diff --git a/Project_Model/Libs/BPE/Classes/NanoSocratesSplitter.py b/Project_Model/Libs/BPE/Classes/NanoSocratesSplitter.py
new file mode 100644
index 0000000..ccca300
--- /dev/null
+++ b/Project_Model/Libs/BPE/Classes/NanoSocratesSplitter.py
@@ -0,0 +1,40 @@
+import re
+from typing import Generator
+from ..Enums import TokenType
+
+
+class NanoSocratesSplitter:
+
+    def __init__(
+        self,
+        special_token_regex: re.Pattern
+    ) -> None:
+        self.__special_token_regex = special_token_regex
+
+    def split_text(self, corpus: str) -> Generator[tuple[str, TokenType]]:
+
+        bpe_start = 0
+        bpe_end = len(corpus)
+
+        for bound_start, bound_end in self.__find_boundaries(corpus):
+
+            bpe_end = bound_start
+            BPE_TOKEN_TEXT = corpus[bpe_start:bpe_end]
+
+            if BPE_TOKEN_TEXT != "":
+                yield (BPE_TOKEN_TEXT, TokenType.BPE)
+
+            bpe_start = bound_end
+            SPECIAL_TOKEN_TEXT = corpus[bound_start:bound_end]
+
+            if SPECIAL_TOKEN_TEXT != "":
+                yield (SPECIAL_TOKEN_TEXT, TokenType.SPECIAL)
+
+    def __find_boundaries(self, corpus: str) -> Generator[tuple[int, int]]:
+
+        for match in self.__special_token_regex.finditer(corpus):
+            start = match.start()
+            end = match.end()
+
+            yield (start, end)
+
diff --git a/Project_Model/Tests/splitter_test.py b/Project_Model/Tests/splitter_test.py
new file mode 100644
index 0000000..eda95b6
--- /dev/null
+++ b/Project_Model/Tests/splitter_test.py
@@ -0,0 +1,131 @@
+from Project_Model.Libs.BPE.Enums import TokenType
+import Project_Model.Libs.BPE as BPE
+
+import re
+
+
+PATTERN = "<(TOKEN|SOT|SEP|EOT)>"
+SYMBOL_REGEX = re.compile(PATTERN)
+
+
+class TestSplitter:
+
+    def test_split(self):
+
+        TEXT = "<SOT>Lorem <SEP>"
+
+        SPLITTER = BPE.NanoSocratesSplitter(SYMBOL_REGEX)
+
+        EXPECTED_CHUNKS = [
+            ("<SOT>", TokenType.SPECIAL),
+            ("Lorem ", TokenType.BPE),
+            ("<SEP>", TokenType.SPECIAL),
+        ]
+
+        CHUNKS = list(SPLITTER.split_text(TEXT))
+
+        assert len(CHUNKS) == len(EXPECTED_CHUNKS)
+
+        for chunk, expected_chunk in zip(EXPECTED_CHUNKS, CHUNKS):
+            print(f"TEST:\n\tCHUNK:\t\t{chunk}\n\tEXPECTED:\t\t{expected_chunk}")
+            RECEIVED_TOKEN_STRING, RECEIVED_TOKEN_TYPE = chunk
+            EXPECTED_TOKEN_STRING, EXPECTED_TOKEN_TYPE = expected_chunk
+
+            assert RECEIVED_TOKEN_STRING == EXPECTED_TOKEN_STRING
+            assert RECEIVED_TOKEN_TYPE == EXPECTED_TOKEN_TYPE
+
+    def test_split_trailing_text(self):
+
+        TEXT = "ipsu<SEP>m d<SEP>olor"
+
+        SPLITTER = BPE.NanoSocratesSplitter(SYMBOL_REGEX)
+
+        EXPECTED_CHUNKS = [
+            ("ipsu", TokenType.BPE),
+            ("<SEP>", TokenType.SPECIAL),
+            ("m d", TokenType.BPE),
+            ("<SEP>", TokenType.SPECIAL),
+        ]
+
+        CHUNKS = list(SPLITTER.split_text(TEXT))
