diff --git a/.allennlp_plugins b/.allennlp_plugins
index 19dbb52..057be1e 100644
--- a/.allennlp_plugins
+++ b/.allennlp_plugins
@@ -1 +1 @@
-srl_transformers
\ No newline at end of file
+transformer_srl
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 14f72fc..0a74821 100644
--- a/setup.py
+++ b/setup.py
@@ -5,7 +5,7 @@
 
 setuptools.setup(
     name="transformer_srl",  # Replace with your own username
-    version="1.0",
+    version="1.1",
     author="Riccardo Orlando",
     author_email="orlandoricc@gmail.com",
     description="SRL Transformer model",
diff --git a/training_config/bert_base.jsonnet b/training_config/bert_base.jsonnet
index 5f70275..3aa9479 100644
--- a/training_config/bert_base.jsonnet
+++ b/training_config/bert_base.jsonnet
@@ -1,6 +1,6 @@
 {
     "dataset_reader": {
-      "type": "srl_transformers",
+      "type": "transformer_srl",
       "bert_model_name": "bert-base-cased",
     },
 
@@ -15,7 +15,7 @@
     "validation_data_path": std.extVar("SRL_VALIDATION_DATA_PATH"),
 
     "model": {
-        "type": "srl_transformers",
+        "type": "transformer_srl",
         "embedding_dropout": 0.1,
         "bert_model": "bert-base-cased",
     },
diff --git a/training_config/bert_base_ml.jsonnet b/training_config/bert_base_ml.jsonnet
index f2427f7..0dc1792 100644
--- a/training_config/bert_base_ml.jsonnet
+++ b/training_config/bert_base_ml.jsonnet
@@ -1,6 +1,6 @@
 {
     "dataset_reader": {
-      "type": "srl_transformers",
+      "type": "transformer_srl",
       "bert_model_name": "bert-base-multilingual-cased",
     },
 
@@ -15,7 +15,7 @@
     "validation_data_path": std.extVar("SRL_VALIDATION_DATA_PATH"),
 
     "model": {
-        "type": "srl_transformers",
+        "type": "transformer_srl",
         "embedding_dropout": 0.1,
         "bert_model": "bert-base-multilingual-cased",
     },
diff --git a/training_config/bert_large.jsonnet b/training_config/bert_large.jsonnet
index b49a13c..abb5006 100644
--- a/training_config/bert_large.jsonnet
+++ b/training_config/bert_large.jsonnet
@@ -1,6 +1,6 @@
 {
     "dataset_reader": {
-      "type": "srl_transformers",
+      "type": "transformer_srl",
       "bert_model_name": "bert-large-cased",
     },
 
@@ -15,7 +15,7 @@
     "validation_data_path": std.extVar("SRL_VALIDATION_DATA_PATH"),
 
     "model": {
-        "type": "srl_transformers",
+        "type": "transformer_srl",
         "embedding_dropout": 0.1,
         "bert_model": "bert-large-cased",
     },
diff --git a/training_config/bert_tiny.jsonnet b/training_config/bert_tiny.jsonnet
index 8724511..1e6c5f9 100644
--- a/training_config/bert_tiny.jsonnet
+++ b/training_config/bert_tiny.jsonnet
@@ -1,6 +1,6 @@
 {
     "dataset_reader": {
-      "type": "srl_transformers",
+      "type": "transformer_srl",
       "bert_model_name": "mrm8488/bert-tiny-finetuned-squadv2",
 
     },
@@ -16,7 +16,7 @@
     "validation_data_path": std.extVar("SRL_VALIDATION_DATA_PATH"),
 
     "model": {
-        "type": "srl_transformers",
+        "type": "transformer_srl",
         "embedding_dropout": 0.1,
         "bert_model": "mrm8488/bert-tiny-finetuned-squadv2",
     },
diff --git a/training_config/xlmr_base.jsonnet b/training_config/xlmr_base.jsonnet
index f070ca5..58f36ee 100644
--- a/training_config/xlmr_base.jsonnet
+++ b/training_config/xlmr_base.jsonnet
@@ -1,6 +1,6 @@
 {
     "dataset_reader": {
-      "type": "srl_transformers",
+      "type": "transformer_srl",
       "bert_model_name": "xlm-roberta-base",
     },
 
@@ -15,7 +15,7 @@
     "validation_data_path": std.extVar("SRL_VALIDATION_DATA_PATH"),
 
     "model": {
-        "type": "srl_transformers",
+        "type": "transformer_srl",
         "embedding_dropout": 0.1,
         "bert_model": "xlm-roberta-base",
     },
diff --git a/transformer_srl/dataset_readers.py b/transformer_srl/dataset_readers.py
index 1fb3677..7b9a8dd 100644
--- a/transformer_srl/dataset_readers.py
+++ b/transformer_srl/dataset_readers.py
@@ -126,7 +126,7 @@ def _convert_frames_indices_to_wordpiece_indices(
         return ["O"] + new_frame_labels + ["O"]
 
 
-@DatasetReader.register("srl_transformers")
+@DatasetReader.register("transformer_srl")
 class SrlTransformersReader(SrlReader):
     """
     This DatasetReader is designed to read in the English OntoNotes v5.0 data
diff --git a/transformer_srl/models.py b/transformer_srl/models.py
index 944519d..686a4a9 100644
--- a/transformer_srl/models.py
+++ b/transformer_srl/models.py
@@ -27,7 +27,7 @@
 FRAME_ROLE_PATH = pathlib.Path(__file__).resolve().parent / "resources" / "frame2role.csv"
 
 
-@Model.register("srl_transformers")
+@Model.register("transformer_srl")
 class SrlTransformers(SrlBert):
     """
 
@@ -309,4 +309,4 @@ def _get_label_tokens(self, namespace: str = "labels"):
     def _get_label_ids(self, namespace: str = "labels"):
         return self.vocab.get_index_to_token_vocabulary(namespace).keys()
 
-    default_predictor = "srl_transformers"
+    default_predictor = "transformer_srl"
diff --git a/transformer_srl/predictors.py b/transformer_srl/predictors.py
index a35c44a..aae2323 100644
--- a/transformer_srl/predictors.py
+++ b/transformer_srl/predictors.py
@@ -13,7 +13,7 @@
 from spacy.tokens import Doc
 
 
-@Predictor.register("srl_transformers")
+@Predictor.register("transformer_srl")
 class SrlTransformersPredictor(SemanticRoleLabelerPredictor):
     def __init__(
         self, model: Model, dataset_reader: DatasetReader, language: str = "en_core_web_sm",