diff --git a/benchmarks/readme.md b/benchmarks/readme.md
index bfe6a18..4e2221f 100644
--- a/benchmarks/readme.md
+++ b/benchmarks/readme.md
@@ -50,18 +50,18 @@ on ground truth CATEs:
 
 | R-learner                                                     | causalml_in_sample | causalml_oos | metalearners_in_sample | metalearners_oos |
 | :------------------------------------------------------------ | -----------------: | -----------: | ---------------------: | ---------------: |
-| synthetic_data_continuous_outcome_binary_treatment_linear_te  |          0.0457634 |    0.0462541 |              0.0502287 |        0.0477101 |
-| synthetic_data_binary_outcome_binary_treatment_linear_te      |           0.304553 |     0.301834 |               0.304671 |         0.301833 |
-| twins_pandas                                                  |           0.326522 |     0.350641 |               0.354841 |         0.352163 |
-| twins_numpy                                                   |           0.328527 |     0.353562 |               0.349479 |         0.339678 |
-| synthetic_data_continuous_outcome_multi_treatment_linear_te   |           0.279637 |      0.27849 |               0.287116 |         0.277606 |
-| synthetic_data_continuous_outcome_multi_treatment_constant_te |          0.0819829 |    0.0817402 |              0.0848569 |        0.0810205 |
+| synthetic_data_continuous_outcome_binary_treatment_linear_te  |          0.0471128 |    0.0469698 |              0.0502287 |        0.0477101 |
+| synthetic_data_binary_outcome_binary_treatment_linear_te      |           0.304553 |     0.301833 |               0.304671 |         0.301833 |
+| twins_pandas                                                  |           0.325637 |     0.351319 |               0.354841 |         0.352163 |
+| twins_numpy                                                   |           0.324721 |     0.351956 |               0.349479 |         0.339678 |
+| synthetic_data_continuous_outcome_multi_treatment_linear_te   |           0.279177 |     0.279697 |               0.287116 |         0.277606 |
+| synthetic_data_continuous_outcome_multi_treatment_constant_te |          0.0816668 |    0.0816256 |              0.0848569 |        0.0810205 |
 
 | DR-learner                                                    | causalml_in_sample | causalml_oos | econml_in_sample | econml_oos | metalearners_in_sample | metalearners_oos |
 | :------------------------------------------------------------ | -----------------: | -----------: | ---------------: | ---------: | ---------------------: | ---------------: |
-| synthetic_data_continuous_outcome_binary_treatment_linear_te  |           0.118372 |    0.0452221 |         0.254119 |   0.254275 |              0.0477205 |        0.0452617 |
-| synthetic_data_binary_outcome_binary_treatment_linear_te      |                nan |          nan |          0.30458 |   0.301869 |               0.304652 |         0.301818 |
+| synthetic_data_continuous_outcome_binary_treatment_linear_te  |          0.0462325 |     0.175987 |         0.253544 |   0.254126 |              0.0477205 |        0.0452617 |
+| synthetic_data_binary_outcome_binary_treatment_linear_te      |                nan |          nan |         0.304582 |   0.301863 |               0.304652 |         0.301818 |
 | twins_pandas                                                  |                nan |          nan |              nan |        nan |               0.382051 |         0.371518 |
 | twins_numpy                                                   |                nan |          nan |              nan |        nan |               0.367528 |         0.354263 |
-| synthetic_data_continuous_outcome_multi_treatment_linear_te   |           0.383556 |     0.376835 |         0.362554 |   0.361164 |              0.0651796 |        0.0621723 |
-| synthetic_data_continuous_outcome_multi_treatment_constant_te |           0.351257 |     0.633948 |        0.0762523 |  0.0761253 |              0.0788408 |        0.0757627 |
+| synthetic_data_continuous_outcome_multi_treatment_linear_te   |           0.104933 |     0.441759 |          0.35217 |   0.359295 |              0.0651796 |        0.0621723 |
+| synthetic_data_continuous_outcome_multi_treatment_constant_te |           0.342827 |     0.356643 |        0.0758547 |  0.0757119 |              0.0788408 |        0.0757627 |