diff --git a/examples/README.md b/examples/README.md
index 6735743d78c1a1f491c1eaced1a274e129715b12..8d8bbe1363ba954fb2084b82a8eb9f4a1e425078 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -2,8 +2,8 @@
 
 Distiller comes with sample applications and tutorials covering a range of model types:
 
-| Model Type | Sparsity | Post-train quant | Quant-aware training | Auto Compression (AMC) | In Directories |
-|------------|:--------:|:----------------:|:--------------------:|:----------------------:|----------------|
+| Model Type | Sparsity | Post-training quantization | Quantization-aware training | Auto Compression (AMC) | In Directories |
+|------------|:--------:|:--------------------------:|:---------------------------:|:----------------------:|----------------|
 | **Image classification** | :white_check_mark: | :white_check_mark: | :white_check_mark: | :white_check_mark: | [classifier_compression](https://github.com/NervanaSystems/distiller/tree/master/examples/classifier_compression), [auto_compression/amc](https://github.com/NervanaSystems/distiller/tree/master/examples/auto_compression/amc) |
 | **Word-level language model** | :white_check_mark: | :white_check_mark: | | |[word_language_model](https://github.com/NervanaSystems/distiller/tree/master/examples/word_language_model) |
 | **Translation (GNMT)** | | :white_check_mark: | | | [GNMT](https://github.com/NervanaSystems/distiller/tree/master/examples/GNMT) |