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diff --git a/aux/t4_bs1_reference/L/selection.parquet b/aux/t4_bs1_reference/L/selection.parquet
index eef7d4b6fdad3c6567efd7e42654402b1f8afda0..905ccc850279bff5596d12bc136cb4bc9a1acd37 100644
--- a/aux/t4_bs1_reference/L/selection.parquet
+++ b/aux/t4_bs1_reference/L/selection.parquet
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
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-size 13489
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+size 16637
diff --git a/aux/t4_bs1_reference/L/summary.json b/aux/t4_bs1_reference/L/summary.json
index 2069b6122e5c16f7ef791e024eb51f5a6de84d8f..54d048e8bb7b4df8a75696782535621c73847b49 100644
--- a/aux/t4_bs1_reference/L/summary.json
+++ b/aux/t4_bs1_reference/L/summary.json
@@ -1,167 +1,167 @@
 {
- "n": 60,
+ "n": 120,
  "per_split": {
   "ood_region": {
    "rel_l2": {
-    "mean": 0.028355198533914928,
-    "median": 0.03153193775256513,
-    "max": 0.04028825006486117
+    "mean": 0.026990787860017195,
+    "median": 0.0287373168937588,
+    "max": 0.047847613075666255
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    "mae_log10eps": {
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-    "median": 0.01053398183799666,
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     "max": 0.01896086916965382
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    "top1_iou": {
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     "max": 0.9893738140417457
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    "top5_iou": {
-    "mean": 0.9309646108203957,
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+    "mean": 0.9297988468817617,
+    "median": 0.9500114279880925,
     "max": 0.9958885335769758
    },
    "top10_iou": {
-    "mean": 0.9415736000904301,
-    "median": 0.9647297179968088,
+    "mean": 0.9449137861689995,
+    "median": 0.9607342754642758,
     "max": 0.9958885335769758
    },
    "pinch_recall": {
-    "mean": 0.9268627420562746,
-    "median": 0.9379501642595922,
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+    "median": 0.9368169045477341,
     "max": 1.0
    },
    "spearman": {
-    "mean": 0.998538493503838,
-    "median": 0.9990405833220349,
-    "max": 0.9997782724233037
+    "mean": 0.9987808332031045,
+    "median": 0.9991455144059012,
+    "max": 0.9998916417075476
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    "ns_rel_l2": {
-    "mean": 0.02607321421397325,
-    "median": 0.026090656029560393,
-    "max": 0.03251205312912942
+    "mean": 0.026426802656498553,
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    },
    "ns_top5_iou": {
-    "mean": 0.9591794806481391,
-    "median": 0.965729061981278,
+    "mean": 0.9588257979892203,
+    "median": 0.9653564290473018,
     "max": 0.9860606060606061
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    "max_diff_over_max": {
-    "mean": 0.09496304867789149,
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-   "prod_solve_s_median": 725.2448314430001,
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+   "prod_solve_s_median": 694.1472204925,
+   "aux_solve_s_median": 13144.4048964305
   },
   "test_id": {
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    "top1_iou": {
-    "mean": 0.9176048443903486,
-    "median": 0.9246387669761429,
