diff --git a/examples/aishell/s0/README.md b/examples/aishell/s0/README.md
index ae3fb401..c2588845 100644
--- a/examples/aishell/s0/README.md
+++ b/examples/aishell/s0/README.md
@@ -2,10 +2,10 @@
 
 ## Deepspeech2
 
-| Model | release | Config | Test set | Loss | CER |  
-| --- | --- | --- | --- | --- | --- |  
-| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug + new datapipe | test | 6.396368026733398 | 0.068382 |  
-| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug | test | 7.483316898345947 | 0.077860 |  
-| DeepSpeech2 58.4M | 2.1.0 | conf/deepspeech2.yaml | test | 7.299022197723389 | 0.078671 |
-| DeepSpeech2 58.4M | 2.0.0 | conf/deepspeech2.yaml | test | - | 0.078977 |  
-| DeepSpeech2 58.4M | 1.8.5 | - | test | - | 0.080447 |  
+| Model | Params | Release | Config | Test set | Loss | CER |  
+| --- | --- | --- | --- | --- | --- | --- |  
+| DeepSpeech2 | 58.4M | 2.2.0 | conf/deepspeech2.yaml + spec aug + new datapipe | test | 6.396368026733398 | 0.068382 |  
+| DeepSpeech2 | 58.4M | 2.1.0 | conf/deepspeech2.yaml + spec aug | test | 7.483316898345947 | 0.077860 |  
+| DeepSpeech2 | 58.4M | 2.1.0 | conf/deepspeech2.yaml | test | 7.299022197723389 | 0.078671 |
+| DeepSpeech2 | 58.4M | 2.0.0 | conf/deepspeech2.yaml | test | - | 0.078977 |  
+| DeepSpeech2 | 58.4M | 1.8.5 | - | test | - | 0.080447 |  
diff --git a/examples/aishell/s1/README.md b/examples/aishell/s1/README.md
index 601b0a8d..72a03b61 100644
--- a/examples/aishell/s1/README.md
+++ b/examples/aishell/s1/README.md
@@ -2,21 +2,21 @@
 
 ## Conformer
 
-| Model | Config | Augmentation| Test set | Decode method | Loss | WER |  
-| --- | --- | --- | --- | --- | --- | --- |  
-| conformer | conf/conformer.yaml | spec_aug + shift | test | attention | - | 0.059858 |  
-| conformer | conf/conformer.yaml | spec_aug + shift | test | ctc_greedy_search | - | 0.062311 |  
-| conformer | conf/conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | - | 0.062196 |  
-| conformer | conf/conformer.yaml | spec_aug + shift | test | attention_rescoring | - | 0.054694 |  
+| Model | Params | Config | Augmentation| Test set | Decode method | Loss | WER |  
+| --- | --- |  --- | --- | --- | --- | --- | --- |  
+| conformer | 47.06M | conf/conformer.yaml | spec_aug + shift | test | attention | - | 0.059858 |  
+| conformer | 47.06M | conf/conformer.yaml | spec_aug + shift | test | ctc_greedy_search | - | 0.062311 |  
+| conformer | 47.06M | conf/conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | - | 0.062196 |  
+| conformer | 47.06M | conf/conformer.yaml | spec_aug + shift | test | attention_rescoring | - | 0.054694 |  
 
 ## Chunk Conformer
 
-| Model | Config | Augmentation| Test set | Decode method | Chunk | Loss | WER |  
-| --- | --- | --- | --- | --- | --- | --- | --- |  
-| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | attention | 16 | - | 0.061939 |  
-| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_greedy_search | 16 | - | 0.070806 |  
-| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | 16 | - | 0.070739 |  
-| conformer | conf/chunk_conformer.yaml | spec_aug + shift | test | attention_rescoring | 16 |  - | 0.059400 |  
+| Model | Params | Config | Augmentation| Test set | Decode method | Chunk | Loss | WER |  
+| --- | --- | --- | --- | --- | --- | --- | --- | --- |  
+| conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | attention | 16 | - | 0.061939 |  
+| conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_greedy_search | 16 | - | 0.070806 |  
+| conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | ctc_prefix_beam_search | 16 | - | 0.070739 |  
+| conformer | 47.06M | conf/chunk_conformer.yaml | spec_aug + shift | test | attention_rescoring | 16 |  - | 0.059400 |  
 
 
 ## Transformer