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diff --git a/results/improvements/experiment_log.txt b/results/improvements/experiment_log.txt
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index 0000000000000000000000000000000000000000..ec97977674503fb7ec6e2a7a45731f4b8c79833b
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+++ b/results/improvements/experiment_log.txt
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+
+Running 22 experiments on cuda
+Results will be saved to results/improvements/
+Experiments: ['01_grad_only_600ms', '02_grad_only_1000ms', '03_all_ch_1000ms', '04_all_ch_1200ms', '05_grad_only_1200ms', '06_hard_neg_curriculum', '07_wordlen_aux', '08_supcon', '09_supcon_stronger', '10_conformer_2block', '11_conformer_3block', '12_conformer_1000ms', '13_multiscale', '14_multiscale_1000ms', '15_multilevel_da', '16_domain_specific_bn', '17_grad_1000ms_supcon', '18_conformer_grad_only', '19_conformer_grad_1000ms', '20_architecture_diversity_ensemble', '21_window_diversity_ensemble', '22_calibrated_stacking']
+
+
+############################################################
+# EXPERIMENT: 01_grad_only_600ms
+############################################################
+  Data: 1000 RV, 2745 train_neg, 8 val_pos, 200 val_neg, 4 test_pos, 200 test_neg
+  Shape: (306, 150)
+  Seed 7 (1/5)... AUPRC=0.0325 det=4/4 FP@3/4=125 (122.7s, 7ep)
+  Seed 42 (2/5)... AUPRC=0.0158 det=3/4 FP@3/4=183 (120.1s, 7ep)
+  Seed 123 (3/5)... AUPRC=0.0186 det=1/4 FP@3/4=187 (116.2s, 7ep)
+  Seed 256 (4/5)... AUPRC=0.1115 det=0/4 FP@3/4=200 (252.5s, 15ep)
+  Seed 999 (5/5)... AUPRC=0.0143 det=2/4 FP@3/4=188 (119.2s, 7ep)
+
+============================================================
+  01_grad_only_600ms
+  Ensemble AUPRC=0.0137 [0.0055, 0.0317]
+  det=3/4  FP@4/4=182
+  FP@3/4=177  pos_probs=['0.555', '0.202', '0.599', '0.601']
+  Time: 731s
+============================================================
+
+  [git] Pushed: results: 01_grad_only_600ms — AUPRC=0.0137 FP@3/4=177
+
+############################################################
+# EXPERIMENT: 02_grad_only_1000ms
+############################################################
+  Data: 1000 RV, 2726 train_neg, 8 val_pos, 200 val_neg, 4 test_pos, 200 test_neg
+  Shape: (306, 250)
+  Seed 7 (1/5)... 
\ No newline at end of file
diff --git a/results/improvements/experiment_log_v2.txt b/results/improvements/experiment_log_v2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f11c0f168c66d5d81017aabd06cae3764bf8a360
--- /dev/null
+++ b/results/improvements/experiment_log_v2.txt
@@ -0,0 +1,120 @@
+
+Running 14 experiments on cuda
+Results will be saved to results/improvements/
+Experiments: ['01_all_ch_1000ms', '02_all_ch_1200ms', '03_conformer_2block', '04_conformer_3block', '05_multiscale', '06_hard_neg_curriculum', '07_wordlen_aux', '08_supcon', '09_multilevel_da', '10_domain_specific_bn', '11_adaptive_combos', '12_window_diversity_ensemble', '13_architecture_diversity_ensemble', '14_calibrated_stacking']
+
+
+############################################################
+# EXPERIMENT: 01_all_ch_1000ms
+############################################################
+  Data: 1000 RV, 2726 train_neg, 8 val_pos, 200 val_neg, 4 test_pos, 200 test_neg
+  Shape: (306, 250)
+  Seed 7 (1/5)... AUPRC=0.0431 det=4/4 FP@3/4=62 (147.2s, 6ep)
+  Seed 42 (2/5)... AUPRC=0.0392 det=4/4 FP@3/4=145 (196.5s, 8ep)
+  Seed 123 (3/5)... AUPRC=0.0938 det=4/4 FP@3/4=76 (144.9s, 6ep)
+  Seed 256 (4/5)... AUPRC=0.0582 det=4/4 FP@3/4=48 (144.7s, 6ep)
+  Seed 999 (5/5)... AUPRC=0.1159 det=1/4 FP@3/4=38 (145.7s, 6ep)
+
+============================================================
+  01_all_ch_1000ms
+  Ensemble AUPRC=0.1429 [0.0333, 0.5000]
+  det=4/4  FP@4/4=148
+  FP@3/4=24  pos_probs=['0.925', '0.828', '0.796', '0.841']
+  Time: 779s
+============================================================
+
+  [git] Pushed: results: 01_all_ch_1000ms — AUPRC=0.1429 FP@3/4=24
+
+############################################################
+# EXPERIMENT: 02_all_ch_1200ms
+############################################################
+  Data: 1000 RV, 2713 train_neg, 8 val_pos, 200 val_neg, 4 test_pos, 200 test_neg
+  Shape: (306, 300)
+  Seed 7 (1/5)... AUPRC=0.0171 det=0/4 FP@3/4=151 (165.6s, 6ep)
+  Seed 42 (2/5)... AUPRC=0.0409 det=4/4 FP@3/4=72 (163.8s, 6ep)
+  Seed 123 (3/5)... AUPRC=0.0162 det=0/4 FP@3/4=156 (161.3s, 6ep)
+  Seed 256 (4/5)... AUPRC=0.1597 det=0/4 FP@3/4=200 (378.3s, 14ep)
+  Seed 999 (5/5)... AUPRC=0.0596 det=4/4 FP@3/4=35 (160.0s, 6ep)
+
+============================================================
+  02_all_ch_1200ms
+  Ensemble AUPRC=0.0288 [0.0108, 0.0693]
+  det=0/4  FP@4/4=45
+  FP@3/4=87  pos_probs=['0.440', '0.485', '0.473', '0.415']
+  Time: 1029s
+============================================================
+
+  [git] Pushed: results: 02_all_ch_1200ms — AUPRC=0.0288 FP@3/4=87
+
+############################################################
+# EXPERIMENT: 03_conformer_2block
+############################################################
+  Data: 1000 RV, 2745 train_neg, 8 val_pos, 200 val_neg, 4 test_pos, 200 test_neg
+  Shape: (306, 150)
+  Seed 7 (1/5)... AUPRC=0.1685 det=4/4 FP@3/4=19 (106.0s, 6ep)
+  Seed 42 (2/5)... AUPRC=0.0335 det=4/4 FP@3/4=200 (137.9s, 8ep)
+  Seed 123 (3/5)... AUPRC=0.1028 det=4/4 FP@3/4=59 (142.5s, 8ep)
+  Seed 256 (4/5)... AUPRC=0.0442 det=4/4 FP@3/4=118 (152.4s, 9ep)
+  Seed 999 (5/5)... AUPRC=0.1064 det=4/4 FP@3/4=200 (190.5s, 11ep)
+
+============================================================
+  03_conformer_2block
+  Ensemble AUPRC=0.1726 [0.0260, 0.6108]
+  det=4/4  FP@4/4=200
+  FP@3/4=19  pos_probs=['0.978', '0.979', '0.981', '0.978']
+  Time: 729s
+============================================================
+
+  [git] Pushed: results: 03_conformer_2block — AUPRC=0.1726 FP@3/4=19
+
+############################################################
+# EXPERIMENT: 04_conformer_3block
+############################################################
+  Data: 1000 RV, 2745 train_neg, 8 val_pos, 200 val_neg, 4 test_pos, 200 test_neg
+  Shape: (306, 150)
+  Seed 7 (1/5)... AUPRC=0.0381 det=4/4 FP@3/4=200 (122.4s, 7ep)
+  Seed 42 (2/5)... AUPRC=0.1193 det=4/4 FP@3/4=28 (107.8s, 6ep)
+  Seed 123 (3/5)... AUPRC=0.3662 det=4/4 FP@3/4=123 (105.2s, 6ep)
+  Seed 256 (4/5)... AUPRC=0.1405 det=4/4 FP@3/4=36 (104.6s, 6ep)
+  Seed 999 (5/5)... AUPRC=0.0694 det=4/4 FP@3/4=200 (190.9s, 11ep)
+
+============================================================
+  04_conformer_3block
+  Ensemble AUPRC=0.2180 [0.0139, 0.7640]
+  det=4/4  FP@4/4=200
+  FP@3/4=102  pos_probs=['0.983', '0.983', '0.983', '0.983']
+  Time: 631s
+============================================================
+
+  [git] Pushed: results: 04_conformer_3block — AUPRC=0.2180 FP@3/4=102
+
+############################################################
+# EXPERIMENT: 05_multiscale
+############################################################
+  Data: 1000 RV, 2745 train_neg, 8 val_pos, 200 val_neg, 4 test_pos, 200 test_neg