+
+        assert len(CHUNKS) == len(EXPECTED_CHUNKS)
+
+        for chunk, expected_chunk in zip(EXPECTED_CHUNKS, CHUNKS):
+            print(f"TEST:\n\tCHUNK:\t\t{chunk}\n\tEXPECTED:\t\t{expected_chunk}")
+            RECEIVED_TOKEN_STRING, RECEIVED_TOKEN_TYPE = chunk
+            EXPECTED_TOKEN_STRING, EXPECTED_TOKEN_TYPE = expected_chunk
+
+            assert RECEIVED_TOKEN_STRING == EXPECTED_TOKEN_STRING
+            assert RECEIVED_TOKEN_TYPE == EXPECTED_TOKEN_TYPE
+
+    def test_split_multi_token(self):
+
+        TEXT = "ipsu<SEP>m d<SEP><SEP><SEP>dsg<SEP>olor"
+
+        SPLITTER = BPE.NanoSocratesSplitter(SYMBOL_REGEX)
+
+        EXPECTED_CHUNKS = [
+            ("ipsu", TokenType.BPE),
+            ("<SEP>", TokenType.SPECIAL),
+            ("m d", TokenType.BPE),
+            ("<SEP>", TokenType.SPECIAL),
+            ("<SEP>", TokenType.SPECIAL),
+            ("<SEP>", TokenType.SPECIAL),
+            ("dsg", TokenType.BPE),
+            ("<SEP>", TokenType.SPECIAL),
+        ]
+
+        CHUNKS = list(SPLITTER.split_text(TEXT))
+
+        assert len(CHUNKS) == len(EXPECTED_CHUNKS)
+
+        for chunk, expected_chunk in zip(EXPECTED_CHUNKS, CHUNKS):
+            print(f"TEST:\n\tCHUNK:\t\t{chunk}\n\tEXPECTED:\t\t{expected_chunk}")
+            RECEIVED_TOKEN_STRING, RECEIVED_TOKEN_TYPE = chunk
+            EXPECTED_TOKEN_STRING, EXPECTED_TOKEN_TYPE = expected_chunk
+
+            assert RECEIVED_TOKEN_STRING == EXPECTED_TOKEN_STRING
+            assert RECEIVED_TOKEN_TYPE == EXPECTED_TOKEN_TYPE
+
+    def test_split_malformed_1(self):
+
+        TEXT = "<SEP>lerisque"
+
+        SPLITTER = BPE.NanoSocratesSplitter(SYMBOL_REGEX)
+
+        EXPECTED_CHUNKS = [
+            ("<SEP>", TokenType.SPECIAL),
+        ]
+
+        CHUNKS = list(SPLITTER.split_text(TEXT))
+
+        assert len(CHUNKS) == len(EXPECTED_CHUNKS)
+
+        for chunk, expected_chunk in zip(EXPECTED_CHUNKS, CHUNKS):
+            print(f"TEST:\n\tCHUNK:\t\t{chunk}\n\tEXPECTED:\t\t{expected_chunk}")
+            RECEIVED_TOKEN_STRING, RECEIVED_TOKEN_TYPE = chunk
+            EXPECTED_TOKEN_STRING, EXPECTED_TOKEN_TYPE = expected_chunk
+
+            assert RECEIVED_TOKEN_STRING == EXPECTED_TOKEN_STRING
+            assert RECEIVED_TOKEN_TYPE == EXPECTED_TOKEN_TYPE
+
+    def test_split_malformed_2(self):
+
+        TEXT = "lerisque"
+
+        SPLITTER = BPE.NanoSocratesSplitter(SYMBOL_REGEX)
+
+        EXPECTED_CHUNKS = []
+
+        CHUNKS = list(SPLITTER.split_text(TEXT))
+
+        assert len(CHUNKS) == len(EXPECTED_CHUNKS)
+
+        for chunk, expected_chunk in zip(EXPECTED_CHUNKS, CHUNKS):
+            print(f"TEST:\n\tCHUNK:\t\t{chunk}\n\tEXPECTED:\t\t{expected_chunk}")
+            RECEIVED_TOKEN_STRING, RECEIVED_TOKEN_TYPE = chunk
+            EXPECTED_TOKEN_STRING, EXPECTED_TOKEN_TYPE = expected_chunk
+
+            assert RECEIVED_TOKEN_STRING == EXPECTED_TOKEN_STRING
+            assert RECEIVED_TOKEN_TYPE == EXPECTED_TOKEN_TYPE