diff --git a/langfun/core/langfunc_test.py b/langfun/core/langfunc_test.py
index 4a3a3312..a8ac5bdf 100644
--- a/langfun/core/langfunc_test.py
+++ b/langfun/core/langfunc_test.py
@@ -97,7 +97,8 @@ def test_call(self):
         "LangFunc(template_str='Hello', clean=True, "
         'lm=ExcitedEchoer(sampling_options=LMSamplingOptions(temperature=0.0, '
         'max_tokens=1024, n=1, top_k=40, top_p=None, random_seed=None), '
-        'cache=None, timeout=120.0, max_attempts=5, debug=False), '
+        'cache=None, timeout=120.0, max_attempts=5, retry_interval=(5, 60), '
+        'exponential_backoff=True, debug=False), '
         'input_transform=None, output_transform=None)',
     )
 
diff --git a/langfun/core/language_model.py b/langfun/core/language_model.py
index 815d982a..648ee8a0 100644
--- a/langfun/core/language_model.py
+++ b/langfun/core/language_model.py
@@ -181,6 +181,27 @@ class LanguageModel(component.Component):
       ),
   ] = 5
 
+  retry_interval: Annotated[
+      int | tuple[int, int],
+      (
+          'An integer as a constant wait time in seconds before next retry, '
+          'or a tuple of two integers representing the range of wait time, '
+          'based on which the next wait time will be randmly chosen.'
+      )
+  ] = (5, 60)
+
+  exponential_backoff: Annotated[
+      bool,
+      (
+          'If True, the wait time among multiple attempts will exponentially '
+          'grow. If `retry_interval` is an integer, the wait time for the '
+          'k\'th attempt will be `retry_interval * 2 ^ (k - 1)` seconds. If '
+          '`retry_interval` is a tuple, the wait time range for the k\'th '
+          'attempt will be `(retry_interval[0] * 2 ^ (k - 1), '
+          'retry_interval[1] * 2 ^ (k - 1)`) seconds.'
+      )
+  ] = True
+
   debug: Annotated[
       bool | LMDebugMode,
       (
diff --git a/langfun/core/llms/llama_cpp.py b/langfun/core/llms/llama_cpp.py
index 276a20ec..5faed47a 100644
--- a/langfun/core/llms/llama_cpp.py
+++ b/langfun/core/llms/llama_cpp.py
@@ -71,6 +71,6 @@ def _complete_fn(cur_prompts):
         _complete_fn,
         retry_on_errors=(),
         max_attempts=self.max_attempts,
-        retry_interval=(1, 60),
-        exponential_backoff=True,
+        retry_interval=self.retry_interval,
+        exponential_backoff=self.exponential_backoff,
     )(prompts)
diff --git a/langfun/core/llms/openai.py b/langfun/core/llms/openai.py
index cfe47b02..13166fcf 100644
--- a/langfun/core/llms/openai.py
+++ b/langfun/core/llms/openai.py
@@ -169,8 +169,8 @@ def _open_ai_completion(prompts):
             openai_error.RateLimitError,
         ),
         max_attempts=self.max_attempts,
-        retry_interval=(1, 60),
-        exponential_backoff=True,
+        retry_interval=self.retry_interval,
+        exponential_backoff=self.exponential_backoff,
     )(prompts)
 
   def _chat_complete_batch(
@@ -204,8 +204,8 @@ def _open_ai_chat_completion(prompt):
             openai_error.RateLimitError,
         ),
         max_attempts=self.max_attempts,
-        retry_interval=(1, 60),
-        exponential_backoff=True,
+        retry_interval=self.retry_interval,
+        exponential_backoff=self.exponential_backoff,
     )