diff --git a/src/art/utils/strip_logprobs.py b/src/art/utils/strip_logprobs.py
new file mode 100644
index 00000000..2d5c2693
--- /dev/null
+++ b/src/art/utils/strip_logprobs.py
@@ -0,0 +1,48 @@
+import copy
+import logging
+import sys
+from typing import Any
+
+logger = logging.getLogger(__name__)
+
+
+def strip_logprobs(obj: Any) -> Any:
+    """
+    Recursively remove 'logprobs' keys from nested data structures to reduce data storage size.
+
+    Args:
+        obj: Any nested data structure
+
+    Returns:
+        The same structure with 'logprobs' keys removed, or the original
+        object if deepcopy fails
+    """
+
+    try:
+        copied_obj = copy.deepcopy(obj)
+    except Exception as e:
+        logger.warning(
+            f"Failed to deepcopy object in strip_logprobs: {e}. "
+            "Returning original object unchanged."
+        )
+        return obj
+
+    result = _strip_logprobs(copied_obj)
+
+    return result
+
+
+def _strip_logprobs(obj: Any) -> Any:
+    if isinstance(obj, dict):
+        return {k: _strip_logprobs(v) for k, v in obj.items() if k != "logprobs"}
+    elif isinstance(obj, (list, tuple)):
+        result = [_strip_logprobs(v) for v in obj]
+        return tuple(result) if isinstance(obj, tuple) else result
+    elif hasattr(obj, "__dict__"):
+        for k, v in obj.__dict__.items():
+            if k == "logprobs":
+                setattr(obj, k, None)
+            else:
+                setattr(obj, k, _strip_logprobs(v))
+        return obj
+    return obj
diff --git a/tests/unit/test_strip_logprobs.py b/tests/unit/test_strip_logprobs.py
new file mode 100644
index 00000000..1879acb2
--- /dev/null
+++ b/tests/unit/test_strip_logprobs.py
@@ -0,0 +1,197 @@
+"""Tests for strip_logprobs utility function."""
+
+import copy
+import logging
+from unittest.mock import MagicMock
+
+import pytest
+
+from art.utils.strip_logprobs import strip_logprobs
+
+
+class TestStripLogprobs:
+    """Test suite for strip_logprobs function."""
+
+    def test_strip_dict_with_logprobs(self):
+        """Test stripping logprobs from dictionary."""
+        input_dict = {
+            "data": "value",
+            "logprobs": [0.1, 0.2, 0.3],
+            "nested": {"key": "val", "logprobs": {"nested_log": 0.5}},
+        }
+        expected = {"data": "value", "nested": {"key": "val"}}
+
+        result = strip_logprobs(input_dict)
+
+        assert result == expected
+        assert input_dict["logprobs"] == [0.1, 0.2, 0.3]  # Original unchanged
+
+    def test_strip_nested_dict(self):
+        """Test stripping logprobs from deeply nested dictionaries."""
+        input_dict = {
+            "level1": {
+                "level2": {
+                    "level3": {"data": 1, "logprobs": "remove_me"},
+                    "logprobs": [1, 2, 3],
+                }
+            },
+            "logprobs": None,
+        }
+        expected = {"level1": {"level2": {"level3": {"data": 1}}}}
+
+        result = strip_logprobs(input_dict)
+
+        assert result == expected
+
+    def test_strip_list_with_logprobs(self):
+        """Test stripping logprobs from lists."""
+        input_list = [
+            {"item": 1, "logprobs": 0.1},
+            {"item": 2, "logprobs": 0.2},
+            {"item": 3},
+        ]
+        expected = [{"item": 1}, {"item": 2}, {"item": 3}]
+
+        result = strip_logprobs(input_list)
+
+        assert result == expected
+
+    def test_strip_tuple_with_logprobs(self):
+        """Test stripping logprobs from tuples."""
+        input_tuple = (
+            {"item": 1, "logprobs": 0.1},
+            {"item": 2},
+            {"nested": {"logprobs": "remove"}},
+        )
+        expected = ({"item": 1}, {"item": 2}, {"nested": {}})
+
+        result = strip_logprobs(input_tuple)
+
+        assert result == expected
+        assert isinstance(result, tuple)
+
+    def test_strip_object_with_logprobs(self):
+        """Test stripping logprobs from objects with __dict__."""