+  Shape: (306, 150)
+  Seed 7 (1/5)... AUPRC=0.0291 det=4/4 FP@3/4=131 (135.7s, 8ep)
+  Seed 42 (2/5)... AUPRC=0.0162 det=4/4 FP@3/4=197 (309.3s, 18ep)
+  Seed 123 (3/5)... AUPRC=0.0143 det=2/4 FP@3/4=168 (302.1s, 18ep)
+  Seed 256 (4/5)... AUPRC=0.1127 det=3/4 FP@3/4=21 (100.6s, 6ep)
+  Seed 999 (5/5)... AUPRC=0.0170 det=1/4 FP@3/4=200 (338.5s, 20ep)
+
+============================================================
+  05_multiscale
+  Ensemble AUPRC=0.0220 [0.0063, 0.0692]
+  det=4/4  FP@4/4=195
+  FP@3/4=148  pos_probs=['0.800', '0.600', '0.837', '0.633']
+  Time: 1186s
+============================================================
+
+  [git] Pushed: results: 05_multiscale — AUPRC=0.0220 FP@3/4=148
+  Identifying hard negatives from val set...
+  Top FA words: [('the', 9), ('and', 7), ('dobby', 5), ('harry', 4), ('but', 3), ('dumbledore', 3), ('said', 3), ('got', 3), ('for', 2), ('from', 2), ('hat', 2), ('ginny', 2), ('was', 2), ('way', 2), ('weasley', 2)]
+  Hard negatives in training set: 811/2745
+
+############################################################
+# EXPERIMENT: 06_hard_neg_curriculum
+############################################################
+  Data: 1000 RV, 2745 train_neg, 8 val_pos, 200 val_neg, 4 test_pos, 200 test_neg
+  Shape: (306, 150)
+  Seed 7 (1/5)... 
\ No newline at end of file
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+  "config": {
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+    "encoder_lr": 0,
+    "proj_lr": 0.001,
+    "lambda_anchor": 1.0,
+    "lambda_bridge": 0.5,
+    "batch_size": 32,
+    "name": "megxl_frozen",
+    "seeds": [
+      7,
+      42,
+      123,
+      256,
+      999
+    ],
+    "d_emb": 1024,
+    "tmax": 0.6,
+    "model": "MEG-XL + MLP"
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+      "elapsed_s": 349.7
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+  },
+  "total_elapsed_s": 2169.9
+}
\ No newline at end of file
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+      "auprc": 0.14887338334543304,
+      "roc_auc": 0.83,
+      "pos_probs": [
+        0.8343398571014404,
+        0.926800012588501,
+        0.8887773752212524,
+        0.8930386304855347
+      ],
+      "fp_at_3of4": 20,
+      "det_at_3of4": 3,
+      "fp_at_4of4": 200,
+      "det_at_4of4": 4,
+      "n_test": 204,
+      "n_pos": 4,
+      "n_neg": 200,
+      "seed": 5555,
+      "epochs": 16,
+      "elapsed_s": 275.9
+    }
+  ],
+  "ensemble": {
+    "auprc": 0.32697505197505194,
+    "roc_auc": 0.865,
+    "pos_probs": [
+      0.8624585270881653,
+      0.9263497591018677,
+      0.9046193361282349,
+      0.8853182792663574
+    ],
+    "fp_at_3of4": 27,
+    "det_at_3of4": 3,
+    "fp_at_4of4": 200,
+    "det_at_4of4": 4,
+    "n_test": 204,
+    "n_pos": 4,
+    "n_neg": 200,
+    "bootstrap": {
+      "auprc": 0.32697505197505194,
+      "ci_lower": 0.0273972602739726,
+      "ci_upper": 1.0
+    }
+  },
+  "total_elapsed_s": 2493.9
+}
\ No newline at end of file
diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_123.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_123.npz
new file mode 100644
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--- /dev/null
+++ b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_123.npz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 3224
diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_1337.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_1337.npz
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
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diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_2024.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_2024.npz
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
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+size 3224
diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_256.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_256.npz
new file mode 100644
index 0000000000000000000000000000000000000000..ed88760215238112dc44aa2981f1942dd87ff2b1
--- /dev/null
+++ b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_256.npz
@@ -0,0 +1,3 @@
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diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_3141.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_3141.npz
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
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diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_42.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_42.npz
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
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diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_4242.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_4242.npz
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,3 @@
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diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_5555.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_5555.npz
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_7.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_7.npz
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_999.npz b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_999.npz
new file mode 100644
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--- /dev/null
+++ b/results/improvements/overnight/best_10seed_a2_emb_lower_lr/seed_999.npz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/results/improvements/overnight/overnight_summary.json b/results/improvements/overnight/overnight_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e70e9b3cb07f06a4d0b3783d1ca420b8dc158d9
--- /dev/null
+++ b/results/improvements/overnight/overnight_summary.json
@@ -0,0 +1,35 @@
+{
+  "total_time_hours": 6.81,
+  "best_config": "a2_emb_lower_lr",
+  "experiments": {
+    "a1_emb_1000ms": {
+      "auprc": 0.08078839417365559,
+      "fp_at_3of4": 39,
+      "det_at_4of4": 4
+    },
+    "a2_emb_lower_lr": {
+      "auprc": 0.3365953947368421,
+      "fp_at_3of4": 29,
+      "det_at_4of4": 4
+    },
+    "a3_emb_large_batch": {
+      "auprc": 0.20071640316205533,
+      "fp_at_3of4": 22,
+      "det_at_4of4": 4
+    },
+    "a4_emb_hard_neg": {
+      "auprc": 0.16872079439252335,
+      "fp_at_3of4": 13,
+      "det_at_4of4": 4
+    },
+    "a5_emb_eegnet_backbone": {
+      "auprc": 0.09600718206837683,
+      "fp_at_3of4": 26,
+      "det_at_4of4": 4
+    },
+    "prior_emb_low_lr": {
+      "auprc": 0.395,
+      "fp_at_3of4": 13
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/improvements/overnight_log.txt b/results/improvements/overnight_log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..59aac0f1ced27023bfffa161469ae6e6244c3944
--- /dev/null
+++ b/results/improvements/overnight_log.txt
@@ -0,0 +1,207 @@
+[22:12:00] ============================================================
+[22:12:00] OVERNIGHT AUTONOMOUS PIPELINE
+[22:12:00] ============================================================
+[22:12:00] Loading data...
