diff --git a/doc/SUMMARY.md b/doc/SUMMARY.md
index c2461fc..fb7a6cd 100644
--- a/doc/SUMMARY.md
+++ b/doc/SUMMARY.md
@@ -9,7 +9,7 @@
 - [Why KTransformers So Fast](en/deepseek-v2-injection.md)
 - [Injection Tutorial](en/injection_tutorial.md)
 - [Multi-GPU Tutorial](en/multi-gpu-tutorial.md)
-# Server(Temperary Deprected)
+# Server (Temporary Deprecated)
   - [Server](en/api/server/server.md)
   - [Website](en/api/server/website.md)
   - [Tabby](en/api/server/tabby.md)
diff --git a/doc/en/DeepseekR1_V3_tutorial.md b/doc/en/DeepseekR1_V3_tutorial.md
index 9d8a05f..60dc033 100644
--- a/doc/en/DeepseekR1_V3_tutorial.md
+++ b/doc/en/DeepseekR1_V3_tutorial.md
@@ -83,7 +83,7 @@ Memory: standard DDR5-4800 server DRAM (1 TB), each socket with 8×DDR5-4800
 #### Change Log
 - Longer Context (from 4K to 8K for 24GB VRAM) and Slightly Faster Speed （+15%):<br>
 Integrated the highly efficient Triton MLA Kernel from the fantastic sglang project, enable much longer context length and slightly faster prefill/decode speed
-- We suspect the impressive improvement comes from the change of hardwre platform (4090D->4090)
+- We suspect that some of the improvements come from the change of hardwre platform (4090D->4090)
 #### Benchmark Results