diff --git a/README.md b/README.md
index 8656169..0bc0c3a 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@ Official PyTorch code repository for the [DeepTime paper](https://arxiv.org/abs/
   non-stationary time-series forecasting.
 * Experiments on real world datases in the long sequence time-series forecasting setting demonstrates that DeepTime
   achieves competitive results with state-of-the-art methods and is highly efficient.
-
+  
 ## Requirements
 
 Dependencies for this project can be installed by:
diff --git a/experiments/configs/ILI/96M.gin b/experiments/configs/ILI/24M.gin
similarity index 96%
rename from experiments/configs/ILI/96M.gin
rename to experiments/configs/ILI/24M.gin
index 905acc6..80d53c5 100644
--- a/experiments/configs/ILI/96M.gin
+++ b/experiments/configs/ILI/24M.gin
@@ -33,5 +33,5 @@ ForecastDataset.cross_learn = False
 ForecastDataset.time_features = []
 ForecastDataset.normalise_time_features = True
 ForecastDataset.features = 'M'
-ForecastDataset.horizon_len = 96
+ForecastDataset.horizon_len = 24
 ForecastDataset.lookback_mult = 9
diff --git a/experiments/configs/ILI/192M.gin b/experiments/configs/ILI/36M.gin
similarity index 96%
rename from experiments/configs/ILI/192M.gin
rename to experiments/configs/ILI/36M.gin
index e197be1..46632ea 100644
--- a/experiments/configs/ILI/192M.gin
+++ b/experiments/configs/ILI/36M.gin
@@ -33,5 +33,5 @@ ForecastDataset.cross_learn = False
 ForecastDataset.time_features = []
 ForecastDataset.normalise_time_features = True
 ForecastDataset.features = 'M'
-ForecastDataset.horizon_len = 192
+ForecastDataset.horizon_len = 36
 ForecastDataset.lookback_mult = 7
diff --git a/experiments/configs/ILI/336M.gin b/experiments/configs/ILI/48M.gin
similarity index 96%
rename from experiments/configs/ILI/336M.gin
rename to experiments/configs/ILI/48M.gin
index 2082467..2a41998 100644
--- a/experiments/configs/ILI/336M.gin
+++ b/experiments/configs/ILI/48M.gin
@@ -33,5 +33,5 @@ ForecastDataset.cross_learn = False
 ForecastDataset.time_features = []
 ForecastDataset.normalise_time_features = True
 ForecastDataset.features = 'M'
-ForecastDataset.horizon_len = 336
+ForecastDataset.horizon_len = 48
 ForecastDataset.lookback_mult = 5
diff --git a/experiments/configs/ILI/720M.gin b/experiments/configs/ILI/60M.gin
similarity index 96%
rename from experiments/configs/ILI/720M.gin
rename to experiments/configs/ILI/60M.gin
index 7957542..45a06c4 100644
--- a/experiments/configs/ILI/720M.gin
+++ b/experiments/configs/ILI/60M.gin
@@ -33,5 +33,5 @@ ForecastDataset.cross_learn = False
 ForecastDataset.time_features = []
 ForecastDataset.normalise_time_features = True
 ForecastDataset.features = 'M'
-ForecastDataset.horizon_len = 720
+ForecastDataset.horizon_len = 60
 ForecastDataset.lookback_mult = 3