+[22:12:02] Loading T5 embeddings...
+  Loading cached T5 embeddings from cached_riddle_t5_embeddings.pt
+[22:12:02]   Data: 1000 RV, 2745 neg, shape=(306, 150)
+[22:12:02] Loading 1000ms data...
+[22:12:04] 
+============================================================
+[22:12:04] PHASE A: New embedding experiments
+[22:12:04] ============================================================
+[22:12:04] EXPERIMENT: a1_emb_1000ms
+  Seed 7 (1/5)... AUPRC=0.0430 FP@3/4=63 det=4/4 (714s, 30ep)
+  Seed 42 (2/5)... AUPRC=0.0745 FP@3/4=28 det=4/4 (447s, 19ep)
+  Seed 123 (3/5)... AUPRC=0.0875 FP@3/4=30 det=4/4 (671s, 29ep)
+  Seed 256 (4/5)... AUPRC=0.0576 FP@3/4=54 det=4/4 (530s, 23ep)
+  Seed 999 (5/5)... AUPRC=0.1270 FP@3/4=43 det=4/4 (443s, 19ep)
+[22:58:50]   → AUPRC=0.0808 FP@3/4=39 det=4/4 (2806s)
+  [git] Pushed: overnight a1_emb_1000ms: AUPRC=0.0808 FP@3/4=39
+[22:58:56] EXPERIMENT: a2_emb_lower_lr
+  Seed 7 (1/5)... AUPRC=0.3537 FP@3/4=21 det=4/4 (162s, 10ep)
+  Seed 42 (2/5)... AUPRC=0.2865 FP@3/4=98 det=4/4 (202s, 12ep)
+  Seed 123 (3/5)... AUPRC=0.1374 FP@3/4=16 det=4/4 (425s, 25ep)
+  Seed 256 (4/5)... AUPRC=0.3505 FP@3/4=15 det=4/4 (357s, 21ep)
+  Seed 999 (5/5)... AUPRC=0.3146 FP@3/4=64 det=4/4 (170s, 10ep)
+[23:20:54]   → AUPRC=0.3366 FP@3/4=29 det=4/4 (1318s)
+  [git] Pushed: overnight a2_emb_lower_lr: AUPRC=0.3366 FP@3/4=29
+[23:20:59] EXPERIMENT: a3_emb_large_batch
+  Seed 7 (1/5)... AUPRC=0.0743 FP@3/4=37 det=4/4 (334s, 21ep)
+  Seed 42 (2/5)... AUPRC=0.1253 FP@3/4=26 det=4/4 (431s, 27ep)
+  Seed 123 (3/5)... AUPRC=0.0627 FP@3/4=55 det=4/4 (369s, 23ep)
+  Seed 256 (4/5)... AUPRC=0.1931 FP@3/4=14 det=4/4 (283s, 18ep)
+  Seed 999 (5/5)... AUPRC=0.0424 FP@3/4=61 det=4/4 (450s, 28ep)
+[23:52:07]   → AUPRC=0.2007 FP@3/4=22 det=4/4 (1869s)
+  [git] Pushed: overnight a3_emb_large_batch: AUPRC=0.2007 FP@3/4=22
+[23:52:12] EXPERIMENT: a4_emb_hard_neg
+  Seed 7 (1/5)... AUPRC=0.1423 FP@3/4=26 det=4/4 (572s, 30ep)
+  Seed 42 (2/5)... AUPRC=0.1270 FP@3/4=25 det=4/4 (561s, 30ep)
+  Seed 123 (3/5)... AUPRC=0.0732 FP@3/4=33 det=4/4 (454s, 24ep)
+  Seed 256 (4/5)... AUPRC=0.1871 FP@3/4=43 det=4/4 (486s, 26ep)
+  Seed 999 (5/5)... AUPRC=0.4255 FP@3/4=6 det=4/4 (400s, 21ep)
+[00:33:25]   → AUPRC=0.1687 FP@3/4=13 det=4/4 (2474s)
+  [git] Pushed: overnight a4_emb_hard_neg: AUPRC=0.1687 FP@3/4=13
+[00:33:29] EXPERIMENT: a5_emb_eegnet_backbone
+  Seed 7 (1/5)... AUPRC=0.0408 FP@3/4=79 det=4/4 (521s, 30ep)
+  Seed 42 (2/5)... AUPRC=0.1134 FP@3/4=40 det=4/4 (347s, 20ep)
+  Seed 123 (3/5)... AUPRC=0.2893 FP@3/4=108 det=4/4 (174s, 10ep)
+  Seed 256 (4/5)... AUPRC=0.0632 FP@3/4=34 det=4/4 (528s, 30ep)
+  Seed 999 (5/5)... AUPRC=0.2426 FP@3/4=9 det=4/4 (515s, 30ep)
+[01:08:16]   → AUPRC=0.0960 FP@3/4=26 det=4/4 (2086s)
+  [git] Pushed: overnight a5_emb_eegnet_backbone: AUPRC=0.0960 FP@3/4=26
+[01:08:20] 
+============================================================
+[01:08:20] PHASE B: Full word-onset eval on top configs
+[01:08:20] ============================================================
+[01:08:20]   Ranking: [('prior_emb_low_lr', 0.395), ('a2_emb_lower_lr', 0.3366), ('a3_emb_large_batch', 0.2007), ('a4_emb_hard_neg', 0.1687), ('a5_emb_eegnet_backbone', 0.096), ('a1_emb_1000ms', 0.0808)]
+[01:08:20]   Skipping prior_emb_low_lr — no checkpoints
+[01:08:20] WORD-ONSET EVAL: a2_emb_lower_lr
+[01:08:34]   5 models, 2578 words, 7 keywords
+  Model 1/5... (14s)
+  Model 2/5... (13s)
+  Model 3/5... (13s)
+  Model 4/5... (13s)
+  Model 5/5... (13s)
+[01:09:41]   Keyword probs: [0.865 0.906 0.922 0.927 0.909 0.92  0.89 ]
+[01:09:41]   Non-kw: median=0.857 q95=0.909
+[01:09:41]     thr=0.50: 7/7 det, 2571 FP (100.0%)
+[01:09:41]     thr=0.60: 7/7 det, 2571 FP (100.0%)
+[01:09:41]     thr=0.65: 7/7 det, 2571 FP (100.0%)
+[01:09:41]     thr=0.70: 7/7 det, 2571 FP (100.0%)
+[01:09:41]     thr=0.75: 7/7 det, 2571 FP (100.0%)
+[01:09:41]     thr=0.80: 7/7 det, 2567 FP (99.8%)
+[01:09:41]     thr=0.85: 7/7 det, 1501 FP (58.4%)
+[01:09:41]     thr=0.90: 5/7 det, 289 FP (11.2%)
+[01:09:41]     thr=0.95: 0/7 det, 0 FP (0.0%)
+  [git] Pushed: overnight eval a2_emb_lower_lr: 7 kw, 2578 words
+[01:09:43] WORD-ONSET EVAL: a3_emb_large_batch
+[01:09:52]   5 models, 2578 words, 7 keywords
+  Model 1/5... (16s)
+  Model 2/5... (14s)
+  Model 3/5... (13s)
+  Model 4/5... (13s)
+  Model 5/5... (13s)
+[01:11:01]   Keyword probs: [0.89  0.895 0.907 0.906 0.902 0.905 0.902]
+[01:11:01]   Non-kw: median=0.851 q95=0.905
+[01:11:01]     thr=0.50: 7/7 det, 2571 FP (100.0%)
+[01:11:01]     thr=0.60: 7/7 det, 2571 FP (100.0%)
+[01:11:01]     thr=0.65: 7/7 det, 2571 FP (100.0%)
+[01:11:01]     thr=0.70: 7/7 det, 2571 FP (100.0%)
+[01:11:01]     thr=0.75: 7/7 det, 2571 FP (100.0%)
+[01:11:01]     thr=0.80: 7/7 det, 2039 FP (79.3%)
+[01:11:01]     thr=0.85: 7/7 det, 1303 FP (50.7%)
+[01:11:01]     thr=0.90: 5/7 det, 396 FP (15.4%)
+[01:11:01]     thr=0.95: 0/7 det, 0 FP (0.0%)
+  [git] Pushed: overnight eval a3_emb_large_batch: 7 kw, 2578 words
+[01:11:03] 
+  BEST CONFIG: a2_emb_lower_lr (FP=289 at >=4 det on full eval)
+[01:11:03] 
+============================================================
+[01:11:03] PHASE C: 10-seed ensemble of a2_emb_lower_lr
+[01:11:03] ============================================================
+[01:11:03] EXPERIMENT: best_10seed_a2_emb_lower_lr
+  Seed 7 (1/10)... AUPRC=0.3550 FP@3/4=20 det=4/4 (172s, 10ep)
