diff --git a/migration/scratchpad_extras.tar.gz b/migration/scratchpad_extras.tar.gz
index 762363ad3950a31ed7fa849fe86f82b7df65b6fb..733b37e3ea95cf4a11f74d36616b8b7920ba5cdf 100644
--- a/migration/scratchpad_extras.tar.gz
+++ b/migration/scratchpad_extras.tar.gz
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bc364516109b0e7cf865a33f14c1e16537ad87b837557463719321369f0bd855
-size 21703488
+oid sha256:46c1a6f0a31999d8a0a523df9a9d489c018cfbfaccf78f9b3f7c9c656c3adfe5
+size 21710777
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..d13a02bcb3941c1691ccaaaffaafa4a7faa101d7
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b60916353618c52b6997c6efcb06b7ee0622661137eb31e478cb37b47aad321a
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..55a3a98256bb2ed56d8ee7aba44db6a9a3eff211
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1bc5c8b3318f59de414ee674406994d80a07196771875e4b57010d9a823eac2
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..d050c885eba3ee563975d18295ecc99fdd0c8bcc
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/bce_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d38df3617da4f4b9660f385ed0c40183b70767313d33bab98f1c35b3ae08967
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep30_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep30_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1a0c81aef45408463860154580bb51d571149152
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep30_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21bed6e2ab19b5b28cfb5004f2d9357cabdf0cd8d753aad8117100ade842cb86
+size 28751
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep30_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep30_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..fac4b99cb29e6b48ddb163e7685ab7cfd8f38ebd
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep30_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc327832f9770b813ff9e94614d7f20da5b2b0ce3696d52f94858ed425d819d2
+size 28751
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..6ab09b1a12877f423e8f538358f336d2393f5683
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6254b52efe7a2f051c847cad98f50e46ba7a22bb70af449a88851b2c842b445
+size 28751
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep30_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep30_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..4fb27d631f136431f02919354005eb4ab8fbafc2
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep30_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a89347c288f6ae470b45b079174dd7140f68d1efeee8abb91cb0b1022b7906c8
+size 28751
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep30_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep30_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1aed748c6fd839de5e08ada29c63753bf6ca78c9
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep30_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6556b479639a61cbd93f7e51a125149b377e54ab4cc938f5c0597d082198891f
+size 28751
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..95271db660300b720c9ad8f2970e5feedcbdd771
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:804d9505ebe5869d7052034a6e59f5e8775cb3b13f1c11797c24cbf1a313b2b3
+size 28751
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..0194267e8f3bd5d4287c8ec43dfb91b8430f3a31
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/confidnet_lr0.001_ep50_wd0.0001/model_roberta/dataset_toxigen/head_seed_0/LoraConfig_toxigen_seed_1_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4aa08a664bfa1777f43e81134b2d403a88129cf918b91c142946d87c7c598a10
+size 28751
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..c0032abe7ecf6a8702adbc8dfe37881ac8a219f4
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f51b384f88a84c718858a48a2a25ea7bd33dbe2fa86f545a221afd643b6e02fc
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..8451157458c02eb3fcbcb4b2b8bfe6c95d392c6b
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f8412eb9c9bf5a7f7228a9d0d8d4a69a3a2fb26f0837631388e90d9ec80d047
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..a794ca6a130d187c02765e893af2e979b4f7a2cd
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0001_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39a7049d133ad338277df3adaabc36bf0a6fd67ed00aed03d7c56e87434dccfd
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..50197153b1e7aaaac61b76400e7556ade1a366a2
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:67f2bb90e03cf4b5f6abff5acc5e945ddd81026da21c86ba490e6f58e6f23486
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..898c0666cecef69c94324151ae7f5a4a25be5024
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:754b11465510f9af0f6858713d6edfc3f0dbcd03b36457d7e76dde0335d0e05a
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..91494555518b9b69188d846906a50af936be992a
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr0.0004_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b4a6f5f76a87a867648721bf5604e75dc61435c6adfcff17a90b3d1948d50d8
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..e821d2236feefa4e358bdbde7ca87e97fdb68b21
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:497133f6c14f4e63da42c721411fb7e46ea05aa86c80e5233bb4ec9cf5ad2d6a
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..1b7239095332831a5a6cc3b4bc9d79034ef2eaa6
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b76f8ad412a0cb9846b5e35c05a900c1875daa34f372c9369edf39ede815366d
