diff --git a/tests/e2e/singlecard/test_aclgraph.py b/tests/e2e/singlecard/test_aclgraph.py
index 86ce4795..17d1f4a4 100644
--- a/tests/e2e/singlecard/test_aclgraph.py
+++ b/tests/e2e/singlecard/test_aclgraph.py
@@ -21,8 +21,6 @@ Run `pytest tests/compile/test_aclgraph.py`.
 """
 
 import os
-import random
-import string
 
 import pytest
 from vllm import SamplingParams
@@ -101,7 +99,7 @@ def test_models_with_aclgraph(
 
 
 @pytest.mark.parametrize("model", MODELS)
-@pytest.mark.parametrize("max_tokens", [5])
+@pytest.mark.parametrize("max_tokens", [32])
 def test_models_with_aclgraph_full_decode_only(
     model: str,
     max_tokens: int,
@@ -110,7 +108,6 @@ def test_models_with_aclgraph_full_decode_only(
         del os.environ['HCCL_OP_EXPANSION_MODE']
     # NOTE: Randomly fill the prompt with the requested amount for
     # the specified capture shape to prevent accuracy issues caused by padding
-    random_number = random.choice(list(range(6, 47, 8)))
     prompts = [
         ('Solve the following math problem step by step.'
          'The last line of your response should be of the form Answer: '
@@ -136,12 +133,20 @@ def test_models_with_aclgraph_full_decode_only(
          'and $x^2 + bx + c = 0$ have a common real root, and the equations $x^2 + x + a = 0$'
          'and $x^2 + cx + b = 0$ also have a common real root.'
          'Compute the sum $a + b + c$.')
-    ] + [
-        ''.join(random.choices(string.ascii_lowercase, k=random.randint(
-            1, 25))) for _ in range(random_number)
+    ]
+    vllm_aclgraph_qwen_answers = [
+        ' \n\nTo solve this problem, we need to use the Law of Sines and Law of Cosines. Let me start by drawing triangle $ABC$ with the',
+        " \n\nTo solve this problem, we can use the fact that the expected value of the area of a triangle formed by two random points on a square's perimeter is",
+        'i$.\n\nLet $a, b, c$ be distinct numbers such that the equations $x^2 + ax + 1 = 0$ and'
     ]
 
-    sampling_params = SamplingParams(max_tokens=5,
+    vllm_aclgraph_ds_answers = [
+        '\n\nSelect an assignment template',
+        '\n\nSelect an assignment template',
+        '\n\nSelect an assignment template'
+    ]
+
+    sampling_params = SamplingParams(max_tokens=max_tokens,
                                      n=1,
                                      temperature=0.0,
                                      top_p=1.0,
@@ -157,14 +162,6 @@ def test_models_with_aclgraph_full_decode_only(
             vllm_aclgraph_outputs = runner.model.generate(
                 prompts, sampling_params)
 
-        with VllmRunner(
-                model,
-                max_model_len=1024,
-                enforce_eager=True,
-                quantization="ascend",
-        ) as runner:
-            vllm_eager_outputs = runner.model.generate(prompts,
-                                                       sampling_params)
     else:
         with VllmRunner(
                 model,
@@ -178,25 +175,16 @@ def test_models_with_aclgraph_full_decode_only(
             vllm_aclgraph_outputs = runner.model.generate(
                 prompts, sampling_params)
 
-        with VllmRunner(
-                model,
-                max_model_len=1024,
-                compilation_config={
-                    "cudagraph_capture_sizes": [4, 8, 32, 64],
-                },
-        ) as runner:
-            vllm_eager_outputs = runner.model.generate(prompts,
-                                                       sampling_params)
-
     vllm_aclgraph_outputs_list = []
     for output in vllm_aclgraph_outputs:
         vllm_aclgraph_outputs_list.append(
-            (output.outputs[0].index, output.outputs[0].text))
-
+            ([output.outputs[0].index], output.outputs[0].text))
     vllm_eager_outputs_list = []
-    for output in vllm_eager_outputs:
-        vllm_eager_outputs_list.append(
-            (output.outputs[0].index, output.outputs[0].text))
+    vllm_eager_outputs_list = ([
+        ([0], answer) for answer in vllm_aclgraph_ds_answers
+    ] if model == "vllm-ascend/DeepSeek-V2-Lite-W8A8" else [
+        ([0], answer) for answer in vllm_aclgraph_qwen_answers
+    ])
 
     check_outputs_equal(
         outputs_0_lst=vllm_eager_outputs_list,