diff --git a/README.md b/README.md
index ba0a6f4..9c4282e 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,8 @@ following paper.
 
 **FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness**  
 Tri Dao, Daniel Y. Fu, Stefano Ermon, Atri Rudra, Christopher Ré  
-Paper: https://arxiv.org/abs/2205.14135
+Paper: https://arxiv.org/abs/2205.14135  
+IEEE Spectrum [article](https://spectrum.ieee.org/mlperf-rankings-2022) about our submission to the MLPerf 2.0 benchmark using FlashAttention.
 ![FlashAttention](assets/flashattn_banner.jpg)
 
 ## Alpha release (0.1).