diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_1/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_1/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ff91138280a278d413dfcfdfe915b56f44de360
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+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_1/best_run_metric_df.csv
@@ -0,0 +1,2 @@
+,model,adapter,dataset,train_on_dataset,seed,grid,lam,reg_alpha,l2sp_alpha,load_weights,lr,head_type,trial_number,valid-acc,valid-base-max-prob-roc-auc,valid-fine-tune-max-prob-roc-auc,test-acc,test-base-max-prob-roc-auc,test-fine-tune-max-prob-roc-auc
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_2/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_2/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb2a25d8018e04037e30302b86dbd14e2d1f3ca7
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+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_2/best_run_metric_df.csv
@@ -0,0 +1,2 @@
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_3/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_3/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..692f23316137dd37a98e57bd92acb744f849fb21
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+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_3/best_run_metric_df.csv
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_4/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_4/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2b5a1ec7282deb3624ca402c2003a5f5476e81bd
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_electra/dataset_toxigen/head_seed_4/best_run_metric_df.csv
@@ -0,0 +1,2 @@
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_1/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_1/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..18699cbbab3bdc6a6d3a07da71d5e934c79e08cb
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_1/best_run_metric_df.csv
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_2/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_2/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c7d609d135d461aa024cac883e2fdca85de2a189
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_3/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_3/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9267aea8c50fb37675535059d1332dc141bd4416
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+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_3/best_run_metric_df.csv
@@ -0,0 +1,2 @@
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_4/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_4/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b7b348adbb52c41852d6afb069500746cf913b24
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_4/best_run_metric_df.csv
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+,model,adapter,dataset,train_on_dataset,seed,grid,lam,reg_alpha,l2sp_alpha,load_weights,lr,head_type,trial_number,valid-acc,valid-base-max-prob-roc-auc,valid-fine-tune-max-prob-roc-auc,test-acc,test-base-max-prob-roc-auc,test-fine-tune-max-prob-roc-auc
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_1/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_1/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..156d85949ab9c5164475272445cd0ab66595360f
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+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_1/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
@@ -0,0 +1,2 @@
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+roberta-base,LoraConfig,toxigen,train,True,1,0.806382954120636,0.777231329690346,0.7485502624025051,0.0003,50,1.0,400,0.0
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_2/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_2/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6d44b43dfb49853b3da3dc1401386079fc602165
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_2/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
@@ -0,0 +1,2 @@
+model,adapter,dataset,train_on_dataset,normalization,seed,test-acc,valid-confidnet-roc-auc,confidnet_roc_auc,best_lr,best_epoch,best_weighting,best_hidden,best_weight_decay
+roberta-base,LoraConfig,toxigen,train,True,1,0.806382954120636,0.7734669095324833,0.7385108295398533,0.0003,50,1.0,400,0.0
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_3/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_3/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f7d5f3cc1007c94fae82a4753d485aec00890abf
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_3/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
@@ -0,0 +1,2 @@
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+roberta-base,LoraConfig,toxigen,train,True,1,0.806382954120636,0.779417122040073,0.751254023021833,0.0003,50,1.0,400,0.0
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_4/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_4/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..48ab59c5721c09909ec2e6b70c5b4d2fa5ec7853
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_4/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
@@ -0,0 +1,2 @@
+model,adapter,dataset,train_on_dataset,normalization,seed,test-acc,valid-confidnet-roc-auc,confidnet_roc_auc,best_lr,best_epoch,best_weighting,best_hidden,best_weight_decay
+roberta-base,LoraConfig,toxigen,train,True,1,0.806382954120636,0.7761384335154827,0.7498767723042128,0.0003,50,1.0,400,0.0
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_1/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_1/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..41a11b6058a1cf457ccdac653f1d9f92ab1cb133
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_1/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
@@ -0,0 +1,2 @@
+model,adapter,dataset,train_on_dataset,normalization,seed,test-acc,valid-confidnet-roc-auc,confidnet_roc_auc,best_lr,best_epoch,best_weighting,best_hidden,best_weight_decay
+google/electra-base-discriminator,LoraConfig,toxigen,train,True,1,0.8095744848251343,0.7870267603896904,0.7515251176414449,0.001,50,1.0,400,0.0001
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_2/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_2/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d035253af84448191ce5854742bc566b136ae475
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_2/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
@@ -0,0 +1,2 @@
+model,adapter,dataset,train_on_dataset,normalization,seed,test-acc,valid-confidnet-roc-auc,confidnet_roc_auc,best_lr,best_epoch,best_weighting,best_hidden,best_weight_decay
+google/electra-base-discriminator,LoraConfig,toxigen,train,True,1,0.8095744848251343,0.8063263041065483,0.7542339908529647,0.001,50,1.0,400,0.0001
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_3/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_3/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..66ea63b2256c7883bff00a271d3af2ee8dad7830
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_3/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
@@ -0,0 +1,2 @@
+model,adapter,dataset,train_on_dataset,normalization,seed,test-acc,valid-confidnet-roc-auc,confidnet_roc_auc,best_lr,best_epoch,best_weighting,best_hidden,best_weight_decay
+google/electra-base-discriminator,LoraConfig,toxigen,train,True,1,0.8095744848251343,0.771611789369836,0.7456742451493551,0.001,50,1.0,400,0.0001
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_4/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_4/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..81c6e23242824422c6c12f4dbc31ef516b52aab1
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_toxigen/head_seed_4/LoraConfig_toxigen_seed_1_normalization_True_confidnet.csv
@@ -0,0 +1,2 @@
+model,adapter,dataset,train_on_dataset,normalization,seed,test-acc,valid-confidnet-roc-auc,confidnet_roc_auc,best_lr,best_epoch,best_weighting,best_hidden,best_weight_decay
+google/electra-base-discriminator,LoraConfig,toxigen,train,True,1,0.8095744848251343,0.7938401775804662,0.7525932505744426,0.001,50,1.0,400,0.0001
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_1/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_1/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..17e1f97ff55ab63a2c43ecb1b8d8bdd5ee199877
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_1/best_run_metric_df.csv
@@ -0,0 +1,2 @@
+,model,adapter,dataset,train_on_dataset,seed,grid,lam,reg_alpha,l2sp_alpha,load_weights,lr,head_type,trial_number,valid-acc,valid-base-max-prob-roc-auc,valid-fine-tune-max-prob-roc-auc,test-acc,test-base-max-prob-roc-auc,test-fine-tune-max-prob-roc-auc
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_2/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_2/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d90b5a8a6c6c5f2f5231cdc40f143e06e28f9ed5
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_2/best_run_metric_df.csv
@@ -0,0 +1,2 @@
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..419186c7b8abc274b3cfc4e5820868a83c8fc6b7
--- /dev/null
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_1/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_1/best_run_metric_df.csv
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index 0000000000000000000000000000000000000000..ec3f7cee6959e7b71adae0dde2447d4c56157740
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_2/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_2/best_run_metric_df.csv
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_3/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_3/best_run_metric_df.csv
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index 0000000000000000000000000000000000000000..576ec0bfbeeeacdf8ac98bdae052358709171644
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diff --git a/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_4/best_run_metric_df.csv b/revision_runs/heldout_v3/trainval/runs/base_2/loo_randlin/model_roberta/dataset_toxigen/head_seed_4/best_run_metric_df.csv
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index 0000000000000000000000000000000000000000..22a2f3de8e1e96c8f5708453ff2d6213fadd25d5
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