diff --git a/configs/example/gem5_library/riscv-rvv-example.py b/configs/example/gem5_library/riscv-rvv-example.py
new file mode 100755
index 0000000000..57a6fd7afd
--- /dev/null
+++ b/configs/example/gem5_library/riscv-rvv-example.py
@@ -0,0 +1,120 @@
+# Copyright (c) 2024 Barcelona Supercomputing Center
+#
+# Redistribution and use in source and binary forms, with or without
+# modification, are permitted provided that the following conditions are met:
+#
+# 1. Redistributions of source code must retain the above copyright notice, this
+# list of conditions and the following disclaimer.
+#
+# 2. Redistributions in binary form must reproduce the above copyright notice,
+# this list of conditions and the following disclaimer in the documentation
+# and/or other materials provided with the distribution.
+#
+# 3. Neither the name of the copyright holder nor the names of its contributors
+# may be used to endorse or promote products derived from this software without
+# specific prior written permission.
+#
+# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+
+"""
+This script demonstrates how to run RISC-V vector-enabled binaries in SE mode
+with gem5. It accepts the number of CORES, VLEN, and ELEN as optional
+parameters, as well as the resource name to run. If no resource name is
+provided, a list of available resources will be displayed. If one is given the
+simulation will then execute the specified resource binary with the selected
+parameters until completion.
+
+
+Usage
+-----
+
+# Compile gem5 for RISC-V
+scons build/RISCV/gem5.opt
+
+# Run the simulation
+./build/RISCV/gem5.opt configs/example/gem5_library/riscv-rvv-example.py \
+    [-c CORES] [-v VLEN] [-e ELEN] <resource>
+
+"""
+
+import argparse
+
+from m5.objects import RiscvO3CPU
+
+from gem5.components.boards.simple_board import SimpleBoard
+from gem5.components.cachehierarchies.classic.private_l1_private_l2_cache_hierarchy import (
+    PrivateL1PrivateL2CacheHierarchy,
+)
+from gem5.components.memory import SingleChannelDDR3_1600
+from gem5.components.processors.base_cpu_core import BaseCPUCore
+from gem5.components.processors.base_cpu_processor import BaseCPUProcessor
+from gem5.isas import ISA
+from gem5.resources.resource import obtain_resource
+from gem5.simulate.simulator import Simulator
+from gem5.utils.requires import requires
+
+
+class RVVCore(BaseCPUCore):
+    def __init__(self, elen, vlen, cpu_id):
+        super().__init__(core=RiscvO3CPU(cpu_id=cpu_id), isa=ISA.RISCV)
+        self.core.isa[0].elen = elen
+        self.core.isa[0].vlen = vlen
+
+
+requires(isa_required=ISA.RISCV)
+
+resources = [
+    "rvv-branch",
+    "rvv-index",
+    "rvv-matmul",
+    "rvv-memcpy",
+    "rvv-reduce",
+    "rvv-saxpy",
+    "rvv-sgemm",
+    "rvv-strcmp",
+    "rvv-strcpy",
+    "rvv-strlen",
+    "rvv-strlen-fault",
+    "rvv-strncpy",
+]
+
+parser = argparse.ArgumentParser()
+parser.add_argument("resource", type=str, choices=resources)
+parser.add_argument("-c", "--cores", required=False, type=int, default=1)
+parser.add_argument("-v", "--vlen", required=False, type=int, default=256)
+parser.add_argument("-e", "--elen", required=False, type=int, default=64)
+
+args = parser.parse_args()
+
+cache_hierarchy = PrivateL1PrivateL2CacheHierarchy(
+    l1d_size="32KiB", l1i_size="32KiB", l2_size="512KiB"
+)
+
+memory = SingleChannelDDR3_1600()
+
+processor = BaseCPUProcessor(
+    cores=[RVVCore(args.elen, args.vlen, i) for i in range(args.cores)]
+)
+
+board = SimpleBoard(
+    clk_freq="1GHz",
+    processor=processor,
+    memory=memory,
+    cache_hierarchy=cache_hierarchy,
+)
+
+binary = obtain_resource(args.resource)
+board.set_se_binary_workload(binary)
+
+simulator = Simulator(board=board, full_system=False)
+print("Beginning simulation!")
+simulator.run()
diff --git a/tests/gem5/se_mode/rvv_intrinsic_tests/test.py b/tests/gem5/se_mode/rvv_intrinsic_tests/test.py
new file mode 100644
index 0000000000..e20018ba60
--- /dev/null
+++ b/tests/gem5/se_mode/rvv_intrinsic_tests/test.py
@@ -0,0 +1,63 @@
+# Copyright (c) 2024 Barcelona Supercomputing Center
+#
+# Redistribution and use in source and binary forms, with or without
+# modification, are permitted provided that the following conditions are met:
+#
+# 1. Redistributions of source code must retain the above copyright notice, this
+# list of conditions and the following disclaimer.
+#
+# 2. Redistributions in binary form must reproduce the above copyright notice,
+# this list of conditions and the following disclaimer in the documentation
+# and/or other materials provided with the distribution.
+#
+# 3. Neither the name of the copyright holder nor the names of its contributors
+# may be used to endorse or promote products derived from this software without
+# specific prior written permission.
+#
+# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+
+import os
+import re
+import sys
+
+from testlib import *
+
+resources = [
+    "rvv-branch",
+    "rvv-index",
+    "rvv-matmul",
+    "rvv-memcpy",
+    "rvv-reduce",
+    "rvv-saxpy",
+    "rvv-sgemm",
+    "rvv-strcmp",
+    "rvv-strcpy",
+    "rvv-strlen",
+    "rvv-strlen-fault",
+    "rvv-strncpy",
+]
+
+vlens = [2**x for x in range(7, 15)]
+
+for resource in resources:
+    out_verifier = verifier.MatchRegex(re.compile(f"^.*{resource}: pass$"))
+
+    for vlen in vlens:
+        gem5_verify_config(
+            name=f"test-riscv-{resource}-vlen_{vlen}-O3-se-mode",
+            fixtures=(),
+            verifiers=(out_verifier,),
+            config=f"{config.base_dir}/configs/example/gem5_library/riscv-rvv-example.py",
+            config_args=[resource, f"--vlen={vlen}"],
+            valid_isas=(constants.all_compiled_tag,),
+            length=constants.quick_tag,
+        )