diff --git a/egs/aishell/ASR/README.md b/egs/aishell/ASR/README.md
index 37e72289f..1b3c5a2e3 100644
--- a/egs/aishell/ASR/README.md
+++ b/egs/aishell/ASR/README.md
@@ -1,4 +1,6 @@
 
+# Introduction
+
 Please refer to <https://icefall.readthedocs.io/en/latest/recipes/aishell.html>
 for how to run models in this recipe.
 
@@ -7,11 +9,11 @@ for how to run models in this recipe.
 There are various folders containing the name `transducer` in this folder.
 The following table lists the differences among them.
 
-|                        | Encoder   | Decoder            | Comment                                                                           |
-|------------------------|-----------|--------------------|-----------------------------------------------------------------------------------|
-| `transducer_stateless` | Conformer | Embedding + Conv1d | with `k2.rnnt_loss`                                                               |
-| `transducer_stateless_modified` | Conformer | Embedding + Conv1d | with modified transducer from `optimized_transducer`                     |
-| `transducer_stateless_modified-2` | Conformer | Embedding + Conv1d | with modified transducer from `optimized_transducer` + extra data      |
+|                                    | Encoder   | Decoder            | Comment                                                                           |
+|------------------------------------|-----------|--------------------|-----------------------------------------------------------------------------------|
+| `transducer_stateless`             | Conformer | Embedding + Conv1d | with `k2.rnnt_loss`                                                               |
+| `transducer_stateless_modified`    | Conformer | Embedding + Conv1d | with modified transducer from `optimized_transducer`                     |
+| `transducer_stateless_modified-2`  | Conformer | Embedding + Conv1d | with modified transducer from `optimized_transducer` + extra data      |
 
 The decoder in `transducer_stateless` is modified from the paper
 [Rnn-Transducer with Stateless Prediction Network](https://ieeexplore.ieee.org/document/9054419/).
diff --git a/egs/aishell/ASR/RESULTS.md b/egs/aishell/ASR/RESULTS.md
index f5af3f096..d8e2e5fc4 100644
--- a/egs/aishell/ASR/RESULTS.md
+++ b/egs/aishell/ASR/RESULTS.md
@@ -1,12 +1,86 @@
 ## Results
 ### Aishell training result(Transducer-stateless)
+
+#### 2022-03-01
+
+[./transducer_stateless_modified-2](./transducer_stateless_modified-2)
+
+Stateless transducer + modified transducer + using [aidatatang_200zh](http://www.openslr.org/62/) as extra training data.
+
+
+|                        | test |comment                                                         |
+|------------------------|------|----------------------------------------------------------------|
+| greedy search          | 4.94 |--epoch 89, --avg 38, --max-duration 100, --max-sym-per-frame 1 |
+| modified beam search   | 4.68 |--epoch 89, --avg 38, --max-duration 100  --beam-size 4         |
+
+The training commands are:
+
+```bash
+cd egs/aishell/ASR
+./prepare.sh --stop-stage 6
+./prepare_aidatatang_200zh.sh
+
+export CUDA_VISIBLE_DEVICES="0,1,2"
+
+./transducer_stateless_modified-2/train.py \
+  --world-size 3 \
+  --num-epochs 90 \
+  --start-epoch 0 \
+  --exp-dir transducer_stateless_modified-2/exp-2 \
+  --max-duration 250 \
+  --lr-factor 2.0 \
+  --context-size 2 \
+  --modified-transducer-prob 0.25 \
+  --datatang-prob 0.2
+```
+
+The tensorboard log is available at
+<https://tensorboard.dev/experiment/oG72ZlWaSGua6fXkcGRRjA/>
+
+The commands for decoding are
+
+```bash
+# greedy search
+for epoch in 89; do
+  for avg in 38; do
+  ./transducer_stateless_modified-2/decode.py \
+    --epoch $epoch \
+    --avg $avg \
+    --exp-dir transducer_stateless_modified-2/exp-2 \
+    --max-duration 100 \
+    --context-size 2 \
+    --decoding-method greedy_search \
+    --max-sym-per-frame 1
+  done
+done
+
+# modified beam search
+for epoch in 89; do
+  for avg in 38; do
+    ./transducer_stateless_modified-2/decode.py \
+    --epoch $epoch \
+    --avg $avg \
+    --exp-dir transducer_stateless_modified-2/exp-2 \
+    --max-duration 100 \
+    --context-size 2 \
+    --decoding-method modified_beam_search \
+    --beam-size 4
+  done
+done
+```
+
+You can find a pre-trained model and decoding logs and results at
+<https://huggingface.co/csukuangfj/icefall-aishell-transducer-stateless-modified-2-2022-03-01>
+
+
+
 #### 2022-2-19
 (Duo Ma): The tensorboard log for training is available at https://tensorboard.dev/experiment/25PmX3MxSVGTdvIdhOwllw/#scalars
 You can find a pretrained model by visiting https://huggingface.co/shuanguanma/icefall_aishell_transducer_stateless_context_size2_epoch60_2022_2_19
 |                           | test |comment                                  |
 |---------------------------|------|-----------------------------------------|
-| greedy search             | 5.4 |--epoch 59, --avg 10, --max-duration 100 |
-| beam search               | 5.05|--epoch 59, --avg 10, --max-duration 100 |
+| greedy search             | 5.4 |--epoch 59, --avg 10, --max-duration 100  |
+| beam search               | 5.05|--epoch 59, --avg 10, --max-duration 100  |
 
 You can use the following commands to reproduce our results:
 
diff --git a/egs/aishell/ASR/transducer_stateless_modified-2/decode.py b/egs/aishell/ASR/transducer_stateless_modified-2/decode.py
index 886fa2b2f..f34f8d1c6 100755
--- a/egs/aishell/ASR/transducer_stateless_modified-2/decode.py
+++ b/egs/aishell/ASR/transducer_stateless_modified-2/decode.py
@@ -95,7 +95,7 @@ def get_parser():
     parser.add_argument(
         "--exp-dir",
         type=str,
-        default="transducer_stateless_modified/exp",
+        default="transducer_stateless_modified-2/exp",
         help="The experiment dir",
     )