+  Seed 42 (2/10)... AUPRC=0.2865 FP@3/4=98 det=4/4 (207s, 12ep)
+  Seed 123 (3/10)... AUPRC=0.1483 FP@3/4=18 det=4/4 (434s, 25ep)
+  Seed 256 (4/10)... AUPRC=0.3529 FP@3/4=15 det=4/4 (363s, 21ep)
+  Seed 999 (5/10)... AUPRC=0.3146 FP@3/4=64 det=4/4 (173s, 10ep)
+  Seed 1337 (6/10)... AUPRC=0.2362 FP@3/4=49 det=4/4 (187s, 11ep)
+  Seed 2024 (7/10)... AUPRC=0.1927 FP@3/4=21 det=4/4 (170s, 10ep)
+  Seed 3141 (8/10)... AUPRC=0.0723 FP@3/4=37 det=4/4 (251s, 15ep)
+  Seed 4242 (9/10)... AUPRC=0.0987 FP@3/4=36 det=4/4 (258s, 15ep)
+  Seed 5555 (10/10)... AUPRC=0.1489 FP@3/4=20 det=4/4 (276s, 16ep)
+[01:52:37]   → AUPRC=0.3270 FP@3/4=27 det=4/4 (2494s)
+  [git] Pushed: overnight best_10seed_a2_emb_lower_lr: AUPRC=0.3270 FP@3/4=27
+[01:52:43] WORD-ONSET EVAL: best_10seed_a2_emb_lower_lr
+[01:52:58]   10 models, 2578 words, 7 keywords
+  Model 1/10... (13s)
+  Model 2/10... (13s)
+  Model 3/10... (13s)
+  Model 4/10... (13s)
+  Model 5/10... (13s)
+  Model 6/10... (13s)
+  Model 7/10... (13s)
+  Model 8/10... (13s)
+  Model 9/10... (13s)
+  Model 10/10... (13s)
+[01:55:08]   Keyword probs: [0.862 0.903 0.925 0.926 0.905 0.921 0.885]
+[01:55:08]   Non-kw: median=0.852 q95=0.909
+[01:55:08]     thr=0.50: 7/7 det, 2571 FP (100.0%)
+[01:55:08]     thr=0.60: 7/7 det, 2571 FP (100.0%)
+[01:55:08]     thr=0.65: 7/7 det, 2571 FP (100.0%)
+[01:55:08]     thr=0.70: 7/7 det, 2571 FP (100.0%)
+[01:55:08]     thr=0.75: 7/7 det, 2571 FP (100.0%)
+[01:55:08]     thr=0.80: 7/7 det, 2568 FP (99.9%)
+[01:55:08]     thr=0.85: 7/7 det, 1345 FP (52.3%)
+[01:55:08]     thr=0.90: 5/7 det, 250 FP (9.7%)
+[01:55:08]     thr=0.95: 0/7 det, 0 FP (0.0%)
+  [git] Pushed: overnight eval best_10seed_a2_emb_lower_lr: 7 kw, 2578 words
+[01:55:11] 
+============================================================
+[01:55:11] PHASE D: Paper evaluations
+[01:55:11] ============================================================
+[01:55:11] PERMUTATION TEST: best_10seed_a2_emb_lower_lr
+[01:55:12]   Pred-shuffle: observed=0.3270, null=0.0454±0.0508, p=0.0040
+  Label-shuffle 1/20... AUPRC=0.1948
+  Label-shuffle 2/20... AUPRC=0.1627
+  Label-shuffle 3/20... AUPRC=0.2265
+  Label-shuffle 4/20... AUPRC=0.3217
+  Label-shuffle 5/20... AUPRC=0.1714
+  Label-shuffle 6/20... AUPRC=0.1440
+  Label-shuffle 7/20... AUPRC=0.1730
+  Label-shuffle 8/20... AUPRC=0.0939
+  Label-shuffle 9/20... AUPRC=0.1401
+  Label-shuffle 10/20... AUPRC=0.2377
+  Label-shuffle 11/20... AUPRC=0.1505
+  Label-shuffle 12/20... AUPRC=0.3367
+  Label-shuffle 13/20... AUPRC=0.2696
+  Label-shuffle 14/20... AUPRC=0.3099
+  Label-shuffle 15/20... AUPRC=0.2890
+  Label-shuffle 16/20... AUPRC=0.2944
+  Label-shuffle 17/20... AUPRC=0.1806
+  Label-shuffle 18/20... AUPRC=0.3345
+  Label-shuffle 19/20... AUPRC=0.2274
+  Label-shuffle 20/20... AUPRC=0.1667
+[03:05:22]   Label-shuffle: mean=0.2213±0.0721, p=0.1429
+  [git] Pushed: overnight permutation best_10seed_a2_emb_lower_lr: pred_p=0.0040, label_p=0.1429
+[03:05:25] DATA SCALING: best_10seed_a2_emb_lower_lr
+[03:05:25]   N_RV=50
+[03:26:24]     → AUPRC=0.1923 FP@3/4=12 det=4/4
+[03:26:24]   N_RV=100
+[03:46:54]     → AUPRC=0.2419 FP@3/4=20 det=4/4
+[03:46:54]   N_RV=200
+[04:08:56]     → AUPRC=0.3115 FP@3/4=53 det=4/4
+[04:08:56]   N_RV=500
+[04:26:00]     → AUPRC=0.3495 FP@3/4=29 det=4/4
+[04:26:00]   N_RV=1000
+[04:47:54]     → AUPRC=0.3298 FP@3/4=37 det=4/4
+  [git] Pushed: overnight data scaling best_10seed_a2_emb_lower_lr
+[04:47:56] 
+============================================================
+[04:47:56] PHASE E: Combine embedding + CDAN+E
+[04:47:56] ============================================================
+[04:47:56]   Using a2_emb_lower_lr embedding probs for combination
+[04:47:56] COMBINATION: embedding + CDAN+E
+  CDAN+E seed 7... AUPRC=0.0177
+  CDAN+E seed 42... AUPRC=0.1673
+  CDAN+E seed 123... AUPRC=0.1617
+  CDAN+E seed 256... AUPRC=0.0136
+  CDAN+E seed 999... AUPRC=0.1540
+[05:00:19]   multiply: AUPRC=0.4522 FP@3/4=25 det=3/4
+[05:00:19]   average: AUPRC=0.4522 FP@3/4=25 det=4/4
+[05:00:20]   geometric: AUPRC=0.4522 FP@3/4=25 det=4/4
+  [git] Pushed: overnight combination: best=cdan_e_only
+[05:00:22] 
+============================================================
+[05:00:22] OVERNIGHT PIPELINE COMPLETE — 6.8 hours
+[05:00:22] ============================================================
+  [git] Pushed: overnight complete: best=a2_emb_lower_lr, 6.8hr
+[05:00:24] 
+All experiment results:
+[05:00:24]   prior_emb_low_lr                    AUPRC=0.3950 FP@3/4=13
+[05:00:24]   a2_emb_lower_lr                     AUPRC=0.3366 FP@3/4=29
+[05:00:24]   a3_emb_large_batch                  AUPRC=0.2007 FP@3/4=22
+[05:00:24]   a4_emb_hard_neg                     AUPRC=0.1687 FP@3/4=13
+[05:00:24]   a5_emb_eegnet_backbone              AUPRC=0.0960 FP@3/4=26
+[05:00:24]   a1_emb_1000ms                       AUPRC=0.0808 FP@3/4=39
diff --git a/results/improvements/queue_log.txt b/results/improvements/queue_log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..067d9fbf05e76faccb7ac3b2dac9e52614b5c4c1
--- /dev/null
+++ b/results/improvements/queue_log.txt
@@ -0,0 +1,102 @@
+bash: warning: setlocale: LC_ALL: cannot change locale (en_US.UTF-8)
+=== PHASE 1: Embedding KWS ===
+============================================================
+EMBEDDING-SPACE KEYWORD SPOTTING (SigLIP + T5)
+============================================================
+
+Loading data...
