diff --git a/trinity/common/models/model.py b/trinity/common/models/model.py
index baf5ffdd8c..e63c83f4ef 100644
--- a/trinity/common/models/model.py
+++ b/trinity/common/models/model.py
@@ -99,6 +99,13 @@ def convert_messages_to_experience(self, messages: List[dict]) -> Experience:
         else:
             return ray.get(self.model.convert_messages_to_experience.remote(messages))
 
+    def tokenize_text(self, text: str) -> Tensor:
+        "Convert text to token ids tensor."
+        if self.use_async:
+            return ray.get(self.model.tokenize_text_async.remote(text))
+        else:
+            return ray.get(self.model.tokenize_text.remote(text))
+
     def get_ckp_version(self) -> int:
         return ray.get(self.model.get_ckp_version.remote())
 
diff --git a/trinity/common/models/vllm_async_model.py b/trinity/common/models/vllm_async_model.py
index ae5c4db9c1..37d956e72e 100644
--- a/trinity/common/models/vllm_async_model.py
+++ b/trinity/common/models/vllm_async_model.py
@@ -227,6 +227,24 @@ async def convert_messages_to_experience_async(self, messages: List[dict]) -> Ex
             action_mask=action_mask,
         )
 
+    async def tokenize_text_async(self, text: str) -> torch.Tensor:
+        """Convert text to token ids tensor.
+
+        Args:
+            text (str): Input text to be tokenized
+
+        Returns:
+            torch.Tensor: Token ids tensor
+        """
+        if self.tokenizer is None:
+            self.tokenizer = await self.async_llm.get_tokenizer()
+
+        # Tokenize the text
+        token_ids = self.tokenizer.encode(text)
+
+        # Convert to tensor
+        return torch.tensor(token_ids, dtype=torch.int32)
+
     def shutdown(self):
         """Shutdown the vLLM v1 engine. This kills child processes forked
         by the vLLM engine. If not called, the child processes will be
diff --git a/trinity/common/models/vllm_model.py b/trinity/common/models/vllm_model.py
index 32ab98fe8a..cc46852c75 100644
--- a/trinity/common/models/vllm_model.py
+++ b/trinity/common/models/vllm_model.py
@@ -268,6 +268,19 @@ def convert_messages_to_experience(self, messages: List[dict]) -> Experience:
             action_mask=action_mask,
         )
 
+    def tokenize_text(self, text: str) -> torch.Tensor:
+        """
+        Convert text to token ids tensor.
+
+        Args:
+            text (str)
+
+        Returns:
+            torch.Tensor: token ids tensor
+        """
+        token_ids = self.tokenizer.encode(text)
+        return torch.tensor(token_ids, dtype=torch.int32)
+
     def has_api_server(self) -> bool:
         return False