diff --git a/README.md b/README.md
index e47ef04..ecfbd07 100644
--- a/README.md
+++ b/README.md
@@ -39,7 +39,7 @@ Infer sentiment attitudes from a mass-media document(s).
 
 Using the `BERT` fine-tuned model version:
 ```bash
-python3.6 infer_bert.py --from-files ../data/texts-inosmi-rus/e1.txt \
+python3.6 -m arelight.run.infer.py --from-files ../data/texts-inosmi-rus/e1.txt \
     --labels-count 3 \
     --terms-per-context 50 \
     --tokens-per-context 128 \
@@ -49,7 +49,7 @@ python3.6 infer_bert.py --from-files ../data/texts-inosmi-rus/e1.txt \
 ```
 From `CSV` file (you need to have `text` column; sentence parser could be disabled):
 ```
-python3.6 infer_bert.py  \
+python3.6 arelight.run.infer.py  \
     --from-dataframe ../data/examples.csv \
     --entities-parser bert-ontonotes \
     --terms-per-context 50 \
@@ -66,7 +66,7 @@ python3.6 infer_bert.py  \
 
 From list of files
 ```bash
-python3.6 serialize_bert.py --from-files ../data/texts-inosmi-rus/e1.txt \
+python3.6 arelight.run.serialize.py --from-files ../data/texts-inosmi-rus/e1.txt \
     --entities-parser bert-ontonotes \
     --terms-per-context 50 \
     --sentence-parser ru \
@@ -74,7 +74,7 @@ python3.6 serialize_bert.py --from-files ../data/texts-inosmi-rus/e1.txt \
 ```
 From `CSV` file (you need to have `text` column; sentence parser could be disabled):
 ```
-python3.6 serialize_bert.py  \
+python3.6 arelight.run.serialize.py  \
     --from-dataframe ../data/examples.csv \
     --entities-parser bert-ontonotes \
     --terms-per-context 50 \
@@ -86,7 +86,7 @@ python3.6 serialize_bert.py  \
     <img src="docs/samples-bert.png">
 </p>
 
-## Papers
+## Reference 
 
 * [Nicolay Rusnachenko: Language Models Application in Sentiment Attitude Extraction Task (2021) [RUS]](https://nicolay-r.github.io/website/data/rusnachenko2021language.pdf)
 
diff --git a/examples/args/__init__.py b/arelight/run/__init__.py
similarity index 100%
rename from examples/args/__init__.py
rename to arelight/run/__init__.py
diff --git a/examples/entities/__init__.py b/arelight/run/args/__init__.py
similarity index 100%
rename from examples/entities/__init__.py
rename to arelight/run/args/__init__.py
diff --git a/examples/args/base.py b/arelight/run/args/base.py
similarity index 100%
rename from examples/args/base.py
rename to arelight/run/args/base.py
diff --git a/examples/args/common.py b/arelight/run/args/common.py
similarity index 91%
rename from examples/args/common.py
rename to arelight/run/args/common.py
index 2c379a3..0fd33e4 100644
--- a/examples/args/common.py
+++ b/arelight/run/args/common.py
@@ -1,19 +1,13 @@
 import importlib
 
-from arekit.contrib.source.rusentiframes.collection import RuSentiFramesCollection
-from arekit.contrib.source.rusentiframes.labels_fmt import RuSentiFramesLabelsFormatter, \
-    RuSentiFramesEffectLabelsFormatter
 from arekit.contrib.source.rusentiframes.types import RuSentiFramesVersionsService, RuSentiFramesVersions
 from arekit.contrib.utils.processing.lemmatization.mystem import MystemWrapper
 
-from arelight.pipelines.demo.labels.base import NegativeLabel, PositiveLabel
 from arelight.pipelines.items.entities_default import TextEntitiesParser
 from arelight.pipelines.items.entities_ner_dp import DeepPavlovNERPipelineItem
+from arelight.run.args.base import BaseArg
 from arelight.samplers.types import SampleFormattersService
 
-from examples.args.base import BaseArg
-from examples.entities.types import EntityFormattersService
-
 
 class InputTextArg(BaseArg):
 
@@ -31,28 +25,6 @@ def add_argument(parser, default):
                             help='Input text for processing')
 
 
-class FramesColectionArg(BaseArg):
-
-    @staticmethod
-    def read_argument(args):
-        if args.frames == "ruattitudes-20":
-            return RuSentiFramesCollection.read_collection(
-                version=RuSentiFramesVersions.V20,
-                labels_fmt=RuSentiFramesLabelsFormatter(
-                    pos_label_type=PositiveLabel, neg_label_type=NegativeLabel),
-                effect_labels_fmt=RuSentiFramesEffectLabelsFormatter(
-                    pos_label_type=PositiveLabel, neg_label_type=NegativeLabel))
-
-    @staticmethod
-    def add_argument(parser, default="ruattitudes-20"):
-        parser.add_argument('--frames',
-                            dest='frames',
-                            type=str,
-                            default=default,
-                            nargs='?',
-                            help='Collection for frames annotation in text (Default: {})'.format(default))
-
-
 class PredictOutputFilepathArg(BaseArg):
 