+
+        class TestObject:
+            def __init__(self):
+                self.data = "value"
+                self.logprobs = [0.1, 0.2]
+                self.nested = {"key": "val", "logprobs": "remove"}
+
+        obj = TestObject()
+        result = strip_logprobs(obj)
+
+        assert result.data == "value"
+        assert result.logprobs is None  # Set to None for objects
+        assert result.nested == {"key": "val"}
+
+    def test_strip_mixed_nested_structure(self):
+        """Test stripping logprobs from mixed nested structures."""
+        input_data = {
+            "list": [
+                {"logprobs": 1},
+                [{"nested_list": True, "logprobs": 2}],
+            ],
+            "tuple": ({"logprobs": 3}, {"keep": "me"}),
+            "dict": {"nested": {"logprobs": 4, "data": "keep"}},
+        }
+        expected = {
+            "list": [{}, [{"nested_list": True}]],
+            "tuple": ({}, {"keep": "me"}),
+            "dict": {"nested": {"data": "keep"}},
+        }
+
+        result = strip_logprobs(input_data)
+
+        assert result == expected
+
+    def test_strip_empty_structures(self):
+        """Test stripping logprobs from empty structures."""
+        assert strip_logprobs({}) == {}
+        assert strip_logprobs([]) == []
+        assert strip_logprobs(()) == ()
+
+    def test_strip_none_and_primitives(self):
+        """Test stripping logprobs from None and primitive values."""
+        assert strip_logprobs(None) is None
+        assert strip_logprobs(42) == 42
+        assert strip_logprobs("string") == "string"
+        assert strip_logprobs(3.14) == 3.14
+        assert strip_logprobs(True) is True
+
+    def test_no_logprobs_unchanged(self):
+        """Test that structures without logprobs remain unchanged."""
+        input_dict = {
+            "data": "value",
+            "nested": {"key": "val"},
+            "list": [1, 2, 3],
+        }
+
+        result = strip_logprobs(input_dict)
+
+        assert result == input_dict
+
+    def test_deepcopy_behavior(self):
+        """Test that the function creates a deep copy."""
+        nested_list = [1, 2, 3]
+        input_dict = {
+            "data": nested_list,
+            "logprobs": "remove",
+        }
+
+        result = strip_logprobs(input_dict)
+
+        result["data"].append(4)
+        assert nested_list == [1, 2, 3]  # Original unchanged
+        assert result["data"] == [1, 2, 3, 4]
+
+    def test_deepcopy_failure_returns_original(self, caplog):
+        """Test that deepcopy failure returns original object and logs warning."""
+
+        class UnCopyableObject:
+            def __init__(self):
+                self.data = "value"
+                self.logprobs = "should_remain"
+
+            def __deepcopy__(self, memo):
+                raise RuntimeError("Cannot deepcopy this object")
+
+        obj = UnCopyableObject()
+
+        with caplog.at_level(logging.WARNING):
+            result = strip_logprobs(obj)
+
+        # Should return the original object unchanged
+        assert result is obj
+        assert result.logprobs == "should_remain"
+
+        # Check that warning was logged
+        assert len(caplog.records) == 1
+        assert "Failed to deepcopy object in strip_logprobs" in caplog.text
+        assert "Cannot deepcopy this object" in caplog.text
+        assert "Returning original object unchanged" in caplog.text
+
+    def test_deepcopy_failure_with_recursion_error(self, caplog):
+        """Test handling of RecursionError during deepcopy."""
+
+        class RecursiveObject:
+            def __init__(self):
+                self.data = "value"
+                self.logprobs = [1, 2, 3]
+
+            def __deepcopy__(self, memo):
+                raise RecursionError("maximum recursion depth exceeded")
+
+        obj = RecursiveObject()
+
+        with caplog.at_level(logging.WARNING):
+            result = strip_logprobs(obj)
+
+        # Should return the original object unchanged
+        assert result is obj
+        assert result.logprobs == [1, 2, 3]
+
+        # Check that warning was logged
+        assert "Failed to deepcopy object in strip_logprobs" in caplog.text
+        assert "maximum recursion depth exceeded" in caplog.text