+  RV: 1000, train_neg: 2745, ses18_pos: 8
+  val: 8+200, test: 4+200
+  Unique words: 1585
+  Sample shape: (306, 150)
+
+Building T5 word embeddings...
+  Loading T5 model (t5-large)...
+
Loading weights:   0%|          | 0/195 [00:00<?, ?it/s]
Loading weights: 100%|██████████| 195/195 [00:00<00:00, 4213.30it/s]
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+    Embedding word 1/1585: 'surely'
+    Embedding word 51/1585: 'course'
+    Embedding word 101/1585: 'fools'
+    Embedding word 151/1585: 'start'
+    Embedding word 201/1585: 'split'
+    Embedding word 251/1585: 'get'
+    Embedding word 301/1585: 'wiser'
+    Embedding word 351/1585: 'classroom'
+    Embedding word 401/1585: 'scurrying'
+    Embedding word 451/1585: 'seem'
+    Embedding word 501/1585: 'gently'
+    Embedding word 551/1585: 'belch'
+    Embedding word 601/1585: 'found'
+    Embedding word 651/1585: 'wife'
+    Embedding word 701/1585: 'roses'
+    Embedding word 751/1585: 'trying'
+    Embedding word 801/1585: 'fun'
+    Embedding word 851/1585: 'somehow'
+    Embedding word 901/1585: 'hand-picked'
+    Embedding word 951/1585: 'aim'
+    Embedding word 1001/1585: 'nor'
+    Embedding word 1051/1585: 'ignore'
+    Embedding word 1101/1585: 'spread'
+    Embedding word 1151/1585: 'mind'
+    Embedding word 1201/1585: 'coursing'
+    Embedding word 1251/1585: 'dream'
+    Embedding word 1301/1585: 'm-magic'
+    Embedding word 1351/1585: 'little'
+    Embedding word 1401/1585: 'wrapped'
+    Embedding word 1451/1585: 'whipped'
+    Embedding word 1501/1585: 'violently'
+    Embedding word 1551/1585: 'blow'
+  Saved 1585 embeddings to cached_riddle_t5_embeddings.pt
+  Embedding dim: 1024
+  cos(voldemort, voldemort's) = 0.949
+  cos(voldemort, dumbledore) = 0.776
+  cos(voldemort, harry) = 0.719
+  cos(voldemort, the) = 0.561
+  cos(voldemort, said) = 0.511
+
+############################################################
+# CONFIG: emb_default
+# {'lambda_anchor': 1.0, 'lambda_bridge': 0.5, 'lr': 0.001}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.0875 det=4/4 FP@3/4=38 probs=['0.844', '0.934', '0.930', '0.933'] (407s, 24ep)
+  Seed 42 (2/5)... AUPRC=0.2301 det=4/4 FP@3/4=9 probs=['0.883', '0.934', '0.934', '0.934'] (451s, 27ep)
+  Seed 123 (3/5)... AUPRC=0.0967 det=4/4 FP@3/4=25 probs=['0.929', '0.928', '0.929', '0.930'] (503s, 30ep)
+  Seed 256 (4/5)... AUPRC=0.3304 det=4/4 FP@3/4=18 probs=['0.870', '0.932', '0.938', '0.932'] (501s, 29ep)
+  Seed 999 (5/5)... AUPRC=0.0869 det=4/4 FP@3/4=30 probs=['0.874', '0.927', '0.923', '0.925'] (379s, 22ep)
+
+============================================================
+  emb_default
+  Ensemble AUPRC=0.1758 [0.0372, 0.4874]
+  det=4/4  FP@4/4=200
+  FP@3/4=8  pos_probs=['0.880', '0.931', '0.931', '0.931']
+  Time: 2243s
+============================================================
+
+  [git] Pushed: emb_default
+
+############################################################
+# CONFIG: emb_strong_anchor
+# {'lambda_anchor': 3.0, 'lambda_bridge': 1.0, 'lr': 0.001}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.1940 det=4/4 FP@3/4=54 probs=['0.986', '1.000', '0.903', '0.999'] (361s, 21ep)
+  Seed 42 (2/5)... AUPRC=0.0913 det=4/4 FP@3/4=68 probs=['0.844', '0.999', '0.906', '0.999'] (519s, 30ep)
+  Seed 123 (3/5)... AUPRC=0.2248 det=4/4 FP@3/4=47 probs=['0.938', '1.000', '0.980', '1.000'] (391s, 23ep)
+  Seed 256 (4/5)... AUPRC=0.1059 det=4/4 FP@3/4=20 probs=['0.936', '0.999', '0.999', '1.000'] (818s, 27ep)
+  Seed 999 (5/5)... AUPRC=0.0945 det=4/4 FP@3/4=78 probs=['0.873', '1.000', '0.914', '1.000'] (511s, 30ep)
+
+============================================================
+  emb_strong_anchor
+  Ensemble AUPRC=0.2747 [0.0156, 1.0000]
+  det=4/4  FP@4/4=200
+  FP@3/4=57  pos_probs=['0.915', '1.000', '0.941', '0.999']
+  Time: 2601s
+============================================================
+
+  [git] Pushed: emb_strong_anchor
+
+############################################################
+# CONFIG: emb_low_lr
+# {'lambda_anchor': 1.0, 'lambda_bridge': 0.5, 'lr': 0.0003}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.3405 det=4/4 FP@3/4=16 probs=['0.851', '0.918', '0.890', '0.899'] (137s, 8ep)
+  Seed 42 (2/5)... 
\ No newline at end of file
diff --git a/results/improvements/queue_log_v2.txt b/results/improvements/queue_log_v2.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7cbebf155b1e4b60bb3bbddd0f38ee072294c3c7
--- /dev/null
+++ b/results/improvements/queue_log_v2.txt
@@ -0,0 +1,171 @@
+bash: warning: setlocale: LC_ALL: cannot change locale (en_US.UTF-8)
+=== PHASE 1: Remaining embedding configs ===
+============================================================
+EMBEDDING-SPACE KEYWORD SPOTTING (SigLIP + T5)
+============================================================
+
+Loading data...
