diff --git a/pyproject.toml b/pyproject.toml
index 821786adcade378367924fceeed4f79f20c4b08f..a4c23c482ea8fdaf5fe1a1f2089fc6050221b58d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,13 +70,13 @@ ptbench = "ptbench.scripts.cli:cli"
 
 # models
 pasa = "ptbench.configs.models.pasa"
-signs_to_tb = "ptbench.configs.models.signs_to_tb"
-logistic_regression = "ptbench.configs.models.logistic_regression"
-densenet_rs = "ptbench.configs.models_datasets.densenet_rs"
+signs-to-tb = "ptbench.configs.models.signs_to_tb"
+logistic-regression = "ptbench.configs.models.logistic_regression"
+densenet-rs = "ptbench.configs.models_datasets.densenet_rs"
 alexnet = "ptbench.configs.models.alexnet"
-alexnet_pre = "ptbench.configs.models.alexnet_pretrained"
+alexnet-pretrained = "ptbench.configs.models.alexnet_pretrained"
 densenet = "ptbench.configs.models.densenet"
-densenet_pre = "ptbench.configs.models.densenet_pretrained"
+densenet-pretrained = "ptbench.configs.models.densenet_pretrained"
 
 # montgomery dataset (and cross-validation folds)
 montgomery = "ptbench.data.montgomery.default"