diff --git a/README.md b/README.md
index dae08da..762777b 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
 
 The datasets can also be downloaded as instructed from the NASBench-201 README: [https://github.com/D-X-Y/NAS-Bench-201](https://github.com/D-X-Y/NAS-Bench-201).
 
-To exactly reproduce our results:
+To reproduce our results:
 
 ```
 conda env create -f environment.yml
@@ -13,11 +13,19 @@ conda activate nas-wot
 ./reproduce.sh
 ```
 
-Will produce the following table:
+For a quick run you can set `--n_runs 3` to get results after 3 runs:
 
 | Method       |   Search time (s) | CIFAR-10 (val)   | CIFAR-10 (test)   | CIFAR-100 (val)   | CIFAR-100 (test)   | ImageNet16-120 (val)   | ImageNet16-120 (test)   |
 |:-------------|------------------:|:-----------------|:------------------|:------------------|:-------------------|:-----------------------|:------------------------|
 | Ours (N=10)  |           1.73435 | 88.99 $\pm$ 0.24 | 92.42 $\pm$ 0.33  | 67.86 $\pm$ 0.49  | 67.54 $\pm$ 0.75   | 41.16 $\pm$ 2.31       | 40.98 $\pm$ 2.72        |
 | Ours (N=100) |          17.4139  | 89.18 $\pm$ 0.29 | 91.76 $\pm$ 1.28  | 67.17 $\pm$ 2.79  | 67.27 $\pm$ 2.68   | 40.84 $\pm$ 5.36       | 41.33 $\pm$ 5.74
 
+The size of `N` is set with `--n_samples 10`. To produce the results in the paper, set `--n_runs 500`:
+
+| Method       |   Search time (s) | CIFAR-10 (val)   | CIFAR-10 (test)   | CIFAR-100 (val)   | CIFAR-100 (test)   | ImageNet16-120 (val)   | ImageNet16-120 (test)   |
+|:-------------|------------------:|:-----------------|:------------------|:------------------|:-------------------|:-----------------------|:------------------------|
+| Ours (N=10)  |           1.73435 | 89.25 $\pm$ 0.08 | 92.21 $\pm$ 0.11  | 68.53 $\pm$ 0.17  | 68.40 $\pm$ 0.14   | 40.42 $\pm$ 1.15       | 40.66 $\pm$ 0.97        |
+| Ours (N=100) |          17.4139  | 88.45 $\pm$ 1.46 | 91.61 $\pm$ 1.71  | 66.42 $\pm$ 3.27  | 66.56 $\pm$ 3.28   | 36.56 $\pm$ 6.70       | 36.37 $\pm$ 6.97
+
+
 The code is licensed under the MIT licence.
diff --git a/reproduce.sh b/reproduce.sh
index dd0fc9b..5e63cdf 100755
--- a/reproduce.sh
+++ b/reproduce.sh
@@ -3,9 +3,9 @@
 #python search.py --dataset cifar100 --data_loc '../datasets/cifar100' --n_runs 3 --n_samples 10
 #python search.py --dataset ImageNet16-120 --data_loc '../datasets/ImageNet16' --n_runs 3 --n_samples 10
 
-python search.py --dataset cifar10 --data_loc '../datasets/cifar10' --n_runs 3 --n_samples 100
+python search.py --dataset cifar10 --data_loc '../datasets/cifar10'            --n_runs 3 --n_samples 100
 python search.py --dataset cifar10 --trainval --data_loc '../datasets/cifar10' --n_runs 3 --n_samples 100
-python search.py --dataset cifar100 --data_loc '../datasets/cifar100' --n_runs 3 --n_samples 100
-python search.py --dataset ImageNet16-120 --data_loc '../datasets/ImageNet16' --n_runs 3 --n_samples 100
+python search.py --dataset cifar100 --data_loc '../datasets/cifar100'          --n_runs 3 --n_samples 100
+python search.py --dataset ImageNet16-120 --data_loc '../datasets/ImageNet16'  --n_runs 3 --n_samples 100
 
 python process_results.py --n_runs 3