diff --git a/.github/workflows/pr-test.yml b/.github/workflows/pr-test.yml
index 2785c3a9a..2ff8b64d1 100644
--- a/.github/workflows/pr-test.yml
+++ b/.github/workflows/pr-test.yml
@@ -114,25 +114,25 @@ jobs:
         run: |
           bash scripts/ci_install_dependency.sh
 
-      - name: Benchmark Single Latency
+      - name: Benchmark single latency
         timeout-minutes: 10
         run: |
           cd test/srt
           python3 -m unittest test_bench_latency.TestBenchLatency.test_default
 
-      - name: Benchmark Online Latency
+      - name: Benchmark online latency
         timeout-minutes: 10
         run: |
           cd test/srt
           python3 -m unittest test_bench_serving.TestBenchServing.test_online_latency_default
 
-      - name: Benchmark Offline Throughput
+      - name: Benchmark offline throughput
         timeout-minutes: 10
         run: |
           cd test/srt
           python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_default
 
-      - name: Benchmark Offline Throughput (Non-streaming, small batch size)
+      - name: Benchmark offline throughput (Non-streaming, small batch size)
         timeout-minutes: 10
         run: |
           cd test/srt
@@ -149,19 +149,19 @@ jobs:
         run: |
           bash scripts/ci_install_dependency.sh
 
-      - name: Benchmark Offline Throughput (w/o RadixAttention)
+      - name: Benchmark offline throughput (w/o RadixAttention)
         timeout-minutes: 10
         run: |
           cd test/srt
           python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_without_radix_cache
 
-      - name: Benchmark Offline Throughput (w/ Triton)
+      - name: Benchmark offline throughput (w/ Triton)
         timeout-minutes: 10
         run: |
           cd test/srt
           python3 -m unittest test_bench_serving.TestBenchServing.test_offline_throughput_with_triton_attention_backend
 
-      - name: Benchmark Offline Throughput (w/ FP8)
+      - name: Benchmark offline throughput (w/ FP8)
         timeout-minutes: 10
         run: |
           cd test/srt
@@ -178,19 +178,19 @@ jobs:
         run: |
           bash scripts/ci_install_dependency.sh
 
-      - name: Benchmark Offline Throughput (TP=2)
+      - name: Benchmark offline throughput (TP=2)
         timeout-minutes: 10
         run: |
           cd test/srt
           python3 -m unittest test_bench_serving.TestBenchServing.test_moe_offline_throughput_default
 
-      - name: Benchmark Offline Throughput (w/o RadixAttention) (TP=2)
+      - name: Benchmark offline throughput (w/o RadixAttention) (TP=2)
         timeout-minutes: 10
         run: |
           cd test/srt
           python3 -m unittest test_bench_serving.TestBenchServing.test_moe_offline_throughput_without_radix_cache
 
-      - name: Benchmark Single Latency (TP=2)
+      - name: Benchmark single latency (TP=2)
         timeout-minutes: 10
         run: |
           cd test/srt
@@ -211,7 +211,7 @@ jobs:
           cd human-eval
           pip install -e .
 
-      - name: Evaluate Accuracy
+      - name: Evaluate accuracy
         timeout-minutes: 20
         run: |
           cd test/srt
@@ -232,20 +232,20 @@ jobs:
           cd human-eval
           pip install -e .
 
-      - name: Evaluate Accuracy (TP=2)
+      - name: Evaluate accuracy (TP=2)
         timeout-minutes: 20
         run: |
           cd test/srt
           python3 test_moe_eval_accuracy_large.py
 
-      - name: Evaluate MLA Accuracy (TP=2)
+      - name: Evaluate MLA accuracy (TP=2)
         timeout-minutes: 10
         run: |
           cd test/srt
           python3 test_mla.py
           python3 test_mla_fp8.py
 
-      - name: Evaluate Data Parallelism Accuracy (DP=2)
+      - name: Evaluate data parallelism accuracy (DP=2)
         timeout-minutes: 10
         run: |
           cd test/srt
diff --git a/python/sglang/srt/managers/io_struct.py b/python/sglang/srt/managers/io_struct.py
index b6555183b..96009ffb2 100644
--- a/python/sglang/srt/managers/io_struct.py
+++ b/python/sglang/srt/managers/io_struct.py
@@ -184,7 +184,7 @@ class TokenizedGenerateReqInput:
     input_text: str
     # The input token ids
     input_ids: List[int]
-    # The image input
+    # The image inputs
     image_inputs: dict
     # The sampling parameters
     sampling_params: SamplingParams
diff --git a/python/sglang/srt/managers/schedule_batch.py b/python/sglang/srt/managers/schedule_batch.py
index 4d67ce6ff..fe75b7743 100644
--- a/python/sglang/srt/managers/schedule_batch.py
+++ b/python/sglang/srt/managers/schedule_batch.py
@@ -212,7 +212,7 @@ class Req:
         # this does not include the jump forward tokens.
         self.completion_tokens_wo_jump_forward = 0
 
-        # For vision inputs
+        # For multimodal inputs
         self.image_inputs: Optional[ImageInputs] = None
 
         # Prefix info