+  RV: 1000, train_neg: 2745, ses18_pos: 8
+  val: 8+200, test: 4+200
+  Unique words: 1585
+  Sample shape: (306, 150)
+
+Building T5 word embeddings...
+  Loading cached T5 embeddings from cached_riddle_t5_embeddings.pt
+  Embedding dim: 1024
+  cos(voldemort, voldemort's) = 0.949
+  cos(voldemort, dumbledore) = 0.776
+  cos(voldemort, harry) = 0.719
+  cos(voldemort, the) = 0.561
+  cos(voldemort, said) = 0.511
+
+############################################################
+# CONFIG: emb_default
+# {'lambda_anchor': 1.0, 'lambda_bridge': 0.5, 'lr': 0.001}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.1761 det=4/4 FP@3/4=14 probs=['0.872', '0.933', '0.933', '0.935'] (419s, 24ep)
+  Seed 42 (2/5)... AUPRC=0.3413 det=4/4 FP@3/4=19 probs=['0.866', '0.930', '0.928', '0.925'] (274s, 16ep)
+  Seed 123 (3/5)... AUPRC=0.1770 det=4/4 FP@3/4=51 probs=['0.921', '0.931', '0.914', '0.934'] (516s, 30ep)
+  Seed 256 (4/5)... AUPRC=0.0923 det=4/4 FP@3/4=53 probs=['0.833', '0.930', '0.911', '0.932'] (434s, 25ep)
+  Seed 999 (5/5)... AUPRC=0.1830 det=4/4 FP@3/4=43 probs=['0.904', '0.936', '0.910', '0.937'] (518s, 30ep)
+
+============================================================
+  emb_default
+  Ensemble AUPRC=0.2455 [0.0264, 0.7914]
+  det=4/4  FP@4/4=200
+  FP@3/4=29  pos_probs=['0.879', '0.932', '0.919', '0.933']
+  Time: 2162s
+============================================================
+
+  [git] Pushed: emb_default
+
+############################################################
+# CONFIG: emb_strong_anchor
+# {'lambda_anchor': 3.0, 'lambda_bridge': 1.0, 'lr': 0.001}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.1670 det=4/4 FP@3/4=11 probs=['0.929', '0.999', '0.999', '0.999'] (446s, 26ep)
+  Seed 42 (2/5)... AUPRC=0.1686 det=4/4 FP@3/4=47 probs=['0.901', '1.000', '0.961', '0.983'] (519s, 30ep)
+  Seed 123 (3/5)... AUPRC=0.1356 det=4/4 FP@3/4=37 probs=['0.994', '0.999', '0.998', '0.999'] (313s, 18ep)
+  Seed 256 (4/5)... AUPRC=0.4705 det=4/4 FP@3/4=14 probs=['0.884', '0.999', '0.999', '0.995'] (242s, 14ep)
+  Seed 999 (5/5)... AUPRC=0.1066 det=4/4 FP@3/4=43 probs=['0.995', '1.000', '0.935', '0.999'] (514s, 30ep)
+
+============================================================
+  emb_strong_anchor
+  Ensemble AUPRC=0.3125 [0.0256, 1.0000]
+  det=4/4  FP@4/4=200
+  FP@3/4=33  pos_probs=['0.941', '1.000', '0.978', '0.995']
+  Time: 2036s
+============================================================
+
+  [git] Pushed: emb_strong_anchor
+
+############################################################
+# CONFIG: emb_low_lr
+# {'lambda_anchor': 1.0, 'lambda_bridge': 0.5, 'lr': 0.0003}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.3405 det=4/4 FP@3/4=16 probs=['0.852', '0.918', '0.890', '0.898'] (138s, 8ep)
+  Seed 42 (2/5)... AUPRC=0.0822 det=4/4 FP@3/4=50 probs=['0.898', '0.924', '0.906', '0.924'] (458s, 27ep)
+  Seed 123 (3/5)... AUPRC=0.0920 det=4/4 FP@3/4=24 probs=['0.854', '0.922', '0.922', '0.924'] (508s, 30ep)
+  Seed 256 (4/5)... AUPRC=0.2552 det=4/4 FP@3/4=27 probs=['0.773', '0.926', '0.925', '0.921'] (444s, 26ep)
+  Seed 999 (5/5)... AUPRC=0.0599 det=4/4 FP@3/4=41 probs=['0.931', '0.930', '0.926', '0.930'] (515s, 30ep)
+
+============================================================
+  emb_low_lr
+  Ensemble AUPRC=0.3948 [0.0238, 1.0000]
+  det=4/4  FP@4/4=200
+  FP@3/4=13  pos_probs=['0.862', '0.924', '0.914', '0.919']
+  Time: 2065s
+============================================================
+
+  [git] Pushed: emb_low_lr
+
+############################################################
+# CONFIG: emb_no_bridge
+# {'lambda_anchor': 1.0, 'lambda_bridge': 0.0, 'lr': 0.001}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.0788 det=4/4 FP@3/4=58 probs=['0.907', '0.934', '0.859', '0.936'] (343s, 20ep)
+  Seed 42 (2/5)... AUPRC=0.3209 det=4/4 FP@3/4=55 probs=['0.883', '0.915', '0.912', '0.856'] (205s, 12ep)
+  Seed 123 (3/5)... AUPRC=0.1215 det=4/4 FP@3/4=33 probs=['0.930', '0.939', '0.826', '0.939'] (342s, 20ep)
+  Seed 256 (4/5)... AUPRC=0.1102 det=4/4 FP@3/4=55 probs=['0.897', '0.922', '0.893', '0.922'] (238s, 14ep)
+  Seed 999 (5/5)... AUPRC=0.2122 det=4/4 FP@3/4=25 probs=['0.872', '0.912', '0.892', '0.837'] (153s, 9ep)
+
+============================================================
+  emb_no_bridge
+  Ensemble AUPRC=0.3068 [0.0264, 1.0000]
+  det=4/4  FP@4/4=200
+  FP@3/4=29  pos_probs=['0.898', '0.925', '0.876', '0.898']
+  Time: 1282s
+============================================================
+
+  [git] Pushed: emb_no_bridge
+
+############################################################
+# CONFIG: emb_siglip_only
+# {'lambda_anchor': 0.0, 'lambda_bridge': 0.0, 'lr': 0.001}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.1335 det=4/4 FP@3/4=48 probs=['0.829', '0.835', '0.794', '0.833'] (356s, 21ep)
+  Seed 42 (2/5)... AUPRC=0.0399 det=4/4 FP@3/4=75 probs=['0.751', '0.826', '0.811', '0.709'] (324s, 19ep)
+  Seed 123 (3/5)... AUPRC=0.1856 det=4/4 FP@3/4=33 probs=['0.823', '0.830', '0.790', '0.832'] (332s, 20ep)
+  Seed 256 (4/5)... AUPRC=0.1023 det=4/4 FP@3/4=52 probs=['0.826', '0.853', '0.820', '0.848'] (236s, 14ep)
+  Seed 999 (5/5)... AUPRC=0.3380 det=4/4 FP@3/4=23 probs=['0.858', '0.884', '0.869', '0.820'] (155s, 9ep)
+
+============================================================
+  emb_siglip_only
+  Ensemble AUPRC=0.1193 [0.0263, 0.4993]
+  det=4/4  FP@4/4=200
+  FP@3/4=33  pos_probs=['0.817', '0.845', '0.817', '0.808']
+  Time: 1405s
+============================================================
+
+  [git] Pushed: emb_siglip_only
+
+============================================================
+ALL DONE — 5 configs in 150 min
+============================================================
+
+=== PHASE 2: MEG-XL pretrained encoder ===
+============================================================
+MEG-XL PRETRAINED ENCODER FOR KEYWORD SPOTTING
+============================================================
+
+Loading data...
