From 250620694cece2821b37cc9ef7b1d5a74ce3c7f3 Mon Sep 17 00:00:00 2001
From: Dongji Gao <dgao5@jhu.edu>
Date: Mon, 18 Sep 2023 23:26:59 -0400
Subject: [PATCH 1/3] Update README.md

---
 egs/librispeech/WSASR/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/egs/librispeech/WSASR/README.md b/egs/librispeech/WSASR/README.md
index ea0eaa6d3..471243464 100644
--- a/egs/librispeech/WSASR/README.md
+++ b/egs/librispeech/WSASR/README.md
@@ -124,7 +124,7 @@ The bypass arc deals with substitution and insertion errors, while the self-loop
 ### Decoding
 ```
 export CUDA_VISIBLE_DEVICES="0"
-python conformer_ctc2/decode.py \
+./conformer_ctc2/decode.py \
   --exp-dir "${exp_dir}" \
   --lang-dir "${otc_lang_dir}" \
   --lm-dir "${lm_dir}" \

From 74a4005f9fd39668a6c1617388f6f187e4835dee Mon Sep 17 00:00:00 2001
From: Dongji Gao <dgao5@jhu.edu>
Date: Tue, 19 Sep 2023 10:36:44 -0400
Subject: [PATCH 2/3] Add BTC paper link

---
 egs/librispeech/WSASR/README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/egs/librispeech/WSASR/README.md b/egs/librispeech/WSASR/README.md
index 471243464..adcf201c3 100644
--- a/egs/librispeech/WSASR/README.md
+++ b/egs/librispeech/WSASR/README.md
@@ -1,7 +1,7 @@
 # Introduction
 
 This is a weakly supervised ASR recipe for the LibriSpeech (clean 100 hours) dataset. We train a
-conformer model using Bypass Temporal Classification (BTC)/Omni-temporal Classification (OTC) with transcripts with synthetic errors. In this README, we will describe
+conformer model using [Bypass Temporal Classification](https://arxiv.org/pdf/2306.01031.pdf) (BTC)/Omni-temporal Classification (OTC) with transcripts with synthetic errors. In this README, we will describe
 the task and the BTC/OTC training process.
 
 Note that OTC is an extension of BTC and supports all BTC functions. Therefore, in the following, we only describe OTC.
@@ -130,6 +130,8 @@ export CUDA_VISIBLE_DEVICES="0"
   --lm-dir "${lm_dir}" \
   --otc-token "${otc_token}"
 ```
+### Results (ctc-greedy-search)
+
 
 ## Citations
 ```

From c83e278d8bc3e7004f0b900e242173611e0a8282 Mon Sep 17 00:00:00 2001
From: Dongji Gao <dgao5@jhu.edu>
Date: Tue, 19 Sep 2023 14:18:13 -0400
Subject: [PATCH 3/3] Update README.md with results

---
 egs/librispeech/WSASR/README.md | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/egs/librispeech/WSASR/README.md b/egs/librispeech/WSASR/README.md
index adcf201c3..888105b3c 100644
--- a/egs/librispeech/WSASR/README.md
+++ b/egs/librispeech/WSASR/README.md
@@ -130,7 +130,18 @@ export CUDA_VISIBLE_DEVICES="0"
   --lm-dir "${lm_dir}" \
   --otc-token "${otc_token}"
 ```
+
 ### Results (ctc-greedy-search)
+| Traning Criterion | test-clean | test-other |
+|------------|:-------:|:----:|
+| CTC |100.0|100.0 |
+| OTC | 11.89 | 25.46 |
+
+### Results (1best, blank_bias=-4)
+| Traning Criterion | test-clean | test-other |
+|------------|:-------:|:----:|
+| CTC |98.40|98.68 |
+| OTC | 6.59 | 15.98 |
 
 
 ## Citations