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..ed2d2944679c1dfa2e6f7d3e7f0ca94b496da38a
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/l2sp_lr1e-05_b1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7c9d3a2c49f1aa92615991c74fbf9c87c26d7b426d09fcf65c4c8b54ba5fd0b
+size 4774450
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..6d3cb6b991af4317f688e7a6d40102820175f54b
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72830c983ae6ce0227d1a891a8f8b3509385ac0fe90c26ca7c0a3929b5e4e659
+size 4774462
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..845326735a7dd628e74239b6d93a8924b57cf212
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64e26f6ed34c601dcc2a50f6cae8ba48565fbd57725b23c08d400bc8eaaab673
+size 4774462
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..b879bae6797ba17a34319e9e22035f560052e87c
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/randcls_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:693d43da00ef257e60adfc351275488b773c0ebc83b982d3ec6e6914fba9da8a
+size 4774462
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..6ae9c1a6ea03f27e1e2a1f3d76ee294e94e1af45
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr0.0001/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2111e50efdaeaa87818104223b7af341320edc9e558a8ada9b2d2c19e34d5a5a
+size 42864
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..203a5e5bf0135260e42f3b72701000c6101b8019
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr0.0004/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4023ae96be824592ab31c92171ef061705446022d30a85f29d3f7fdb2454928
+size 42864
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..649fc460d0c1a35989e9b958b0ec954dfe53b4d2
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/randlin_lr1e-05/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93abfdd983bbcd675a829f6a73e1f243e73a8c6257a2a30b01758dfb9c7d6f7d
+size 42864
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..f868b851187c4bf91405c01f2250a75bf909bd86
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd712d9c8d74b3443a7e8aa29d6e3b50c6fbe48d8a75b40fc61d4e91c3173994
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..89f77cc69057bc61988418bc7784edf4194c9501
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dcce04f7329ac1d6cffa2b1522561da5e96c53244868e8606febbd53e1b8fe67
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..058fe8185bc4a22cb37fe2edd08048ec3fa59942
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0001_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a332ad2c06f955fcbb466bae617806892e72c84d8b7f1d9ac8c5abf59f9f2f21
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..b1889eb0e156c3f1df8dd25a9b65c1bad33ca947
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f3193185e3b29449dc6b45c413e28b283639b71688408f9635d17bdd00c3771
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..208da6fc3a146dc8b0fd4100e3e132abc8e28890
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f74958e61fbe9b69a6c485b95d331b0f95701d25bbef523f769a4032b161700a
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..c0178e90f8efecf4089a8e1ad70b468daad7bef3
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr0.0004_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c67510eca2e31a8a82413f4b18be1622abaa443afc68b3024345770270b8b258
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..e6148ed4b8614e4723b68e1657343bf0f65362af
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a0.01/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a66cc31493813203d6d4d7388a99db1d8361d5854f94719b1b1cdbdd4b622d2f
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..c128c96fda66422da36a418793159c1a23c620b7
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a0.1/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:14aa46228f1bf1db1ab3cc993d9bf154ed49e16c0c37ca4cb8c9780a71235127
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..86a1ef67ab208957cd8ec2fa17208adf7e9daad3
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_1/reg_lr1e-05_a1.0/model_roberta/dataset_toxigen/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e54b2e7917d266847e262561b5bc5257752495e5978f478e3dd9796fa04f508
+size 4774449
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/bce_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/bce_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..bb099e257051fd590d7a6a3b0ea842398e044dae
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/bce_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e0fa9c71059d8fd61cd2b498d340a237fbf56c3533970126d5bfe5b34ab4c9d8
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..273818a3b47afb7be01ab7e7640b914bd170e1a2
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3aaa7bcb0e8e8a573dae8811007c56009313f1e45cd841c1c3c8ba3905a4611
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..58d6fca497b02765ea4083f7cb3ac41e4e0bd3d8
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9688f5ee88193418d1350f13e7dfc1587fd5b6ae7723999f6384a850a216ff8d
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..3b8889adb3467c04eedc1feda40ae2abd2de0d81
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:448296fe9b9d8552e8f1262bbd6321bbeec91c0b40bccdd1ae379fe74c379ae8
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ce5e88b0c6dc950060d083f93a7a8a4cff901a1c
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bb0ecc25ca8ca3fe3dc2da30e1cf63bf21dee77fea875f4d875e43e6dd7e853
