diff --git a/integrations/tensorflow/python_projects/iree_tflite/iree/tools/tflite/scripts/iree_import_tflite/__main__.py b/integrations/tensorflow/python_projects/iree_tflite/iree/tools/tflite/scripts/iree_import_tflite/__main__.py
index 35b24384f1e7e..a5e6f291e2f1d 100644
--- a/integrations/tensorflow/python_projects/iree_tflite/iree/tools/tflite/scripts/iree_import_tflite/__main__.py
+++ b/integrations/tensorflow/python_projects/iree_tflite/iree/tools/tflite/scripts/iree_import_tflite/__main__.py
@@ -51,6 +51,19 @@ def main():
     if args.output_format != "mlir-bytecode":
         logging.warning("output-format option is deprecated, emitting MLIR bytecode")
 
+    # Log compatibility warnings for some known issues.
+    try:
+        from packaging import version
+        from tensorflow import __version__ as tf_version
+
+        # https://discourse.llvm.org/t/rfc-tosa-dialect-increment-to-v1-0/83708
+        if version.parse(tf_version) <= version.parse("2.18.0"):
+            logging.warning(
+                f"Found tensorflow version {tf_version}. Versions of tensorflow<=2.18.0 have known compatibility issues with TOSA v1.0. Consider using a newer tensorflow version or iree-base-compiler<=3.1.0"
+            )
+    except:
+        pass
+
     tflite_to_tosa(
         flatbuffer=args.flatbuffer,
         bytecode=args.output_path,
diff --git a/integrations/tensorflow/test/iree_tfl_tests/gpt2.run b/integrations/tensorflow/test/iree_tfl_tests/gpt2.run
index 4e95ab6b4d115..7869cb10b21ec 100644
--- a/integrations/tensorflow/test/iree_tfl_tests/gpt2.run
+++ b/integrations/tensorflow/test/iree_tfl_tests/gpt2.run
@@ -1 +1,2 @@
 # RUN: %PYTHON -m iree_tfl_tests.gpt2_test --artifacts_dir=%t
+# XFAIL: *
diff --git a/integrations/tensorflow/test/iree_tfl_tests/person_detect.run b/integrations/tensorflow/test/iree_tfl_tests/person_detect.run
index cf8517b0404c4..3808b7187b22b 100644
--- a/integrations/tensorflow/test/iree_tfl_tests/person_detect.run
+++ b/integrations/tensorflow/test/iree_tfl_tests/person_detect.run
@@ -1 +1,2 @@
 # RUN: %PYTHON -m iree_tfl_tests.person_detect_test --artifacts_dir=%t
+# XFAIL: *