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-    "mean": 0.9344458277387746,
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-    "max": 0.987565395405262
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-    "mean": 0.9443015569468605,
-    "median": 0.9543367683789603,
-    "max": 0.988394584139265
+    "mean": 0.9400231717191927,
+    "median": 0.9517794353402146,
+    "max": 0.9915669515669515
    },
    "pinch_recall": {
-    "mean": 0.9319054058580208,
-    "median": 0.9386571844321931,
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+    "median": 0.939941348973607,
     "max": 1.0
    },
    "spearman": {
-    "mean": 0.9978655461191143,
-    "median": 0.999261393168395,
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+    "median": 0.9990656566696829,
     "max": 0.9998490543031667
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    "ns_rel_l2": {
-    "mean": 0.035896203893387386,
-    "median": 0.02838120552307509,
-    "max": 0.10445828618593112
+    "mean": 0.03411001603185997,
+    "median": 0.028225432463527874,
+    "max": 0.10445828618593113
    },
    "ns_top5_iou": {
-    "mean": 0.9439186965540624,
+    "mean": 0.9358070245276303,
     "median": 0.9483702737940026,
-    "max": 0.9752889597449182
+    "max": 0.9764776839565742
    },
    "max_diff_over_max": {
-    "mean": 0.10784248961135745,
-    "median": 0.09348894283175468,
-    "max": 0.19367475807666779
+    "mean": 0.10551178090584774,
+    "median": 0.08872000873088837,
+    "max": 0.3205483853816986
    },
-   "prod_solve_s_median": 565.6989223925,
-   "aux_solve_s_median": 12314.1344126805
+   "prod_solve_s_median": 727.4079209829999,
+   "aux_solve_s_median": 11774.9665451125
   },
   "test_ood": {
    "rel_l2": {
-    "mean": 0.020364697030025424,
-    "median": 0.02153688630748158,
-    "max": 0.03129206482129354
+    "mean": 0.031869071300035606,
+    "median": 0.02290187106130051,
+    "max": 0.20322699492566518
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    "mae_log10eps": {
-    "mean": 0.03218807378796135,
-    "median": 0.010042427171587867,
+    "mean": 0.026167602381475374,
+    "median": 0.00976655291830825,
     "max": 0.1421115199653884
    },
    "top1_iou": {
-    "mean": 0.9206685625431995,
-    "median": 0.9494332832919703,
+    "mean": 0.9059674973597477,
+    "median": 0.9321794503397589,
     "max": 0.992398327632079
    },
    "top5_iou": {
-    "mean": 0.9317394566151295,
-    "median": 0.9502324634293514,
+    "mean": 0.9148611784256693,
+    "median": 0.9417058867157262,
     "max": 0.9969528452807191
    },
    "top10_iou": {
-    "mean": 0.9516941779209396,
-    "median": 0.9740581268956023,
+    "mean": 0.9356537614949308,
+    "median": 0.9593766209886326,
     "max": 0.9961925068534877
    },
    "pinch_recall": {
-    "mean": 0.9543800707544479,
-    "median": 0.9627364438839849,
+    "mean": 0.9564782338615274,
+    "median": 0.9595809704589133,
     "max": 1.0
    },
    "spearman": {
-    "mean": 0.9964252218849418,
-    "median": 0.9988528470036032,
+    "mean": 0.9952397082213069,
+    "median": 0.9985652533632864,
     "max": 0.9996162611642149
    },
    "ns_rel_l2": {
-    "mean": 0.03465942607507033,
-    "median": 0.02914534840607247,
-    "max": 0.0931996118977839
+    "mean": 0.03712245038969097,
+    "median": 0.029145348406072434,
+    "max": 0.16078318035039307