+  RV: 1000, train_neg: 2745, ses18_pos: 8
+  Test: 4 pos + 200 neg
+  After 50Hz resample: 30 timepoints
+
+Loading T5 embeddings...
+  Loading cached T5 embeddings from cached_riddle_t5_embeddings.pt
+
+Loading MEG-XL pretrained encoder...
+  Params: 25,266,288
+Extracting RIDDLE sensor info...
+  Sensors: 306, grads: 204, mags: 102
+
+############################################################
+# CONFIG: megxl_frozen
+# {'freeze_encoder': True, 'encoder_lr': 0, 'proj_lr': 0.001, 'lambda_anchor': 1.0, 'lambda_bridge': 0.5, 'batch_size': 32}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.0564 det=4/4 FP@3/4=63 probs=['0.925', '0.915', '0.909', '0.899'] (542s, 17ep)
+  Seed 42 (2/5)... AUPRC=0.1131 det=4/4 FP@3/4=44 probs=['0.925', '0.915', '0.910', '0.904'] (432s, 15ep)
+  Seed 123 (3/5)... AUPRC=0.1679 det=4/4 FP@3/4=46 probs=['0.937', '0.920', '0.920', '0.919'] (410s, 14ep)
+  Seed 256 (4/5)... AUPRC=0.1168 det=4/4 FP@3/4=31 probs=['0.927', '0.919', '0.916', '0.906'] (435s, 15ep)
+  Seed 999 (5/5)... AUPRC=0.1050 det=4/4 FP@3/4=61 probs=['0.917', '0.908', '0.902', '0.904'] (350s, 12ep)
+
+============================================================
+  megxl_frozen
+  Ensemble AUPRC=0.1079 [0.0182, 0.5000]
+  FP@3/4=52 det=4/4
+  pos_probs=['0.926', '0.915', '0.911', '0.906']
+  Time: 2170s
+============================================================
+
+  [git] Pushed: megxl_frozen
+
+############################################################
+# CONFIG: megxl_finetune
+# {'freeze_encoder': False, 'encoder_lr': 1e-05, 'proj_lr': 0.001, 'lambda_anchor': 1.0, 'lambda_bridge': 0.5, 'batch_size': 16}
+############################################################
+  Seed 7 (1/5)... AUPRC=0.0549 det=4/4 FP@3/4=83 probs=['0.861', '0.930', '0.925', '0.842'] (747s, 12ep)
+  Seed 42 (2/5)... AUPRC=0.0993 det=4/4 FP@3/4=67 probs=['0.868', '0.922', '0.916', '0.845'] (746s, 12ep)
+  Seed 123 (3/5)... AUPRC=0.0399 det=4/4 FP@3/4=84 probs=['0.844', '0.918', '0.877', '0.854'] (623s, 10ep)
+  Seed 256 (4/5)... 
\ No newline at end of file
diff --git a/results/improvements/scaling_full/rv_100/checkpoints/model_seed_123.pt b/results/improvements/scaling_full/rv_100/checkpoints/model_seed_123.pt
new file mode 100644
index 0000000000000000000000000000000000000000..0609fff3aee9c041490ecbf523e1b95ef0c26003
--- /dev/null
+++ b/results/improvements/scaling_full/rv_100/checkpoints/model_seed_123.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f11d8887b34cb4fa545212714c970bb48a118e952fab934717b19c01fb1b4c60
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diff --git a/results/improvements/scaling_full/rv_100/checkpoints/model_seed_256.pt b/results/improvements/scaling_full/rv_100/checkpoints/model_seed_256.pt
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/results/improvements/scaling_full/rv_100/checkpoints/model_seed_7.pt b/results/improvements/scaling_full/rv_100/checkpoints/model_seed_7.pt
new file mode 100644
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diff --git a/results/improvements/scaling_full/rv_100/checkpoints/model_seed_999.pt b/results/improvements/scaling_full/rv_100/checkpoints/model_seed_999.pt
new file mode 100644
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diff --git a/results/improvements/scaling_full/rv_100/ensemble.npz b/results/improvements/scaling_full/rv_100/ensemble.npz
new file mode 100644
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new file mode 100644
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diff --git a/results/improvements/scaling_full/rv_50/results.json b/results/improvements/scaling_full/rv_50/results.json
new file mode 100644
index 0000000000000000000000000000000000000000..535946e30baa4d8cd5d2774f64dbd9d4dc9c8577
--- /dev/null
+++ b/results/improvements/scaling_full/rv_50/results.json
@@ -0,0 +1,241 @@
+{
+  "n_rv": 50,
+  "n_rv_actual": 50,
+  "subsample_200": {
+    "auprc": 0.19587282087282087,
+    "bootstrap": {
+      "auprc": 0.19587282087282087,
+      "ci_lower": 0.029895974672094074,
+      "ci_upper": 0.6333333333333333
+    },
+    "fp_at_3of4": 11,
+    "fp_at_4of4": 200,
+    "det_at_4of4": 4,
+    "pos_probs": [
+      0.8345303535461426,
+      0.920497715473175,
+      0.8972089886665344,
+      0.8997589349746704
+    ]
+  },
+  "word_onset_full": {
+    "word_onset_table": [
+      {
+        "threshold": 0.5,
+        "detected": 7,
+        "n_kw": 7,
+        "fp": 2571,
+        "fp_pct": 100.0
+      },
+      {
+        "threshold": 0.6,
+        "detected": 7,
+        "n_kw": 7,
+        "fp": 2571,
+        "fp_pct": 100.0
+      },
+      {
+        "threshold": 0.65,
+        "detected": 7,
+        "n_kw": 7,
+        "fp": 2571,
+        "fp_pct": 100.0
+      },
+      {
+        "threshold": 0.7,
+        "detected": 7,
+        "n_kw": 7,
+        "fp": 2571,
+        "fp_pct": 100.0
+      },
+      {
+        "threshold": 0.75,
+        "detected": 7,
+        "n_kw": 7,
+        "fp": 2571,
+        "fp_pct": 100.0
+      },
+      {
+        "threshold": 0.8,
+        "detected": 7,
+        "n_kw": 7,
+        "fp": 2193,
+        "fp_pct": 85.3
+      },
+      {
+        "threshold": 0.85,
+        "detected": 6,
+        "n_kw": 7,
+        "fp": 702,
+        "fp_pct": 27.3
+      },
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+        "detected": 3,
+        "n_kw": 7,
+        "fp": 143,
+        "fp_pct": 5.6
+      },
+      {
+        "threshold": 0.95,
+        "detected": 0,
+        "n_kw": 7,
+        "fp": 0,
+        "fp_pct": 0.0
+      }
+    ],
+    "operating_points": {
+      "1_of_7": {
+        "threshold": 0.926,
+        "fp": 8,
+        "specificity": 0.9969
+      },
+      "2_of_7": {
+        "threshold": 0.9204,
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+        "specificity": 0.9887
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+      "3_of_7": {
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+      },
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+        "fp": 1055,
+        "specificity": 0.5897
+      }
+    },
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+    "keyword_probs": [