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..f08128015ddc2165e33d46d413be4aa97aefdb60
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38ce3690da16bad592cdd5304ae7c5cad1a870b0e41a2042376f9ca282693e9c
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..8b7503af9530221ad37549bb46a8d9cbf95aca88
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e13c44be4f8d6b2f3ccd9b770fc8a8e77e97a661b01f5f0a7f6efbd4632af2e3
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..9e496123b239c4160c5034576f8d39b0ede1be98
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4e6da1e863699a1a66372c25616a8f2d51305fcf7656f4189c487db990134350
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..bff7d83e9f53f21acbee075595ec8f372e9033aa
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_3_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:199ec425e5fa75782c0f9be270b20feb2c8ef1e075f2bf697d9ceeeceb9609f7
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..7bb23155f191abebe7c545a4d826f354de412f18
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:adef7f94b91c75177313ca69b4a26dd14bc05586d6a889c9e3dd35e32c9faad2
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..bfb86a7d9fdda336a2acee6716138840633c455f
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e28b98fe9e2d5e167f3652d6d1f134ca2952f90021fd559fb00ad58349e9fe0d
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..1a3bce91ef20e009c016b5602f99073c1d6918b8
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/l2sp_lr1e-05_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55da315f9e7e61c50d8593b9dd4146da38c496ba4cb764a927de0c89c6983131
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/randcls_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/randcls_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..a7630fd17b1b874504845e1f25593a2e50dc4b9f
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/randcls_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:331b51564fe7972eb2c26d906a61ad3608fb21fa0a3fd63e18ed7df5f851700a
+size 5664911
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/randlin_lr0.0001/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/randlin_lr0.0001/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..9f77e417ecb27e3e74dcca32e1d17b1bbb0fa54f
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/randlin_lr0.0001/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60d7b06e30cb96979b5b71723b884d2127f45bccaabdb1abd68c47a39f277697
+size 822539
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/randlin_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/randlin_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..d80996816e52cdbdd74a789d71cfaa77dc83a841
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/randlin_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8eb2ed0d4335d60f466421788a3b91493717e49e439a809e0878ece6b4b85c40
+size 822539
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..0df29d0c18f9eb72575e6caf8ed0514f50826c03
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed578039e0d86bb6d73b06eb76bfec40ed8264ab633af002a0183f1f653f0268
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..ec9bc3c088f2b21ba40179f73338625484376776
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ea4d466e0e8315092ccf16bb874d202b94b10399376ec861c221e748ac60066
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..c3f6ab8ecef880c2630d92c5e894ed9f55a5af99
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_3/reg_lr1e-05_a1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb4462b3eb063615ac751815ef348bfe63482217d55281598a671bdb1d268ce7
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr0.0001/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr0.0001/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..e7169e2a18ce16be2687fc2cca7aa4aee8e001d6
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr0.0001/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f288178a9d9beeac771cae837881261f50ceb2c79a4faa3dc9640b4deb64b137
+size 5664842
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..e52425bb94da5a46f3566d30764ad694c0571a9f
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29020b721477c8cbecf8b3f5358351d83e0b7371e177d74c209e69345aaa698c
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..6bb214a2b61b7f794ba9272f7c728a5fdb85d71e
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/bce_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38c0ed67dca224d82988ffd1aec9b6ad8b15b1cb95d255edb81a3cbcfc89a0f2
+size 5664842
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..6750838e4d5249f9a05ec715ea65a4e59ed04c1c
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c3649719e7c2763d2e31b805ffadd2078635419a6a137d02c19acb2a4a42476
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..7a9e4b6a601d58015cd1644ec0739415487d0888
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a53bf6e97f7633f8a4f471030ae9236c729ecba35528796996879ae4a9560f5f
+size 737416
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..a57de2301dfbbd572b0f1ed415deaaae90386b7a
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6523e72928622ca4b96966a766a6c6904d461e0eea6746ed98e5144c6988220e
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1a0d1f8ac55042286e213cdf69bf5a460eebfb4c
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep30_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:061cae7d969f779ac535bd10d542fd864a918cd292e9ac52e6de2f331888d5fa
+size 737416
