resources: Add mem_sys to SPEC 2006 README.md file

mem_sys is now a required argument to the gem5 configuration.
This commit adds missing documentation about mem_sys in
the benchmark README.md file.

Signed-off-by: Hoa Nguyen <hoanguyen@ucdavis.edu>
Change-Id: I16b619c723b45b46d59ae4a5a5fe3bd78f4f6df6
Reviewed-on: https://gem5-review.googlesource.com/c/public/gem5-resources/+/41553
Reviewed-by: Jason Lowe-Power <power.jg@gmail.com>
Maintainer: Jason Lowe-Power <power.jg@gmail.com>
Tested-by: Jason Lowe-Power <power.jg@gmail.com>
diff --git a/src/spec-2006/README.md b/src/spec-2006/README.md
index f931fe7..896c8b1 100644
--- a/src/spec-2006/README.md
+++ b/src/spec-2006/README.md
@@ -62,7 +62,7 @@
 in `configs/`.
 The main script `run_spec.py` expects following arguments:
 
-`usage: run_spec.py [-h] [-l] [-z] kernel disk cpu benchmark size`
+`usage: run_spec.py [-h] [-l] [-z] kernel disk cpu mem_sys benchmark size`
 
 `-h`: show this help message and exit.
 
@@ -85,19 +85,25 @@
 
 The available CPU models are,
 
-| cpu    | Corresponding CPU model in gem5 |
-| ------ | ------------------------------- |
-| kvm    |                                 |
-| o3     | DerivO3CPU                      |
-| atomic | AtomicSimpleCPU                 |
-| timing | TimingSimpleCPU                 |
+| cpu      | Corresponding CPU model in gem5 |
+| ---------| ------------------------------- |
+| `kvm`    |                                 |
+| `o3`     | DerivO3CPU                      |
+| `atomic` | AtomicSimpleCPU                 |
+| `timing` | TimingSimpleCPU                 |
 
 `mem_sys`: required, a positional argument specifying the memory system.
-Specify `classic` for classic memory systems. Ruby Memory Systems `MI_example`,
-`MESI_Two_Level`, and `MOESI_CMP_directory` are also supported.
+The available memory systems are,
+
+| mem\_sys              | Notes                  |
+| --------------------- | ---------------------- |
+| `classic`             | classic memory system  |
+| `MI_example`          | Ruby memory system     |
+| `MESI_Two_Level`      | Ruby memory system     |
+| `MOESI_CMP_directory` | Ruby memory system     |
 
 `benchmark`: required, a positional argument specifying the name of the SPEC
-2006 workload to run. The available benchmarks are:
+2006 workload to run. The available benchmarks are,
 
 * 401.bzip2
 * 403.gcc
@@ -137,6 +143,7 @@
 ```
 
 **Note**: `--outdir` is a required argument when running the gem5 binary with SPEC 2006.
+The path to the output directory must be an absoblute path.
 
 ## Working Status
 Status of these benchmarks runs with respect to gem5-20, linux kernel version