diff --git a/egs/multi_zh_en/ASR/zipformer/multi_dataset.py b/egs/multi_zh_en/ASR/zipformer/multi_dataset.py
index 7a357c83d..435d76ddb 100644
--- a/egs/multi_zh_en/ASR/zipformer/multi_dataset.py
+++ b/egs/multi_zh_en/ASR/zipformer/multi_dataset.py
@@ -15,13 +15,11 @@
 # limitations under the License.
 
 
-import glob
 import logging
-import re
+from functools import lru_cache
 from pathlib import Path
-from typing import Dict, List
+from typing import Dict
 
-import lhotse
 from lhotse import CutSet, load_manifest_lazy
 
 
@@ -44,14 +42,25 @@ class MultiDataset:
             self.fbank_dir / "aishell2_cuts_train.jsonl.gz"
         )
 
+        # LibriSpeech
+        train_clean_100_cuts = self.train_clean_100_cuts()
+        train_clean_360_cuts = self.train_clean_360_cuts()
+        train_other_500_cuts = self.train_other_500_cuts()
+
         return CutSet.mux(
             aishell_2_cuts,
+            train_clean_100_cuts,
+            train_clean_360_cuts,
+            train_other_500_cuts,
             weights=[
                 len(aishell_2_cuts),
+                len(train_clean_100_cuts),
+                len(train_clean_360_cuts),
+                len(train_other_500_cuts),
             ],
         )
 
-    def dev_cuts(self) -> List[CutSet]:
+    def dev_cuts(self) -> CutSet:
         logging.info("About to get multidataset dev cuts")
 
         # AISHELL-2
@@ -60,9 +69,20 @@ class MultiDataset:
             self.fbank_dir / "aishell2_cuts_dev.jsonl.gz"
         )
 
-        return [
+        # LibriSpeech
+        dev_clean_cuts = self.dev_clean_cuts()
+        dev_other_cuts = self.dev_other_cuts()
+
+        return CutSet.mux(
             aishell2_dev_cuts,
-        ]
+            dev_clean_cuts,
+            dev_other_cuts,
+            weights=[
+                len(aishell2_dev_cuts),
+                len(dev_clean_cuts),
+                len(dev_other_cuts),
+            ],
+        )
 
     def test_cuts(self) -> Dict[str, CutSet]:
         logging.info("About to get multidataset test cuts")
@@ -76,7 +96,62 @@ class MultiDataset:
             self.fbank_dir / "aishell2_cuts_dev.jsonl.gz"
         )
 
+        # LibriSpeech
+        test_clean_cuts = self.test_clean_cuts()
+        test_other_cuts = self.test_other_cuts()
+
         return {
             "aishell-2_test": aishell2_test_cuts,
             "aishell-2_dev": aishell2_dev_cuts,
+            "librispeech_test_clean": test_clean_cuts,
+            "librispeech_test_other": test_other_cuts,
         }
+
+    @lru_cache()
+    def train_clean_100_cuts(self) -> CutSet:
+        logging.info("About to get train-clean-100 cuts")
+        return load_manifest_lazy(
+            self.args.manifest_dir / "librispeech_cuts_train-clean-100.jsonl.gz"
+        )
+
+    @lru_cache()
+    def train_clean_360_cuts(self) -> CutSet:
+        logging.info("About to get train-clean-360 cuts")
+        return load_manifest_lazy(
+            self.args.manifest_dir / "librispeech_cuts_train-clean-360.jsonl.gz"
+        )
+
+    @lru_cache()
+    def train_other_500_cuts(self) -> CutSet:
+        logging.info("About to get train-other-500 cuts")
+        return load_manifest_lazy(
+            self.args.manifest_dir / "librispeech_cuts_train-other-500.jsonl.gz"
+        )
+
+    @lru_cache()
+    def dev_clean_cuts(self) -> CutSet:
+        logging.info("About to get dev-clean cuts")
+        return load_manifest_lazy(
+            self.args.manifest_dir / "librispeech_cuts_dev-clean.jsonl.gz"
+        )
+
+    @lru_cache()
+    def dev_other_cuts(self) -> CutSet:
+        logging.info("About to get dev-other cuts")
+        return load_manifest_lazy(
+            self.args.manifest_dir / "librispeech_cuts_dev-other.jsonl.gz"
+        )
+
+    @lru_cache()
+    def test_clean_cuts(self) -> CutSet:
+        logging.info("About to get test-clean cuts")
+        return load_manifest_lazy(
+            self.args.manifest_dir / "librispeech_cuts_test-clean.jsonl.gz"
+        )
+
+    @lru_cache()
+    def test_other_cuts(self) -> CutSet:
+        logging.info("About to get test-other cuts")
+        return load_manifest_lazy(
+            self.args.manifest_dir / "librispeech_cuts_test-other.jsonl.gz"
+        )