diff --git a/docs/source/user_guide/support_matrix/supported_features.md b/docs/source/user_guide/support_matrix/supported_features.md
index 852843ff..6210313c 100644
--- a/docs/source/user_guide/support_matrix/supported_features.md
+++ b/docs/source/user_guide/support_matrix/supported_features.md
@@ -10,11 +10,11 @@ You can check the [support status of vLLM V1 Engine][v1_user_guide]. Below is th
 |-------------------------------|----------------|------------------------------------------------------------------------|
 | Chunked Prefill               | 🟢 Functional  | Functional, see detailed note: [Chunked Prefill][cp]                     |
 | Automatic Prefix Caching      | 🟢 Functional  | Functional, see detailed note: [vllm-ascend#732][apc]                    |
-| LoRA                          | 🟢 Functional  | [vllm-ascend#396][multilora], [vllm-ascend#893][v1 multilora]          |
+| LoRA                          | 🟢 Functional  | Functional, see detailed note: [LoRA][LoRA]                    |
 | Speculative decoding          | 🟢 Functional  | Basic support                                                          |
 | Pooling                       | 🟢 Functional  | CI needed to adapt to more models; V1 support relies on vLLM support.   |
 | Enc-dec                       | 🟡 Planned     | vLLM should support this feature first.                                |
-| Multi Modality                | 🟢 Functional  | [Tutorial][multimodal], optimizing and adapting more models            |
+| Multi Modality                | 🟢 Functional  | [Multi Modality][multimodal], optimizing and adapting more models            |
 | LogProbs                      | 🟢 Functional  | CI needed                                                              |
 | Prompt logProbs               | 🟢 Functional  | CI needed                                                              |
 | Async output                  | 🟢 Functional  | CI needed                                                              |
@@ -26,9 +26,9 @@ You can check the [support status of vLLM V1 Engine][v1_user_guide]. Below is th
 | Data Parallel                 | 🟢 Functional  | Data Parallel support for Qwen3 MoE.                                   |
 | Prefill Decode Disaggregation | 🟢 Functional  | Functional, xPyD is supported.                                         |
 | Quantization                  | 🟢 Functional  | W8A8 available; working on more quantization method support (W4A8, etc) |
-| Graph Mode                    | 🔵 Experimental| Experimental, see detailed note: [vllm-ascend#767][graph_mode]           |
-| Sleep Mode                    | 🟢 Functional  |                                                                        |
-| Context Parallel              | 🔵 Experimental|                                                                        |
+| Graph Mode                    | 🟢 Functional  | Functional, see detailed note: [Graph Mode][graph_mode]                 |
+| Sleep Mode                    | 🟢 Functional  | Functional, see detailed note: [Sleep Mode][sleep_mode]                 |
+| Context Parallel              | 🟢 Functional  | Functional, see detailed note: [Context Parallel][context_parallel]     |
 
 - 🟢 Functional: Fully operational, with ongoing optimizations.
 - 🔵 Experimental: Experimental support, interfaces and functions may change.
@@ -37,12 +37,12 @@ You can check the [support status of vLLM V1 Engine][v1_user_guide]. Below is th
 - 🔴 NO plan/Deprecated: No plan or deprecated by vLLM.
 
 [v1_user_guide]: https://docs.vllm.ai/en/latest/getting_started/v1_user_guide.html
-[multimodal]: https://docs.vllm.ai/projects/ascend/en/latest/tutorials/single_npu_multimodal.html
+[multimodal]: https://docs.vllm.ai/projects/ascend/en/latest/tutorials/Qwen-VL-Dense.html
 [guided_decoding]: https://github.com/vllm-project/vllm-ascend/issues/177
-[multilora]: https://github.com/vllm-project/vllm-ascend/issues/396
-[v1 multilora]: https://github.com/vllm-project/vllm-ascend/pull/893
-[graph_mode]: https://github.com/vllm-project/vllm-ascend/issues/767
+[LoRA]: https://docs.vllm.ai/projects/ascend/en/latest/user_guide/feature_guide/lora.html
+[graph_mode]: https://docs.vllm.ai/projects/ascend/en/latest/user_guide/feature_guide/graph_mode.html
 [apc]: https://github.com/vllm-project/vllm-ascend/issues/732
 [cp]: https://docs.vllm.ai/en/stable/performance/optimization.html#chunked-prefill
 [1P1D]: https://github.com/vllm-project/vllm-ascend/pull/950
-[ray]: https://github.com/vllm-project/vllm-ascend/issues/1751
+[context_parallel]: https://docs.vllm.ai/projects/ascend/en/latest/user_guide/feature_guide/context_parallel.html
+[sleep_mode]: https://docs.vllm.ai/projects/ascend/en/latest/user_guide/feature_guide/sleep_mode.html