diff --git a/toolkit/prompt_utils.py b/toolkit/prompt_utils.py
index 0f3c10a9..ef3a7da8 100644
--- a/toolkit/prompt_utils.py
+++ b/toolkit/prompt_utils.py
@@ -247,25 +247,9 @@ class EncodedPromptPair:
 def concat_prompt_embeds(prompt_embeds: list["PromptEmbeds"], padding_side: str = "right") -> PromptEmbeds:
     # --- pad text_embeds ---
     if isinstance(prompt_embeds[0].text_embeds, (list, tuple)):
-        embed_list = []
-        for i in range(len(prompt_embeds[0].text_embeds)):
-            max_len = max(p.text_embeds[i].shape[1] for p in prompt_embeds)
-            padded = []
-            for p in prompt_embeds:
-                t = p.text_embeds[i]
-                if t.shape[1] < max_len:
-                    pad = torch.zeros(
-                        (t.shape[0], max_len - t.shape[1], *t.shape[2:]),
-                        dtype=t.dtype,
-                        device=t.device,
-                    )
-                    if padding_side == "right":
-                        t = torch.cat([t, pad], dim=1)
-                    else:
-                        t = torch.cat([pad, t], dim=1)
-                padded.append(t)
-            embed_list.append(torch.cat(padded, dim=0))
-        text_embeds = embed_list
+        text_embeds = []
+        for p in prompt_embeds:
+            text_embeds += p.text_embeds
     else:
         max_len = max(p.text_embeds.shape[1] for p in prompt_embeds)
         padded = []