diff --git a/README.md b/README.md
index 18d1469c..577eb3e9 100644
--- a/README.md
+++ b/README.md
@@ -73,6 +73,7 @@ Underlined "TTS*" and "Judy*" are 🐸TTS models
 - Speedy-Speech: [paper](https://arxiv.org/abs/2008.03802)
 - Align-TTS: [paper](https://arxiv.org/abs/2003.01950)
 - FastPitch: [paper](https://arxiv.org/pdf/2006.06873.pdf)
+- FastSpeech: [paper](https://arxiv.org/abs/1905.09263)
 
 ### End-to-End Models
 - VITS: [paper](https://arxiv.org/pdf/2106.06103)
diff --git a/TTS/tts/configs/speedy_speech_config.py b/TTS/tts/configs/speedy_speech_config.py
index 23a96ff1..7c9bb8e4 100644
--- a/TTS/tts/configs/speedy_speech_config.py
+++ b/TTS/tts/configs/speedy_speech_config.py
@@ -144,8 +144,8 @@ class SpeedySpeechConfig(BaseTTSConfig):
     dur_loss_alpha: float = 1.0
     spec_loss_alpha: float = 1.0
     aligner_loss_alpha: float = 1.0
-    binary_align_loss_alpha: float = 1.0
-    binary_align_loss_start_step: int = 20000
+    binary_align_loss_alpha: float = 0.3
+    binary_align_loss_start_step: int = 50000
 
     # overrides
     min_seq_len: int = 13