diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/bce_lr1e-05/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/bce_lr1e-05/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ec18254c5dcb5ab7ea79bdb8056900d49fa7621e
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/bce_lr1e-05/model_electra/dataset_SST5/head_seed_0/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
+0,google/electra-base-discriminator,LoraConfig,SST5,train,3,ablation_entropy_finetune_bce_only,100.0,0.0,0.0,cls_head,1e-05,entropy,0,0.5384615659713745,0.6805074971164937,0.6956665018948754,0.5696832537651062,0.6207620589171217,0.6046116750145535
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7e61635dc4845ffe4c517a92880c3177d09be8db
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_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,SST5,train,True,3,0.5696832537651062,0.6082550667325755,0.5539100599761632,0.0003,30,1.0,400,0.0
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..891bf24be9d24242fd47842cce5191dbfe8dadd2
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_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,SST5,train,True,3,0.5696832537651062,0.6035590706870984,0.569450743291832,0.0003,30,1.0,400,0.0001
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26f5d2f77188fe514e846ebc5d88f0032ea143c9
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_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,SST5,train,True,3,0.5696832537651062,0.609902784643269,0.5599623823089945,0.0003,50,1.0,400,0.0
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4167eba0fcba12eb92c4ed7027716a886448f3e3
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_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,SST5,train,True,3,0.5696832537651062,0.5647553138902619,0.5626542521604698,0.0003,50,1.0,400,0.0001
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c205abbacc5604b5656b258de1db59fa52e64553
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_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,SST5,train,True,3,0.5696832537651062,0.6145163947932115,0.5476773330861122,0.001,30,1.0,400,0.0
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7817000fe1f75d79a43aeb5db1cbd6c9ae3c7037
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_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,SST5,train,True,3,0.5696832537651062,0.6210248805404515,0.5755982791409737,0.001,30,1.0,400,0.0001
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8c8daa40bfe01e8daaa465bfb2621b6c5e70a404
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_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,SST5,train,True,3,0.5696832537651062,0.5668149612786291,0.5611642441508415,0.001,50,1.0,400,0.0
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_normalization_True_confidnet.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dec4071f68ac7243966b33c02f98d70ff5e01f16
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_SST5/head_seed_0/LoraConfig_SST5_seed_3_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,SST5,train,True,3,0.5696832537651062,0.5723348162794529,0.5565409597689486,0.001,50,1.0,400,0.0001
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b0.01/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b0.01/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..62dd6c9e3ab47f596227c1569ecfd328fa486897
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b0.01/model_electra/dataset_SST5/head_seed_0/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
+0,google/electra-base-discriminator,LoraConfig,SST5,train,3,entropy_response_finetune_l2sp_only,100.0,0.0,0.01,cls_head,1e-05,entropy,0,0.5384615659713745,0.6805074971164937,0.6922886801779535,0.5696832537651062,0.6207620589171217,0.6050480702976425
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b0.1/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b0.1/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..adca77da9c6acd710d268a082e74389cd58d3af9
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b0.1/model_electra/dataset_SST5/head_seed_0/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
+0,google/electra-base-discriminator,LoraConfig,SST5,train,3,entropy_response_finetune_l2sp_only,100.0,0.0,0.1,cls_head,1e-05,entropy,0,0.5384615659713745,0.6805074971164937,0.6704564178612622,0.5696832537651062,0.6207620589171217,0.5997720722052535
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b1.0/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b1.0/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fcc0e2d7626dc88c1f022df1225fadd76b2fc54b
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/l2sp_lr1e-05_b1.0/model_electra/dataset_SST5/head_seed_0/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
+0,google/electra-base-discriminator,LoraConfig,SST5,train,3,entropy_response_finetune_l2sp_only,100.0,0.0,1.0,cls_head,1e-05,entropy,0,0.5384615659713745,0.6805074971164937,0.648294611962432,0.5696832537651062,0.6207620589171217,0.5915097940464826
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/randcls_lr1e-05/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/randcls_lr1e-05/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02a400db21966db9b3d6e060d5c9eb55fcda1231
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/randcls_lr1e-05/model_electra/dataset_SST5/head_seed_0/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
+0,google/electra-base-discriminator,LoraConfig,SST5,train,3,ablation_entropy_finetune_bce_only_cls_random,100.0,0.0,0.0,cls_random,1e-05,entropy,0,0.5384615659713745,0.6805074971164937,0.4957983193277311,0.5696832537651062,0.6207620589171217,0.5400339427833584
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/randlin_lr1e-05/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/randlin_lr1e-05/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..742724146deeb8dbff5d97f59a39af0e2bdf4670
--- /dev/null
+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/randlin_lr1e-05/model_electra/dataset_SST5/head_seed_0/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
+0,google/electra-base-discriminator,LoraConfig,SST5,train,3,ablation_entropy_finetune_bce_only_linear_random,100.0,0.0,0.0,linear_random,1e-05,entropy,0,0.5384615659713745,0.6805074971164937,0.46111385730762894,0.5696832537651062,0.6207620589171217,0.47734001832442585
diff --git a/revision_runs/heldout_v3/trainonly/runs/base_3/reg_lr1e-05_a0.01/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/reg_lr1e-05_a0.01/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6d59433eb09d0af39d6dd2e7fa7c414f0ff4c8d0
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+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/reg_lr1e-05_a0.01/model_electra/dataset_SST5/head_seed_0/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/trainonly/runs/base_3/reg_lr1e-05_a0.1/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/reg_lr1e-05_a0.1/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..40756b1d3a5ec00aa2d8e2e2f947c480ecc65b95
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+++ b/revision_runs/heldout_v3/trainonly/runs/base_3/reg_lr1e-05_a0.1/model_electra/dataset_SST5/head_seed_0/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/trainonly/runs/base_3/reg_lr1e-05_a1.0/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_3/reg_lr1e-05_a1.0/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9c89a429ecccb9cf9b68d068c7a797176f9f9ba9
--- /dev/null
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@@ -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/trainonly/runs/base_4/bce_lr0.0001/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_4/bce_lr0.0001/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..465c99ef5b99a6227840a9c09890d471a2850a01
--- /dev/null
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new file mode 100644
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diff --git a/revision_runs/heldout_v3/trainonly/runs/base_4/reg_lr0.0004_a0.01/model_roberta/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_4/reg_lr0.0004_a0.01/model_roberta/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
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diff --git a/revision_runs/heldout_v3/trainonly/runs/base_4/reg_lr0.0004_a0.1/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_4/reg_lr0.0004_a0.1/model_electra/dataset_SST5/head_seed_0/best_run_metric_df.csv
new file mode 100644
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diff --git a/revision_runs/heldout_v3/trainonly/runs/base_4/reg_lr0.0004_a0.1/model_roberta/dataset_SST5/head_seed_0/best_run_metric_df.csv b/revision_runs/heldout_v3/trainonly/runs/base_4/reg_lr0.0004_a0.1/model_roberta/dataset_SST5/head_seed_0/best_run_metric_df.csv
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