a08621c0c1f8b4818ba733e688de2eb700abd7904c
-size 3341550
+oid sha256:1f8f58a3ef738708b57f8cd21bdb6b33d54abe92eadd7e482548d31410a1243f
+size 3337205
diff --git a/stage_2_fine-tuning/MDVP-Data/brief_caption/process.py b/stage_2_fine-tuning/MDVP-Data/brief_caption/process.py
new file mode 100644
index 0000000000000000000000000000000000000000..41ef113af85e4e2f7dc9deb14492a819cd7028d3
--- /dev/null
+++ b/stage_2_fine-tuning/MDVP-Data/brief_caption/process.py
@@ -0,0 +1,23 @@
+import json
+import os
+
+with open('/data1/weifeng/huggingface/Draw-and-Understand/stage_2_fine-tuning/MDVP-Data/brief_caption/gpt4v_vg_brief_caption_point.json', 'r') as f:
+    data = json.load(f)
+
+new_data = []
+for item in data:
+    assert len(item["conversations"]) == 2
+    for cc in item["conversations"]:
+        if cc["from"] == "gpt":
+            if ":Short Description" in cc["value"] or ":Short description" in cc["value"] or ":short description" in cc["value"] or ": Short Description" in cc["value"]:
+                continue
+            else:
+                new_data.append(item)
+                break
+
+
+with open('/data1/weifeng/huggingface/Draw-and-Understand/stage_2_fine-tuning/MDVP-Data/brief_caption/gpt4v_vg_brief_caption_bbox_point.json', 'w') as f:
+    json.dump(new_data, f, ensure_ascii=False)
+            
+
+