diff --git a/tests/entrypoints/openai/test_embedding.py b/tests/entrypoints/openai/test_embedding.py
index 8d00564351c5..a37169f51b05 100644
--- a/tests/entrypoints/openai/test_embedding.py
+++ b/tests/entrypoints/openai/test_embedding.py
@@ -27,7 +27,7 @@ def server():
         "bfloat16",
         "--enforce-eager",
         "--max-model-len",
-        "8192",
+        "512",
         "--chat-template",
         DUMMY_CHAT_TEMPLATE,
     ]
@@ -60,10 +60,10 @@ async def test_single_embedding(client: openai.AsyncOpenAI, model_name: str):
 
     assert embeddings.id is not None
     assert len(embeddings.data) == 1
-    assert len(embeddings.data[0].embedding) == 4096
+    assert len(embeddings.data[0].embedding) == 384
     assert embeddings.usage.completion_tokens == 0
-    assert embeddings.usage.prompt_tokens == 9
-    assert embeddings.usage.total_tokens == 9
+    assert embeddings.usage.prompt_tokens == 11
+    assert embeddings.usage.total_tokens == 11
 
     # test using token IDs
     input_tokens = [1, 1, 1, 1, 1]
@@ -77,7 +77,7 @@ async def test_single_embedding(client: openai.AsyncOpenAI, model_name: str):
 
     assert embeddings.id is not None
     assert len(embeddings.data) == 1
-    assert len(embeddings.data[0].embedding) == 4096
+    assert len(embeddings.data[0].embedding) == 384
     assert embeddings.usage.completion_tokens == 0
     assert embeddings.usage.prompt_tokens == 5
     assert embeddings.usage.total_tokens == 5
@@ -101,10 +101,10 @@ async def test_batch_embedding(client: openai.AsyncOpenAI, model_name: str):
 
     assert embeddings.id is not None
     assert len(embeddings.data) == 3
-    assert len(embeddings.data[0].embedding) == 4096
+    assert len(embeddings.data[0].embedding) == 384
     assert embeddings.usage.completion_tokens == 0
-    assert embeddings.usage.prompt_tokens == 32
-    assert embeddings.usage.total_tokens == 32
+    assert embeddings.usage.prompt_tokens == 33
+    assert embeddings.usage.total_tokens == 33
 
     # test List[List[int]]
     input_tokens = [[4, 5, 7, 9, 20], [15, 29, 499], [24, 24, 24, 24, 24],
@@ -119,7 +119,7 @@ async def test_batch_embedding(client: openai.AsyncOpenAI, model_name: str):
 
     assert embeddings.id is not None
     assert len(embeddings.data) == 4
-    assert len(embeddings.data[0].embedding) == 4096
+    assert len(embeddings.data[0].embedding) == 384
     assert embeddings.usage.completion_tokens == 0
     assert embeddings.usage.prompt_tokens == 17
     assert embeddings.usage.total_tokens == 17
@@ -234,7 +234,7 @@ async def test_single_embedding_truncation(client: openai.AsyncOpenAI,
 
     assert embeddings.id is not None
     assert len(embeddings.data) == 1
-    assert len(embeddings.data[0].embedding) == 4096
+    assert len(embeddings.data[0].embedding) == 384
     assert embeddings.usage.completion_tokens == 0
     assert embeddings.usage.prompt_tokens == 10
     assert embeddings.usage.total_tokens == 10
@@ -252,7 +252,7 @@ async def test_single_embedding_truncation(client: openai.AsyncOpenAI,
 
     assert embeddings.id is not None
     assert len(embeddings.data) == 1
-    assert len(embeddings.data[0].embedding) == 4096
+    assert len(embeddings.data[0].embedding) == 384
     assert embeddings.usage.completion_tokens == 0
     assert embeddings.usage.prompt_tokens == 10
     assert embeddings.usage.total_tokens == 10