     @staticmethod
diff --git a/examples/args/const.py b/arelight/run/args/const.py
similarity index 100%
rename from examples/args/const.py
rename to arelight/run/args/const.py
diff --git a/examples/args/train.py b/arelight/run/args/train.py
similarity index 97%
rename from examples/args/train.py
rename to arelight/run/args/train.py
index b46865f..8d48539 100644
--- a/examples/args/train.py
+++ b/arelight/run/args/train.py
@@ -1,4 +1,4 @@
-from examples.args.base import BaseArg
+from arelight.run.args.base import BaseArg
 
 
 class EpochsCountArg(BaseArg):
diff --git a/arelight/run/entities/__init__.py b/arelight/run/entities/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/examples/entities/factory.py b/arelight/run/entities/factory.py
similarity index 95%
rename from examples/entities/factory.py
rename to arelight/run/entities/factory.py
index 394f0c5..d9d9614 100644
--- a/examples/entities/factory.py
+++ b/arelight/run/entities/factory.py
@@ -4,7 +4,7 @@
 from arekit.contrib.utils.entities.formatters.str_simple_sharp_prefixed_fmt import SharpPrefixedEntitiesSimpleFormatter
 from arekit.contrib.utils.entities.formatters.str_simple_uppercase_fmt import SimpleUppercasedEntityFormatter
 
-from examples.entities.types import EntityFormatterTypes
+from arelight.run.entities.types import EntityFormatterTypes
 
 
 def create_entity_formatter(fmt_type, create_russian_pos_tagger_func=None):
diff --git a/examples/entities/types.py b/arelight/run/entities/types.py
similarity index 91%
rename from examples/entities/types.py
rename to arelight/run/entities/types.py
index f6c87dc..3c3fe83 100644
--- a/examples/entities/types.py
+++ b/arelight/run/entities/types.py
@@ -1,6 +1,6 @@
 from enum import Enum
 
-from examples.utils import EnumConversionService
+from arelight.run.utils import EnumConversionService
 
 
 class EntityFormatterTypes(Enum):
diff --git a/examples/infer_bert.py b/arelight/run/infer.py
similarity index 94%
rename from examples/infer_bert.py
rename to arelight/run/infer.py
index abdf056..ab807fb 100644
--- a/examples/infer_bert.py
+++ b/arelight/run/infer.py
@@ -13,13 +13,10 @@
 from arelight.pipelines.demo.infer_bert_rus import demo_infer_texts_bert_pipeline
 from arelight.pipelines.items.backend_brat_html import BratHtmlEmbeddingPipelineItem
 from arelight.pipelines.items.utils import input_to_docs
-
-from examples.args import common
-from examples.args import train
-from examples.args import const
-from examples.entities.factory import create_entity_formatter
-from examples.entities.types import EntityFormatterTypes
-from examples.utils import create_labels_scaler, read_synonyms_collection
+from arelight.run.args import common, const, train
+from arelight.run.entities.factory import create_entity_formatter
+from arelight.run.entities.types import EntityFormatterTypes
+from arelight.run.utils import create_labels_scaler, read_synonyms_collection
 
 if __name__ == '__main__':
 
diff --git a/examples/serialize_bert.py b/arelight/run/serialize.py
similarity index 97%
rename from examples/serialize_bert.py
rename to arelight/run/serialize.py
index c13c339..d600c26 100644
--- a/examples/serialize_bert.py
+++ b/arelight/run/serialize.py
@@ -22,13 +22,10 @@
 from arelight.doc_ops import InMemoryDocOperations
 from arelight.pipelines.annot_nolabel import create_neutral_annotation_pipeline
 from arelight.pipelines.items.utils import input_to_docs
+from arelight.run.args import common
 from arelight.samplers.bert import create_bert_sample_provider
 from arelight.samplers.types import BertSampleProviderTypes
 
-from examples.args import const, common
-from examples.entities.factory import create_entity_formatter
-from examples.utils import read_synonyms_collection
-
 
 if __name__ == '__main__':
 
diff --git a/examples/train_bert.py b/arelight/run/train.py
similarity index 97%
rename from examples/train_bert.py
rename to arelight/run/train.py
index ba06c8b..73f9d9d 100644
--- a/examples/train_bert.py
+++ b/arelight/run/train.py
@@ -4,7 +4,7 @@
 from arekit.common.pipeline.base import BasePipeline
 
 from arelight.pipelines.items.train_bert import BertFinetunePipelineItem
-from examples.args import train, common, const
+from arelight.run.args import common, train, const
 
 if __name__ == '__main__':
 
diff --git a/examples/utils.py b/arelight/run/utils.py
similarity index 100%
rename from examples/utils.py
rename to arelight/run/utils.py
diff --git a/arelight/samplers/types.py b/arelight/samplers/types.py
index c34c16f..9c94260 100644
--- a/arelight/samplers/types.py
+++ b/arelight/samplers/types.py
@@ -1,6 +1,6 @@
 from enum import Enum
 
-from examples.utils import EnumConversionService
+from arelight.run.utils import EnumConversionService
 
 
 class BertSampleProviderTypes(Enum):
diff --git a/download.py b/download.py
index 310a2fb..4de5660 100644
--- a/download.py
+++ b/download.py
@@ -3,7 +3,7 @@
 
 from arekit.common import utils
 
-from examples.args import const
+from arelight.run.args import const
 
 
 def download_examples_data():
diff --git a/setup.py b/setup.py
index a80c8a2..1189807 100644
--- a/setup.py
+++ b/setup.py
@@ -14,7 +14,7 @@ def get_requirements(filenames):
 
 setup(
     name='arelight',
-    version='0.23.1',
+    version='0.23.2',
     description='About Mass-media text processing application for your '
                 'Relation Extraction task, powered by AREkit.',
     url='https://github.com/nicolay-r/ARElight',