diff --git a/tn/english/normalizer.py b/tn/english/normalizer.py
index 4fbf6e25..62e2ecbd 100644
--- a/tn/english/normalizer.py
+++ b/tn/english/normalizer.py
@@ -27,6 +27,7 @@
 from tn.english.rules.electronic import Electronic
 from tn.english.rules.whitelist import WhiteList
 from tn.english.rules.punctuation import Punctuation
+from tn.english.rules.range import Range
 
 from pynini.lib.pynutil import add_weight, delete
 from importlib_resources import files
@@ -54,6 +55,7 @@ def build_tagger(self):
         word = add_weight(Word().tagger, 100)
         whitelist = add_weight(WhiteList().tagger, 1.00)
         punct = add_weight(Punctuation().tagger, 2.00)
+        rang = add_weight(Range().tagger, 1.01)
         # TODO(xcsong): add roman
         tagger = punct.star + \
             (cardinal | ordinal | word
@@ -61,7 +63,8 @@ def build_tagger(self):
              | time | measure | money
              | telephone | electronic
              | whitelist
-             | punct).optimize() + (punct.plus | self.DELETE_SPACE)
+             | punct
+             | rang).optimize() + (punct.plus | self.DELETE_SPACE)
         # delete the last space
         self.tagger = tagger.star @ self.build_rule(delete(' '), r='[EOS]')
 
