Update README.md

nvpstr · web-flow · commit b03375bd6c2c · 2020-03-12T19:09:18.000+01:00
diff --git a/PyTorch/Translation/Transformer/README.md b/PyTorch/Translation/Transformer/README.md
@@ -29,8 +29,6 @@ This repository provides a script and recipe to train the Transformer model to a
         * [Inference performance benchmark](#inference-performance-benchmark)
     * [Results](#results)
         * [Training accuracy results](#training-accuracy-results)
-            * [NVIDIA DGX-1 (8x V100 16G)](#nvidia-dgx-1-(8x-v100-16G))
-            * [Training stability test](#training-stability-test)
         * [Training performance results](#training-performance-results)
             * [NVIDIA DGX-1 (8x V100 16G)](#nvidia-dgx-1-8x-v100-16g)
             * [NVIDIA DGX-2 (16x V100 32G)](#nvidia-dgx-2-16x-v100-32g))
@@ -356,6 +354,8 @@ Running this code with the provided hyperparameters will allow you to achieve th
 
 In some cases we can train further with the same setup to achieve slightly better results. 
 
+#### Training performance results
+
 ##### NVIDIA DGX-1 (8x V100 16G)
 
 Our results were obtained by running the `run_training.sh` and `run_training_fp32.sh` training scripts in the PyTorch NGC container on NVIDIA DGX-1 with (8x V100 16G) GPUs. Performance numbers (in tokens per second) were averaged over an entire training epoch.
