diff --git a/MLPerf_Compatibility_Table.adoc b/MLPerf_Compatibility_Table.adoc
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@@ -1,25 +1,30 @@
 :toc:
 :toclevels: 4
 
+N/A : Benchmark not present in a round
+
+X: Change in benchmark. Submission results can be compared across rounds when there has been no change in the benchmark
 
 == Training
 
 |===
-|Model |0.5 |0.6 |0.7 |1.0 |1.1 |2.0 |2.1 |3.0
-|ResNet-50 v1.5 |X 7+|X 
-|SSD-ResNet34 |X 4+|X 3+|N/A 
-|RetinaNet-ResNeXt50 5+|N/A 3+|X 
-|MaskRCNN |X 7+|X 
-|NCF |X 7+|N/A 
-|NMT |X 2+|X 5+|N/A 
-|Transformer |X 2+|X 5+|N/A
-|MiniGo |X |X 5+|X 1+|N/A
-|DLRM 2+|N/A 5+|X 1+|N/A
-|DLRM-dcnv2 7+|N/A |X
-|BERT 3+|N/A 5+|X 
-|RNN-T 3+|N/A |X 4+|X 
-|3D U-Net 3+|N/A 5+|X
-|GPT3 7+|N/A |X
+|Model |0.5 |0.6 |0.7 |1.0 |1.1 |2.0 |2.1 |3.0 | 3.1 | 4.0
+|ResNet-50 v1.5 |X 9+|X 
+|SSD-ResNet34 |X 4+|X 5+|N/A 
+|RetinaNet-ResNeXt50 5+|N/A 5+|X 
+|MaskRCNN |X 8+|X |N/A 
+|NCF |X 9+|N/A 
+|NMT |X 2+|X 7+|N/A 
+|Transformer |X 2+|X 7+|N/A
+|MiniGo |X |X 5+|X 3+|N/A
+|DLRM 2+|N/A 5+|X 3+|N/A
+|DLRM-dcnv2 7+|N/A 3+|X
+|BERT 3+|N/A 7+|X 
+|RNN-T 3+|N/A |X 5+|X |N/A
+|3D U-Net 3+|N/A 7+|X
+|GPT3 7+|N/A 3+|X
+|LLama70B-LoRA 9+|N/A |X
+|RGAT 9+|N/A |X
 |===
 
 Metric: Time-to-train (measured in minutes)