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..fab4a9e08717fe7d2e6293dedb708bc57db5d7d9
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b52ee856a414157dbe80a388753bb00c47db773f4e63e824a4ebdb8bada04205
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..795952a95f2e41a1b1a872b23ba1ee5596a9b058
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:48529fe257874fe0503825f93ffdabcdc7914459f2020d2dd2f019ef3634ac61
+size 737416
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..919195ed501e3d220001172e25c4689d8a784ae4
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:43efb8aed39a8b868840ce1718b75f0ded9c3d69dc920989efae8d27fcf8db82
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..1c5392e36530845b071e35cc14de35eec44cd5df
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.0003_ep50_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:198ff80bd70404118632c3ed114d2b70662c1f008665ee32f2ae2bd9de919aa7
+size 737416
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..79f13cba1694aed13e4caea8ef9eb2472b60805d
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7c5e72ea1498a3dc9d790658ce00b944822b081ab5b0ae43e907505889ada7f
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..90658f510a6dc477b5bef2a0f530115c87b0854a
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c4830a81e58d23f9ed6bad2a149cd86b63739be1cb177703537a8fae0668353a
+size 737416
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..7edc320f87a4121bd8ea01b02ab6349fbd3c06bb
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bed8ea8fa2aac28237dd4a789701bf7e36de1749486a6fba494a2e90a6de2db
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ab588ec75132c8d002b950e8a15facbeef52f059
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep30_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6ded8df7f69facec6253245cd1b1f4ddf13788218df4bedac0a207d71c710a1e
+size 737416
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..181c8938b4ab2c6e0e75fbee6c8356984b0be1d9
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b54c6c7db9eefd4c3cb3a75cbf4c277d36ea50452a899bb9f7728822fa00ee07
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..2431ad1b6249c573594d009fa050887d1395d13f
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e18a37156b4a47bc6240e3fa068eb6a4490a0190f957517f525dff6530a0bab
+size 737416
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..4241e3496ce98e4f4b0e978ed513147b1e9ba299
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0001/model_electra/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da4463e27010a92e393eea2bd6bc9c28739026475e2badf61a34bdf56bdb8dea
+size 737445
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..bb2fcf5160b3b0133121a5b22a8f29d4fe835443
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/confidnet_lr0.001_ep50_wd0.0001/model_roberta/dataset_20newsgroups/head_seed_0/LoraConfig_20newsgroups_seed_4_normalization_True_confidnet_state.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f394f8549f4178ae5436452cd23a1803de7c67f66a527e62b7e1743f9ece8d9e
+size 737416
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..a9d1ee0325cbd494b8d846030de096998a6e5488
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6e7187492b06ac9e2d2a963338e6177f2e98c3cd2df55eed0d84ac4860fa4ad
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..2a1378e2334e66ca7371b7600da8f1d83d6f71df
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab00319cd32c08fa70d13d10a1d32710ae5e5629b4b11394509dc6951ee4bfcc
+size 5664843
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..f579df8cc3c69335377972598bb0f2b5aad916aa
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aa1d65f866231e2199dc7bba5be220162da7662694ade7a9b772d4622ac8f5c6
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..a53bc607b7ebcd295507a6520b1a93eca9a09467
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c80c88e6cf0a4956bf78a154d1fbe683bbbcde5a55c1a7021ec8a6586d4a7acb
+size 5664843
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..d681caf28b1df7fa2bb64f9a80bfc881bb1043a3
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:25a2464abb0e656f567d062f2a5f95be04bd14431de9c20ce6fcf2b73678d9db
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..74d3f46007a69fb7bf49788c9f26f075bc331393
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr0.0004_b1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b12be230fb18949a879512f0dafffb173fe296e092451f8163bf32c8199cf87
+size 5664843
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..92496ff4c66af70628bea0b03c8e978803f5065d
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4287001df5b74623d98ae5d3dee1f57ef443408782db0760cc0986b23044c8e8
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..e5924708080035182f8fc1b3799c15cebde7663a
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91f94b185e8975b8b08f55df1c54c174bbb9892319f0e6cdef866ad671e0cd25
+size 5664843
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..b90642916b963f56eaa977b72bbc2970e4562a54
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91dfefe23319dc97c6672b298b4f0927f13fc9b66fcbe7ac775660c97e0e2cdb
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..4d0eefb1a2e41d4a372a0c72084bdb0f3389c7b1
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4596ea34679d3cbe265375a7f8bde38c31169ec849dfe7ad998b33c6c1200f84
+size 5664843
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..bfc221f3e3622bb643e4133e9223f6b7e94519b4