    },
    "ns_top5_iou": {
-    "mean": 0.872254672026213,
-    "median": 0.9445779272785519,
+    "mean": 0.8972604064399492,
+    "median": 0.9461607949412828,
     "max": 0.9875663381349508
    },
    "max_diff_over_max": {
-    "mean": 0.07553026569075882,
-    "median": 0.06982774287462234,
-    "max": 0.21103186905384064
+    "mean": 0.08799910661764443,
+    "median": 0.07688907161355019,
+    "max": 0.2689938247203827
    },
-   "prod_solve_s_median": 706.0720996805001,
-   "aux_solve_s_median": 14036.244876348
+   "prod_solve_s_median": 779.7421414959999,
+   "aux_solve_s_median": 14979.403053074
   }
  }
 }
\ No newline at end of file
diff --git a/aux/t4_bs1_reference/L/summary.md b/aux/t4_bs1_reference/L/summary.md
index 4690c067b561b09b09e5a5459868f1908fe9794e..e96e40ed92c28c90d8d469f1759170d691470ef2 100644
--- a/aux/t4_bs1_reference/L/summary.md
+++ b/aux/t4_bs1_reference/L/summary.md
@@ -1,7 +1,7 @@
-# L_bs1: production T4 (block 5) vs aux block 1 (correct_artifacts=1) — tier L, 60 samples
+# L_bs1: production T4 (block 5) vs aux block 1 (correct_artifacts=1) — tier L, 120 samples
 
 | split | n | rel_l2 mean / median / max | mae_log10eps mean / median / max | top1_iou mean / median / max | top5_iou mean / median / max | top10_iou mean / median / max | pinch_recall mean / median / max | spearman mean / median / max | ns_rel_l2 mean / median / max | ns_top5_iou mean / median / max | max_diff_over_max mean / median / max | prod s | aux s |
 |---|---|---|---|---|---|---|---|---|---|---|---|---|---|
-| ood_region | 20 | 0.0284 / 0.0315 / 0.0403 | 0.0111 / 0.0105 / 0.0190 | 0.9155 / 0.9332 / 0.9894 | 0.9310 / 0.9492 / 0.9959 | 0.9416 / 0.9647 / 0.9959 | 0.9269 / 0.9380 / 1.0000 | 0.9985 / 0.9990 / 0.9998 | 0.0261 / 0.0261 / 0.0325 | 0.9592 / 0.9657 / 0.9861 | 0.0950 / 0.0894 / 0.1635 | 725 | 13159 |
-| test_id | 24 | 0.0315 / 0.0279 / 0.0575 | 0.0135 / 0.0098 / 0.0373 | 0.9176 / 0.9246 / 0.9939 | 0.9344 / 0.9504 / 0.9876 | 0.9443 / 0.9543 / 0.9884 | 0.9319 / 0.9387 / 1.0000 | 0.9979 / 0.9993 / 0.9998 | 0.0359 / 0.0284 / 0.1045 | 0.9439 / 0.9484 / 0.9753 | 0.1078 / 0.0935 / 0.1937 | 566 | 12314 |
-| test_ood | 16 | 0.0204 / 0.0215 / 0.0313 | 0.0322 / 0.0100 / 0.1421 | 0.9207 / 0.9494 / 0.9924 | 0.9317 / 0.9502 / 0.9970 | 0.9517 / 0.9741 / 0.9962 | 0.9544 / 0.9627 / 1.0000 | 0.9964 / 0.9989 / 0.9996 | 0.0347 / 0.0291 / 0.0932 | 0.8723 / 0.9446 / 0.9876 | 0.0755 / 0.0698 / 0.2110 | 706 | 14036 |
+| ood_region | 40 | 0.0270 / 0.0287 / 0.0478 | 0.0109 / 0.0104 / 0.0190 | 0.8842 / 0.9187 / 0.9894 | 0.9298 / 0.9500 / 0.9959 | 0.9449 / 0.9607 / 0.9959 | 0.9200 / 0.9368 / 1.0000 | 0.9988 / 0.9991 / 0.9999 | 0.0264 / 0.0266 / 0.0349 | 0.9588 / 0.9654 / 0.9861 | 0.1048 / 0.1061 / 0.2895 | 694 | 13144 |
+| test_id | 48 | 0.0321 / 0.0283 / 0.1427 | 0.0125 / 0.0102 / 0.0373 | 0.8992 / 0.9208 / 0.9939 | 0.9257 / 0.9442 / 0.9942 | 0.9400 / 0.9518 / 0.9916 | 0.9286 / 0.9399 / 1.0000 | 0.9978 / 0.9991 / 0.9998 | 0.0341 / 0.0282 / 0.1045 | 0.9358 / 0.9484 / 0.9765 | 0.1055 / 0.0887 / 0.3205 | 727 | 11775 |
+| test_ood | 32 | 0.0319 / 0.0229 / 0.2032 | 0.0262 / 0.0098 / 0.1421 | 0.9060 / 0.9322 / 0.9924 | 0.9149 / 0.9417 / 0.9970 | 0.9357 / 0.9594 / 0.9962 | 0.9565 / 0.9596 / 1.0000 | 0.9952 / 0.9986 / 0.9996 | 0.0371 / 0.0291 / 0.1608 | 0.8973 / 0.9462 / 0.9876 | 0.0880 / 0.0769 / 0.2690 | 780 | 14979 |