diff --git a/src/transformers/models/whisper/tokenization_whisper.py b/src/transformers/models/whisper/tokenization_whisper.py
index 82dcba4fdb7b..b23e325e75e5 100644
--- a/src/transformers/models/whisper/tokenization_whisper.py
+++ b/src/transformers/models/whisper/tokenization_whisper.py
@@ -869,6 +869,8 @@ def _convert_to_list(token_ids):
                 token_ids = token_ids.cpu().numpy()
             elif "tensorflow" in str(type(token_ids)):
                 token_ids = token_ids.numpy()
+        elif "jaxlib" in str(type(token_ids)):
+            token_ids = token_ids.tolist()
         # now the token ids are either a numpy array, or a list of lists
         if isinstance(token_ids, np.ndarray):
             token_ids = token_ids.tolist()
diff --git a/src/transformers/models/whisper/tokenization_whisper_fast.py b/src/transformers/models/whisper/tokenization_whisper_fast.py
index 5019a9ebcda4..7227235b6406 100644
--- a/src/transformers/models/whisper/tokenization_whisper_fast.py
+++ b/src/transformers/models/whisper/tokenization_whisper_fast.py
@@ -602,6 +602,8 @@ def _convert_to_list(token_ids):
                 token_ids = token_ids.cpu().numpy()
             elif "tensorflow" in str(type(token_ids)):
                 token_ids = token_ids.numpy()
+        elif "jaxlib" in str(type(token_ids)):
+            token_ids = token_ids.tolist()
         # now the token ids are either a numpy array, or a list of lists
         if isinstance(token_ids, np.ndarray):
             token_ids = token_ids.tolist()
diff --git a/tests/models/whisper/test_tokenization_whisper.py b/tests/models/whisper/test_tokenization_whisper.py
index 5c653f1984f6..27b24448d5a2 100644
--- a/tests/models/whisper/test_tokenization_whisper.py
+++ b/tests/models/whisper/test_tokenization_whisper.py
@@ -18,7 +18,7 @@
 
 from transformers.models.whisper import WhisperTokenizer, WhisperTokenizerFast
 from transformers.models.whisper.tokenization_whisper import _combine_tokens_into_words, _find_longest_common_sequence
-from transformers.testing_utils import slow
+from transformers.testing_utils import require_flax, require_tf, require_torch, slow
 
 from ...test_tokenization_common import TokenizerTesterMixin
 
@@ -574,3 +574,42 @@ def test_offset_decoding(self):
 
         output = multilingual_tokenizer.decode(INPUT_TOKENS, output_offsets=True)["offsets"]
         self.assertEqual(output, [])
+
+    def test_convert_to_list_np(self):
+        test_list = [[1, 2, 3], [4, 5, 6]]
+
+        # Test with an already converted list
+        self.assertListEqual(WhisperTokenizer._convert_to_list(test_list), test_list)
+        self.assertListEqual(WhisperTokenizerFast._convert_to_list(test_list), test_list)
+
+        # Test with a numpy array
+        np_array = np.array(test_list)
+        self.assertListEqual(WhisperTokenizer._convert_to_list(np_array), test_list)
+        self.assertListEqual(WhisperTokenizerFast._convert_to_list(np_array), test_list)
+
+    @require_tf
+    def test_convert_to_list_tf(self):
+        import tensorflow as tf
+
+        test_list = [[1, 2, 3], [4, 5, 6]]
+        tf_tensor = tf.constant(test_list)
+        self.assertListEqual(WhisperTokenizer._convert_to_list(tf_tensor), test_list)
+        self.assertListEqual(WhisperTokenizerFast._convert_to_list(tf_tensor), test_list)
+
+    @require_flax
+    def test_convert_to_list_jax(self):
+        import jax.numpy as jnp
+
+        test_list = [[1, 2, 3], [4, 5, 6]]
+        jax_array = jnp.array(test_list)
+        self.assertListEqual(WhisperTokenizer._convert_to_list(jax_array), test_list)
+        self.assertListEqual(WhisperTokenizerFast._convert_to_list(jax_array), test_list)
+
+    @require_torch
+    def test_convert_to_list_pt(self):
+        import torch
+
+        test_list = [[1, 2, 3], [4, 5, 6]]
+        torch_tensor = torch.tensor(test_list)
+        self.assertListEqual(WhisperTokenizer._convert_to_list(torch_tensor), test_list)
+        self.assertListEqual(WhisperTokenizerFast._convert_to_list(torch_tensor), test_list)