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c8d495d36b96d9982c67a328343cdb15f877d7a5f41e5bbb4327e81970cadd33
+size 5664899
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..2fcd4dcf49b32a6e73aabb1f774186171abc3b99
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/l2sp_lr1e-05_b1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60399c09794abcc78a8dcef2b42ccf74348a1c309db20b4eb0bb07db06b360b9
+size 5664843
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/randcls_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/randcls_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..535769f71322d932a1b534de0bb5051df783d680
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/randcls_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75e94391cb413b419c2b6c77145baa0dc35d4b53be360ca07c9f965da032d9c0
+size 5664911
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/randcls_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/randcls_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..7f9d3cfb1390b63d7d62c2d7fe1c9390d7b7b287
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/randcls_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5cc1fb42675e497f6674c6056da8ec43bf909cd87e8b902b95a9444a2e3a3ead
+size 5664855
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr0.0001/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr0.0001/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..abd6a2f5e5f8173736d879eb940e5e38aa6593ea
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr0.0001/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f586a1b0ffb3bd65a98691252f101b19f73a2c444b8ccbf1b42257e500dbae6
+size 822539
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr0.0001/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr0.0001/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..2efc32cdc465500dac8d3a66108a7b609c7f2c06
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr0.0001/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e77fd0f37e51b4dd940d40d3a1d15d54827d4c1f708766ea773435c69117db1a
+size 822512
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..6efab8a01a483a93a719d843f7bcc0f4626c2049
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr1e-05/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b371d3ca6b998d6049c6e8da14bc4ed3974eb10c491065fe90df3d4cdbad42e
+size 822539
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..35b16d26c7b7f476d5812c9b21b2ae917b947249
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/randlin_lr1e-05/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da080078acaa0042d0ad6be73dff437e5097a7dfe8686cd552c2c78ce8d3e264
+size 822512
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..a4aec9cef631d9566fdd02cb895e7b28d389b603
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a0717be84548b6871f37c9ce1dbbfd2e83d550278714b32855dfcda2401282b0
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..bf77c9982f8d5fd3d64f702a18ed6e68451450c8
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ed3de40f18c95f42f4217088e7f03cab280478ea31cd391e534742594105e43
+size 5664842
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..fd9644cab18f241b2a04b40fb953a07f0d3d75ef
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:949e7155b932abd1d77e7672f596bae22b5907d05b7a9410015ed7e8f5107c78
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..1cdf8bb6620fd138ba81646a5e481cb2b4194490
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr0.0004_a0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ddf54993c0fe1695dc8de7baa0af55dbf0bf397375eeb0fb31f2fc8984f885c4
+size 5664842
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..f75dc3eed8899ad720df35132e41e22630a6aace
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.01/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c9327d9f62177566997baa7990d6d818b19cfe9f2b6dbda583a3d5e43463ca4
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..a477b080aff9f20b6de9abf5c49ba59de1befae1
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.01/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fadd76d625393333d62675b1a40b0018a1afa4abab8e9cc56c7692eb18fd8b7b
+size 5664842
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..4c63fe3d0048511707e93a1f288c0b6a0f99d4cd
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.1/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c6bca87fc02b1cceb7adffe2931c4ff4dc7feb8d219d369180279cf349a0d40
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..5b920fb6a34f42c38daa159629084d79d3d926f2
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a0.1/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b67ff9b4512b9bfa58fc228449c9d5e209c605ebfec41e8459001b8448101603
+size 5664842
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..1fe64ed7f30a063547a67194e15b6761d41d6864
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a1.0/model_electra/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2cc172d0620cfa01205e6890e2bcb55964b74112e0d0783279ff89d6c15b8509
+size 5664898
diff --git a/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
new file mode 100644
index 0000000000000000000000000000000000000000..0eb47b68377f59010c388ee7382db9bc306ac31d
--- /dev/null
+++ b/revision_runs/heldout_v3/trainval/runs/base_4/reg_lr1e-05_a1.0/model_roberta/dataset_20newsgroups/head_seed_0/best_run.pickle
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3974342a68a2d4f0a9e10687d5bb8861bb238b6af95ec889b8cfb22f9699ac9a
+size 5664842