auto-sync: 8 files updated

results/improvements/scaling_full/rv_1000/checkpoints/model_seed_256.pt

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results/improvements/scaling_full/rv_1000/ensemble.npz

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results/improvements/scaling_full/rv_1000/results.json

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results/improvements/scaling_full/rv_1000/seed_256.npz

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results/improvements/scaling_full/scaling_summary.json

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results/improvements/scaling_full_log.txt

@@ -93,4 +93,38 @@ FULL DATA SCALING WITH WORD-ONSET EVAL
   Seed 7 (1/5)... AUPRC=0.3550 FP@3/4=20 FP@4/4=200 det=4/4 (177s)
   Seed 42 (2/5)... AUPRC=0.2864 FP@3/4=98 FP@4/4=200 det=4/4 (209s)
   Seed 123 (3/5)... AUPRC=0.1363 FP@3/4=16 FP@4/4=200 det=4/4 (437s)
-  Seed 256 (4/5)... 
+  Seed 256 (4/5)... AUPRC=0.1174 FP@3/4=30 FP@4/4=200 det=4/4 (291s)
+  Seed 999 (5/5)... AUPRC=0.3146 FP@3/4=65 FP@4/4=200 det=4/4 (173s)
+
+  200-word: AUPRC=0.3298 FP@3/4=37 FP@4/4=200 det=4/4
+  Running full 2,578-word eval...
+  Full eval: AUPRC=0.1747
+    1_of_7: 0 FP, 100.0% specificity
+    2_of_7: 21 FP, 99.2% specificity
+    3_of_7: 56 FP, 97.8% specificity
+    4_of_7: 139 FP, 94.6% specificity
+    5_of_7: 146 FP, 94.3% specificity
+    6_of_7: 624 FP, 75.7% specificity
+    7_of_7: 875 FP, 66.0% specificity
+  [git] failed: Command '['git', 'push']' returned non-zero exit status 1.
+
+============================================================
+SCALING SUMMARY
+============================================================
+
+200-word subsample:
+  N_RV   AUPRC  FP@3/4  FP@4/4   Det
+    50  0.1959      11     200   4/4
+   100  0.2419      20     200   4/4
+   200  0.3115      52     200   4/4
+   500  0.3495      29     200   4/4
+  1000  0.3298      37     200   4/4
+
+Full word-onset (2,578 words):
+  N_RV   AUPRC  FP@7/7  FP@5/7  FP@3/7
+    50  0.0474    1055     161      42
+   100  0.0274    1054     327      94
+   200  0.1791    1062     253      26
+   500  0.1834     980      91      44
+  1000  0.1747     875     146      56
+  [git] failed: Command '['git', 'push']' returned non-zero exit status 1.