diff --git a/README.md b/README.md
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@@ -60,10 +60,10 @@ We kindly request that users of MatterSim version 1.0.0 cite our preprint availa
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 > [!IMPORTANT]
-> We kindly ask users to **explicitly** specify the exact model version and checkpoint (e.g., **MatterSim-v1.0.0-1M**) when reporting results in academic papers or technical reports, rather than referring to the model generically as **MatterSim**. Precise versioning is crucial for ensuring reproducibility. For instance, the statement "_This benchmark was conducted using MatterSim-v1.0.0-1M_" serves as a good example.
+> We ask users to **explicitly** specify the exact model version and checkpoint (e.g., **MatterSim-v1.0.0-1M**) when reporting results in academic papers or technical reports, rather than referring to the model generically as **MatterSim**. Precise versioning is crucial for ensuring reproducibility. For instance, the statement "_This study was conducted using MatterSim-v1.0.0-1M_" serves as a good example.
 
 ## Limitations
-MatterSim is designed specifically for atomistic simulations of bulk materials. Applications or interpretations beyond this scope should be approached with caution. For instance, when using the model for simulations involving surfaces, interfaces, or properties influenced by long-range interactions, the results may be qualitatively accurate but are not suitable for quantitative analysis. In such cases, we recommend fine-tuning the model to better align with the specific application.
+MatterSimV1 is designed specifically for atomistic simulations of bulk materials. Applications or interpretations beyond this scope should be approached with caution. For instance, when using the model for simulations involving surfaces, interfaces, or properties influenced by long-range interactions, the results may be qualitatively accurate but are not suitable for quantitative analysis. In such cases, we recommend fine-tuning the model to better align with the specific application.
 
 ## Trademarks