diff --git a/outlines/generate/api.py b/outlines/generate/api.py
index ad01377c0..4919f2090 100644
--- a/outlines/generate/api.py
+++ b/outlines/generate/api.py
@@ -1,4 +1,5 @@
 import datetime
+from copy import copy
 from dataclasses import dataclass
 from typing import TYPE_CHECKING, Any, Iterator, List, Optional, Union
 
@@ -503,7 +504,7 @@ def __call__(
         completions = self.model.generate(
             prompts,
             generation_params,
-            self.logits_processor,
+            copy(self.logits_processor),
             self.sampling_params,
             **model_specific_params,
         )
@@ -525,7 +526,7 @@ def stream(
         return self.model.stream(
             prompts,
             generation_params,
-            self.logits_processor,
+            copy(self.logits_processor),
             self.sampling_params,
             **model_specific_params,
         )
@@ -556,7 +557,7 @@ def __call__(  # type: ignore
             prompts,
             media,
             generation_params,
-            self.logits_processor,
+            copy(self.logits_processor),
             self.sampling_params,
             **model_specific_params,
         )
@@ -581,7 +582,7 @@ def stream(  # type: ignore
             prompts,
             media,
             generation_params,
-            self.logits_processor,
+            copy(self.logits_processor),
             self.sampling_params,
             **model_specific_params,
         )
diff --git a/tests/generate/test_generate.py b/tests/generate/test_generate.py
index ff247b0f4..a96ce8673 100644
--- a/tests/generate/test_generate.py
+++ b/tests/generate/test_generate.py
@@ -253,6 +253,16 @@ def test_generate_choice(request, model_fixture, sample_choices):
     assert res in sample_choices
 
 
+@pytest.mark.parametrize("model_fixture", ALL_MODEL_FIXTURES)
+def test_generate_choice_twice(request, model_fixture, sample_choices):
+    model = request.getfixturevalue(model_fixture)
+    generator = generate.choice(model, sample_choices)
+    res = generator(**get_inputs(model_fixture))
+    assert res in sample_choices
+    res = generator(**get_inputs(model_fixture))
+    assert res in sample_choices
+
+
 @pytest.mark.parametrize("model_fixture", ALL_MODEL_FIXTURES)
 def test_generate_format_bool(request, model_fixture):
     model = request.getfixturevalue(model_fixture)