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+      0.8879938900470734,
+      0.9260877847671509,
+      0.9204981744289398,
+      0.8972093045711518,
+      0.9184506416320801,
+      0.8997575342655182
+    ],
+    "n_words": 2578,
+    "n_kw": 7,
+    "non_kw_median": 0.8268244922161102,
+    "non_kw_q95": 0.9023850440979004
+  },
+  "seed_results": [
+    {
+      "auprc": 0.3593266253869969,
+      "roc_auc": 0.8075,
+      "pos_probs": [
+        0.8132878541946411,
+        0.9406121969223022,
+        0.8947546482086182,
+        0.9171088933944702
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+      "det_at_4of4": 4,
+      "n_test": 204,
+      "n_pos": 4,
+      "n_neg": 200,
+      "seed": 7,
+      "elapsed_s": 152.8,
+      "epochs": 12
+    },
+    {
+      "auprc": 0.06897874852420308,
+      "roc_auc": 0.77125,
+      "pos_probs": [
+        0.775310754776001,
+        0.8806127905845642,
+        0.860419750213623,
+        0.8601918816566467
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+      "n_test": 204,
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+      "n_neg": 200,
+      "seed": 42,
+      "elapsed_s": 397.9,
+      "epochs": 30
+    },
+    {
+      "auprc": 0.15025901908169348,
+      "roc_auc": 0.9149999999999999,
+      "pos_probs": [
+        0.8480697870254517,
+        0.9109951853752136,
+        0.9052945375442505,
+        0.89931720495224
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+      "n_pos": 4,
+      "n_neg": 200,
+      "seed": 123,
+      "elapsed_s": 395.5,
+      "epochs": 30
+    },
+    {
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+      "roc_auc": 0.86875,
+      "pos_probs": [
+        0.8706632852554321,
+        0.9354730844497681,
+        0.9318550825119019,
+        0.911570131778717
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+      "n_test": 204,
+      "n_pos": 4,
+      "n_neg": 200,
+      "seed": 256,
+      "elapsed_s": 145.1,
+      "epochs": 11
+    },
+    {
+      "auprc": 0.20238095238095238,
+      "roc_auc": 0.8625,
+      "pos_probs": [
+        0.8653201460838318,
+        0.9347954392433167,
+        0.8937203884124756,
+        0.9106066226959229
+      ],
+      "fp_at_3of4": 23,
+      "det_at_3of4": 3,
+      "fp_at_4of4": 200,
+      "det_at_4of4": 4,
+      "n_test": 204,
+      "n_pos": 4,
+      "n_neg": 200,
+      "seed": 999,
+      "elapsed_s": 146.3,
+      "epochs": 11
+    }
+  ]
+}
\ No newline at end of file
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diff --git a/results/improvements/scaling_full_log.txt b/results/improvements/scaling_full_log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..adc81c39ed47d0d72816b0c7f99abb96482f2cea
--- /dev/null
+++ b/results/improvements/scaling_full_log.txt
@@ -0,0 +1,74 @@
+============================================================
+FULL DATA SCALING WITH WORD-ONSET EVAL
+============================================================
+  Loading cached T5 embeddings from cached_riddle_t5_embeddings.pt
+
+############################################################
+# N_RV = 50
+############################################################
+  Seed 7 (1/5)... AUPRC=0.3593 FP@3/4=16 FP@4/4=200 det=4/4 (153s)
+  Seed 42 (2/5)... AUPRC=0.0690 FP@3/4=27 FP@4/4=200 det=4/4 (398s)
+  Seed 123 (3/5)... AUPRC=0.1503 FP@3/4=13 FP@4/4=200 det=4/4 (395s)
+  Seed 256 (4/5)... AUPRC=0.1592 FP@3/4=25 FP@4/4=200 det=4/4 (145s)
+  Seed 999 (5/5)... AUPRC=0.2024 FP@3/4=23 FP@4/4=200 det=4/4 (146s)
+
+  200-word: AUPRC=0.1959 FP@3/4=11 FP@4/4=200 det=4/4
+  Running full 2,578-word eval...
+  Full eval: AUPRC=0.0474
+    1_of_7: 8 FP, 99.7% specificity
+    2_of_7: 29 FP, 98.9% specificity
+    3_of_7: 42 FP, 98.4% specificity
+    4_of_7: 143 FP, 94.4% specificity
+    5_of_7: 161 FP, 93.7% specificity
+    6_of_7: 234 FP, 90.9% specificity
+    7_of_7: 1055 FP, 59.0% specificity
+  [git] scaling N_RV=50: subsample AUPRC=0.1959, full AUPRC=0.0474
+
+############################################################
+# N_RV = 100
+############################################################
+  Seed 7 (1/5)... AUPRC=0.4323 FP@3/4=7 FP@4/4=200 det=4/4 (198s)
+  Seed 42 (2/5)... AUPRC=0.1410 FP@3/4=37 FP@4/4=200 det=4/4 (193s)
+  Seed 123 (3/5)... AUPRC=0.3069 FP@3/4=44 FP@4/4=200 det=4/4 (157s)
+  Seed 256 (4/5)... AUPRC=0.1907 FP@3/4=28 FP@4/4=200 det=4/4 (248s)
+  Seed 999 (5/5)... AUPRC=0.1912 FP@3/4=10 FP@4/4=200 det=4/4 (363s)
+
+  200-word: AUPRC=0.2419 FP@3/4=20 FP@4/4=200 det=4/4
+  Running full 2,578-word eval...
+  Full eval: AUPRC=0.0274
+    1_of_7: 14 FP, 99.5% specificity
+    2_of_7: 71 FP, 97.2% specificity
+    3_of_7: 94 FP, 96.3% specificity
+    4_of_7: 134 FP, 94.8% specificity
+    5_of_7: 327 FP, 87.3% specificity
+    6_of_7: 394 FP, 84.7% specificity
+    7_of_7: 1054 FP, 59.0% specificity
+  [git] scaling N_RV=100: subsample AUPRC=0.2419, full AUPRC=0.0274
+
+############################################################
+# N_RV = 200
+############################################################
+  Seed 7 (1/5)... AUPRC=0.2932 FP@3/4=46 FP@4/4=200 det=4/4 (149s)
+  Seed 42 (2/5)... AUPRC=0.2819 FP@3/4=92 FP@4/4=200 det=4/4 (159s)
+  Seed 123 (3/5)... AUPRC=0.2981 FP@3/4=55 FP@4/4=200 det=4/4 (419s)
+  Seed 256 (4/5)... AUPRC=0.1500 FP@3/4=28 FP@4/4=200 det=4/4 (424s)
+  Seed 999 (5/5)... AUPRC=0.1772 FP@3/4=62 FP@4/4=200 det=4/4 (140s)
+
+  200-word: AUPRC=0.3115 FP@3/4=52 FP@4/4=200 det=4/4
+  Running full 2,578-word eval...
+  Full eval: AUPRC=0.1791
+    1_of_7: 0 FP, 100.0% specificity
+    2_of_7: 25 FP, 99.0% specificity
+    3_of_7: 26 FP, 99.0% specificity
+    4_of_7: 127 FP, 95.1% specificity
+    5_of_7: 253 FP, 90.2% specificity
+    6_of_7: 674 FP, 73.8% specificity
+    7_of_7: 1062 FP, 58.7% specificity
+  [git] scaling N_RV=200: subsample AUPRC=0.3115, full AUPRC=0.1791
+
+############################################################
+# N_RV = 500
+############################################################
+  Seed 7 (1/5)... AUPRC=0.3824 FP@3/4=11 FP@4/4=200 det=4/4 (160s)
+  Seed 42 (2/5)... AUPRC=0.1343 FP@3/4=86 FP@4/4=200 det=4/4 (169s)
+  Seed 123 (3/5)... 
\ No newline at end of file