@@ -79,6 +82,7 @@ def build_verbalizer(self):
         electronic = Electronic().verbalizer
         whitelist = WhiteList().verbalizer
         punct = Punctuation().verbalizer
+        rang = Range().verbalizer
         verbalizer = \
             (cardinal | ordinal | word
              | date | decimal
@@ -87,6 +91,7 @@ def build_verbalizer(self):
              | telephone
              | electronic
              | whitelist
-             | punct).optimize() + punct.ques + self.INSERT_SPACE
+             | punct
+             | rang).optimize() + punct.ques + self.INSERT_SPACE
         self.verbalizer = verbalizer.star @ self.build_rule(delete(' '),
                                                             r='[EOS]')
diff --git a/tn/english/rules/range.py b/tn/english/rules/range.py
new file mode 100644
index 00000000..90d5d3ea
--- /dev/null
+++ b/tn/english/rules/range.py
@@ -0,0 +1,132 @@
+# Copyright (c) 2022, NVIDIA CORPORATION.  All rights reserved.
+# Copyright (c) 2024, WENET COMMUNITY.  Xingchen Song (sxc19@tsinghua.org.cn).
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import pynini
+from pynini.lib import pynutil
+
+from tn.processor import Processor
+from tn.english.rules.cardinal import Cardinal
+from tn.english.rules.time import Time
+from tn.english.rules.date import Date
+
+
+class Range(Processor):
+
+    def __init__(self, deterministic: bool = False):
+        """
+        Args:
+            deterministic: if True will provide a single transduction option,
+                for False multiple transduction are generated (used for audio-based normalization)
+        """
+        super().__init__('range', ordertype="en_tn")
+        self.deterministic = deterministic
+        self.build_tagger()
+        self.build_verbalizer()
+
+    def build_tagger(self):
+        """
+        Finite state transducer for verbalizing range, e.g.
+            2-3 => range { value "two to three" }
+        """
+        cardinal = Cardinal(deterministic=True).graph_with_and
+        time = Time(deterministic=self.deterministic)
+        time = time.tagger @ time.verbalizer
+        date = Date(deterministic=self.deterministic)
+        date = date.tagger @ date.verbalizer
+        delete_space = pynini.closure(pynutil.delete(" "), 0, 1)
+
+        approx = pynini.cross("~", "approximately")
+
+        # TIME
+        time_graph = time + delete_space + pynini.cross(
+            "-", " to ") + delete_space + time
+        self.graph = time_graph | (approx + time)
+
+        # YEAR
+        date_year_four_digit = (self.DIGIT**4 +
+                                pynini.closure(pynini.accep("s"), 0, 1)) @ date
+        date_year_two_digit = (self.DIGIT**2 +
+                               pynini.closure(pynini.accep("s"), 0, 1)) @ date
+        year_to_year_graph = (date_year_four_digit + delete_space +
+                              pynini.cross("-", " to ") + delete_space +
+                              (date_year_four_digit | date_year_two_digit |
+                               (self.DIGIT**2 @ cardinal)))
+        mid_year_graph = pynini.accep("mid") + pynini.cross(
+            "-", " ") + (date_year_four_digit | date_year_two_digit)
+
+        self.graph |= year_to_year_graph
+        self.graph |= mid_year_graph
+
+        # ADDITION
+        range_graph = cardinal + pynini.closure(
+            pynini.cross("+", " plus ") + cardinal, 1)
+        range_graph |= cardinal + pynini.closure(
+            pynini.cross(" + ", " plus ") + cardinal, 1)
+        range_graph |= approx + cardinal
+        range_graph |= cardinal + (pynini.cross("...", " ... ")
+                                   | pynini.accep(" ... ")) + cardinal
+
+        if not self.deterministic:
+            # cardinal ----
+            cardinal_to_cardinal_graph = (
+                cardinal + delete_space +
+                pynini.cross("-", pynini.union(" to ", " minus ")) +
+                delete_space + cardinal)
+
+            range_graph |= cardinal_to_cardinal_graph | (
+                cardinal + delete_space + pynini.cross(":", " to ") +
+                delete_space + cardinal)
+
+            # MULTIPLY
+            for x in [" x ", "x"]:
+                range_graph |= cardinal + pynini.cross(
+                    x, pynini.union(" by ", " times ")) + cardinal
+
+            # 40x -> "40 times" ("40 x" cases is covered in serial)
+            for x in [" x", "x"]:
+                range_graph |= cardinal + pynini.cross(x, " times")
+
+                # 5x to 7x-> five to seven x/times
+                range_graph |= (cardinal + pynutil.delete(x) +
+                                pynini.union(" to ", "-", " - ") + cardinal +
+                                pynini.cross(x, pynini.union(" x", " times")))
+
+            for x in ["*", " * "]:
+                range_graph |= cardinal + pynini.closure(
+                    pynini.cross(x, " times ") + cardinal, 1)
+
+            # supports "No. 12" -> "Number 12"
+            range_graph |= ((pynini.cross(pynini.union("NO", "No"), "Number")
+                             | pynini.cross("no", "number")) +
+                            pynini.closure(pynini.union(". ", " "), 0, 1) +
+                            cardinal)
+
+            for x in ["/", " / "]:
+                range_graph |= cardinal + pynini.closure(
+                    pynini.cross(x, " divided by ") + cardinal, 1)
+
+            # 10% to 20% -> ten to twenty percent
+            range_graph |= (
+                cardinal + pynini.closure(  # noqa
+                    pynini.cross("%", " percent") | pynutil.delete("%"), 0, 1)
+                +  # noqa
+                pynini.union(" to ", "-", " - ") + cardinal +  # noqa
+                pynini.cross("%", " percent"))  # noqa
+
+        self.graph |= range_graph
+
+        final_graph = pynutil.insert(
+            "value: \"") + self.graph + pynutil.insert("\"")
+        self.tagger = self.add_tokens(final_graph)
diff --git a/tn/english/test/data/normalizer.txt b/tn/english/test/data/normalizer.txt
index aafff263..1cc460ca 100644
--- a/tn/english/test/data/normalizer.txt
+++ b/tn/english/test/data/normalizer.txt
@@ -1,3 +1,4 @@
 this is 12th game, number 256, 2024-05-06, 2021-03-07 31.990 billion. ¾ people like chattts, let's eat at 03:43 p.m. run 10 km, give me $12.345 please, call 123-123-5678-1 Mt Hill "HAHAHA" billion 4 March => this is twelfth game, number two hundred and fifty six, the sixth of may twenty twenty four, the seventh of march twenty twenty one thirty one point nine nine oh billion. three quarters people like chattts, let' s eat at three forty three PM run ten kilometers, give me twelve point three four five dollars please, call one two three, one two three, five six seven eight, one Mt Hill" HAHAHA" billion the fourth of march
 The National Map, accessed April 1, 2011" Site Description of Koppers Co. From the quartet's recording" Jefferson Friedman: Quartets,"" String Quartet no, Riots again broke out, Atassi resigned, and Syrian independence was deferred until after World War II. 1988 (1988) ( 1988) ( 1988). Starling, Arthur E.( 1988 ). this is 12th game, number 256, 2024-05-06, 2021-03-07 31.990 billion. 3/4 people like chattts Retrieved December 2011. Information on Album" Thepodule.com"" Biography by Amy Hanson". => The National Map, accessed the first of april , twenty eleven" Site Description of Koppers company From the quartet' s recording" Jefferson Friedman: Quartets,"" String Quartet no, Riots again broke out, Atassi resigned, and Syrian independence was deferred until after World War two nineteen eighty eight( nineteen eighty eight )( nineteen eighty eight )( nineteen eighty eight). Starling, Arthur E.( nineteen eighty eight). this is twelfth game, number two fifty six, the sixth of may twenty twenty four, the seventh of march twenty twenty one thirty one point nine nine oh billion. three quarters people like chattts Retrieved december twenty eleven. Information on Album" Thepodule dot com"" Biography by Amy Hanson".
 .345" and ".456" "9.456" or 6.7890" => point three four five" and". four hundred and fifty six" " nine point four five six" or six point seven eight nine oh"
+The museum is open Mon.-Sun. children of 3-4 years 123 The plan will help you lose 3-4 pounds the first week, and 1-2 pounds the weeks thereafter. => The museum is open Monday.- Sunday. children of three to four years one hundred and twenty three The plan will help you lose three to four pounds the first week, and one to two pounds the weeks thereafter.
diff --git a/tn/english/test/data/range.txt b/tn/english/test/data/range.txt
new file mode 100644
index 00000000..a4ce8ab8
--- /dev/null
+++ b/tn/english/test/data/range.txt
@@ -0,0 +1 @@
+2-3 => two to three
diff --git a/tn/english/test/range_test.py b/tn/english/test/range_test.py
new file mode 100644
index 00000000..df08e5f2
--- /dev/null
+++ b/tn/english/test/range_test.py
@@ -0,0 +1,28 @@
+# Copyright (c) 2024 Xingchen Song (sxc19@tsinghua.org.cn)
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import pytest
+
+from tn.english.rules.range import Range
+from tn.english.test.utils import parse_test_case
+
+
+class TestRange:
+
+    range = Range(deterministic=False)
+    range_cases = parse_test_case('data/range.txt')
+
+    @pytest.mark.parametrize("written, spoken", range_cases)
+    def test_range(self, written, spoken):
+        assert self.range.normalize(written) == spoken
diff --git a/tn/processor.py b/tn/processor.py
index 91456381..0505f372 100644
--- a/tn/processor.py
+++ b/tn/processor.py
@@ -101,7 +101,7 @@ def build_fst(self, prefix, cache_dir, overwrite_cache):
             self.verbalizer.optimize().write(verbalizer_path)
             logging.info("done")
             logging.info("fst path: {}".format(tagger_path))
-            logging.info("          {}".format(tagger_path))
+            logging.info("          {}".format(verbalizer_path))
 
     def tag(self, input):
         if len(input) == 0:
