org card: per-experiment hyperparameters and VQA/caption results

README.md

@@ -44,7 +44,7 @@ round 11X is a set of probes against a replicated control.
 | benchmark | 1,000-image union draw, 2,000 graded items | four-slice seed-1105 draw, 1,991 graded items | same four-slice draw |
 | budget | full (4 epochs) | full (4 epochs) | short probe (1 epoch, steps 562/1124) |
 | best | Aspaklarya-020-step4500 | Aspaklarya-101-step4500 | **none - no arm beat the control** |
-| repos published | yes | yes | **none** |
+| repos published | yes | yes | **yes, as rejected configurations** |
 | what it answered | hyperparameters are saturated, data is the lever | verbose supervision is worth +8 on DM VQA; data is still the only lever | six more axes closed; the noise floor was measured properly for the first time |
 
 **Round 11X is at the bottom of this page** and is the most recent work. If you
@@ -183,7 +183,8 @@ linear layers of both towers, `VQA_1126` answer column.
 **Best checkpoint per experiment only.** Four slices, 500 graded items each
 (491 for caption in-domain), one fixed draw, judged by `gemma-4-31b-it-imiai`.
 **MEAN4** is the unweighted mean of the four. The last column is the gap to
-the 3-seed 1-epoch control mean of 75.71.
+the **3-seed 1-epoch control mean of 75.52** (replicates 75.71 / 75.34 /
+75.50), which is the same reference the individual model cards quote.
 
 The noise floor is **sigma = 0.31 MEAN4**, measured from three same-config
 replicates, so a difference under **+-0.51** is not a result. Per slice,
@@ -193,35 +194,35 @@ rather than any single slice is the gate.
 
 | Model | Group | Best ckpt | VQA in-dom. | VQA RSICD | Cap in-dom. | Cap RSICD | **MEAN4** | vs control |
 |---|---|---|---|---|---|---|---|---|
-| in-house reference | baselines | - | 65.26 | 63.59 | 71.91 | 58.58 | 64.84 | -10.87 |
-| Qwen3-VL-8B-Instruct | baselines | - | 60.64 | 53.13 | 68.31 | 63.28 | 61.34 | -14.37 |
-| Aspaklarya-020 | round 0XX | step 4500 | 66.18 | 70.65 | 82.79 | 79.99 | 74.90 | -0.81 |
-| Aspaklarya-101 | round 1XX | step 4500 | 74.16 | 70.56 | 82.53 | 79.64 | **76.72** | +1.01 |
-| Aspaklarya-111 | round 1XX | step 4496 | 74.03 | 71.68 | 81.32 | 79.45 | **76.62** | +0.91 |
-| Aspaklarya-109 s1234 | round 1XX | step 3540 | 72.84 | 71.31 | 82.49 | 79.62 | **76.56** | +0.85 |
-| Aspaklarya-106 | round 1XX | soup | 74.57 | 69.38 | 82.38 | 79.1 | **76.36** | +0.65 |
-| Aspaklarya-110 s2024 | round 1XX | step 3540 | 73.68 | 71.01 | 80.99 | 79.32 | **76.25** | +0.54 |
-| Aspaklarya-104 | round 1XX | step 2360 | 73.72 | 69.59 | 82.7 | 78.88 | **76.22** | +0.51 |
-| Aspaklarya-103 | round 1XX | step 2360 | 74.13 | 69.82 | 81.34 | 79.3 | 76.15 | +0.44 |
-| Aspaklarya-108 s2024 | round 1XX | step 2360 | 72.66 | 70.83 | 82.1 | 78.58 | 76.04 | +0.33 |
-| Aspaklarya-105 | round 1XX | step 1770 | 74.49 | 68.96 | 81.96 | 78.62 | 76.01 | +0.30 |
-| Aspaklarya-106b | round 1XX | soup | 72.77 | 69.99 | 81.53 | 78.73 | 75.75 | +0.04 |
-| Aspaklarya-102 | round 1XX | step 1770 | 73.45 | 68.93 | 81.56 | 78.6 | 75.64 | -0.07 |
-| Aspaklarya-108 s1234 | round 1XX | step 1770 | 72.24 | 69.38 | 81.06 | 78.25 | 75.23 | -0.48 |
-| Aspaklarya-107 | round 1XX | step 1770 | 72.16 | 69.9 | 80.98 | 77.06 | 75.03 | -0.68 |
-| control s3407 | replicated control | step 1124 | 73.59 | 69.82 | 80.8 | 78.64 | 75.71 | +0.00 |
-| control s2024 | replicated control | step 1124 | 71.87 | 70.99 | 81.29 | 77.87 | 75.50 | -0.21 |
-| control s1234 | replicated control | step 1124 | 73.01 | 69.63 | 81.08 | 77.66 | 75.34 | -0.37 |
-| Aspaklarya-112 beam4 | round 11X | step 4500 | 75.1 | 68.7 | 82.74 | 79.14 | **76.42** | +0.71 |
-| Aspaklarya-114 1536 | round 11X | step 1124 | 73.17 | 70.56 | 80.28 | 78.67 | 75.67 | -0.04 |
-| Aspaklarya-114 | round 11X | step 1124 | 73.18 | 70.56 | 80.26 | 78.65 | 75.66 | -0.05 |
-| Aspaklarya-112 t0.7 | round 11X | step 4500 | 72.48 | 68.31 | 81.71 | 79.81 | 75.58 | -0.13 |
-| Aspaklarya-112 rep | round 11X | step 4500 | 72.19 | 69.64 | 81.7 | 78.53 | 75.52 | -0.19 |
-| Aspaklarya-115 | round 11X | step 1125 | 73.57 | 69.18 | 80.52 | 77.92 | 75.30 | -0.41 |
-| Aspaklarya-116 | round 11X | step 1162 | 70.85 | 69.64 | 80.5 | 78.44 | 74.86 | -0.85 |
-| Aspaklarya-113 | round 11X | step 1124 | 72.37 | 69.52 | 80.25 | 76.97 | 74.78 | -0.93 |
-| Aspaklarya-119 | round 11X | step 1124 | 70.97 | 69.52 | 71.88 | 61.95 | 68.58 | -7.13 |
-| Aspaklarya-120 B | round 11X | step 375 | 74.4 | 68.62 | 69.13 | 38.35 | 62.62 | -13.09 |
+| in-house reference | baselines | - | 65.26 | 63.59 | 71.91 | 58.58 | 64.84 | -10.68 |
+| Qwen3-VL-8B-Instruct | baselines | - | 60.64 | 53.13 | 68.31 | 63.28 | 61.34 | -14.18 |
+| Aspaklarya-020 | round 0XX | step 4500 | 66.18 | 70.65 | 82.79 | 79.99 | 74.90 | -0.62 |
+| Aspaklarya-101 | round 1XX | step 4500 | 74.16 | 70.56 | 82.53 | 79.64 | **76.72** | +1.20 |
+| Aspaklarya-111 | round 1XX | step 4496 | 74.03 | 71.68 | 81.32 | 79.45 | **76.62** | +1.10 |
+| Aspaklarya-109 s1234 | round 1XX | step 3540 | 72.84 | 71.31 | 82.49 | 79.62 | **76.56** | +1.04 |
+| Aspaklarya-106 | round 1XX | soup | 74.57 | 69.38 | 82.38 | 79.1 | **76.36** | +0.84 |
+| Aspaklarya-110 s2024 | round 1XX | step 3540 | 73.68 | 71.01 | 80.99 | 79.32 | **76.25** | +0.73 |
+| Aspaklarya-104 | round 1XX | step 2360 | 73.72 | 69.59 | 82.7 | 78.88 | **76.22** | +0.70 |
+| Aspaklarya-103 | round 1XX | step 2360 | 74.13 | 69.82 | 81.34 | 79.3 | 76.15 | +0.63 |
+| Aspaklarya-108 s2024 | round 1XX | step 2360 | 72.66 | 70.83 | 82.1 | 78.58 | 76.04 | +0.52 |
+| Aspaklarya-105 | round 1XX | step 1770 | 74.49 | 68.96 | 81.96 | 78.62 | 76.01 | +0.49 |
+| Aspaklarya-106b | round 1XX | soup | 72.77 | 69.99 | 81.53 | 78.73 | 75.75 | +0.23 |
+| Aspaklarya-102 | round 1XX | step 1770 | 73.45 | 68.93 | 81.56 | 78.6 | 75.64 | +0.12 |
+| Aspaklarya-108 s1234 | round 1XX | step 1770 | 72.24 | 69.38 | 81.06 | 78.25 | 75.23 | -0.29 |
+| Aspaklarya-107 | round 1XX | step 1770 | 72.16 | 69.9 | 80.98 | 77.06 | 75.03 | -0.49 |
+| control s3407 | replicated control | step 1124 | 73.59 | 69.82 | 80.8 | 78.64 | 75.71 | +0.19 |
+| control s2024 | replicated control | step 1124 | 71.87 | 70.99 | 81.29 | 77.87 | 75.50 | -0.02 |
+| control s1234 | replicated control | step 1124 | 73.01 | 69.63 | 81.08 | 77.66 | 75.34 | -0.18 |
+| Aspaklarya-112 beam4 | round 11X | step 4500 | 75.1 | 68.7 | 82.74 | 79.14 | **76.42** | +0.90 |
+| Aspaklarya-114 1536 | round 11X | step 1124 | 73.17 | 70.56 | 80.28 | 78.67 | 75.67 | +0.15 |
+| Aspaklarya-114 | round 11X | step 1124 | 73.18 | 70.56 | 80.26 | 78.65 | 75.66 | +0.14 |
+| Aspaklarya-112 t0.7 | round 11X | step 4500 | 72.48 | 68.31 | 81.71 | 79.81 | 75.58 | +0.06 |
+| Aspaklarya-112 rep | round 11X | step 4500 | 72.19 | 69.64 | 81.7 | 78.53 | 75.52 | +0.00 |
+| Aspaklarya-115 | round 11X | step 1125 | 73.57 | 69.18 | 80.52 | 77.92 | 75.30 | -0.22 |
+| Aspaklarya-116 | round 11X | step 1162 | 70.85 | 69.64 | 80.5 | 78.44 | 74.86 | -0.66 |
+| Aspaklarya-113 | round 11X | step 1124 | 72.37 | 69.52 | 80.25 | 76.97 | 74.78 | -0.74 |
+| Aspaklarya-119 | round 11X | step 1124 | 70.97 | 69.52 | 71.88 | 61.95 | 68.58 | -6.94 |
+| Aspaklarya-120 B | round 11X | step 375 | 74.4 | 68.62 | 69.13 | 38.35 | 62.62 | -12.90 |
 | Aspaklarya-121 vqa | round 12X | *training* | - | - | - | - | *pending* | - |
 | Aspaklarya-121 cap | round 12X | *queued* | - | - | - | - | *pending* | - |
 
@@ -911,30 +912,35 @@ empirically: 2048 vs 3072 at the same seed gives **75.71 vs 75.66**, a 0.05
 difference. Inert, as the token arithmetic predicted - an 896 px image is
 about 784 vision tokens, so a 2048 budget is rarely the binding constraint.
 
-### What is published from this round, and why there are no new adapters
-
-**Nothing is published, and no adapter repo was created for any run in this
-round** - not for 112-120, and not for the three controls.
-
-The reasoning is the same one applied to 106b-110, stated again because it
-keeps being asked: an adapter repo on this org is a **claim that a
-configuration is worth using**. Every arm here is either a *refuted*
-configuration (113, 115, 116, 119, 120, 111), a *calibration* run whose entire
-purpose is to measure noise (the three controls), or a *no-op* that trained
-the baseline recipe under a differently-named flag (114). Publishing weights
-for a refuted recipe would make the org a dump of artefacts rather than a
-record of what is known, and a user downloading 119 would get a model
-measurably worse at captioning than the base it came from.
-
-There is also a standing rule that no result goes to the hub off a one-epoch
-probe. A win in the SBP grid earns a **full-budget confirmation run** first.
-No arm produced a win, so the question never arose.
-
-The round's deliverables are therefore a replicated control (75.52 +/- 0.19),
-a per-slice noise floor, six closed axes, a corrected sigma, one retracted
-result - and roughly 30 GPU-hours spent to establish that none of it should
-be shipped. The findings are the product; the weights would have been the
-liability.
+### What is published from this round
+
+**Every trained arm of this round now has an adapter repo, and every one of
+them is labelled on its own card as a rejected configuration.** The three
+controls are not published, and neither are 112 or the 1536 variant of 114 -
+those changed decoding or input resolution only and reuse an existing
+adapter, so there are no distinct weights to publish.
+
+This reverses the earlier policy on this page, so the earlier argument is
+restated rather than deleted: an adapter repo was treated as a *claim that a
+configuration is worth using*, and on that reading publishing a refuted recipe
+makes the org a dump of artefacts. The counter-argument won. A negative result
+that cannot be re-examined is worth less than one that can, and someone
+repeating this programme should be able to load 119 and see the caption
+collapse for themselves rather than take this page's word for it. The claim
+now lives in the card text, not in the existence of the repo.
+
+The same reasoning applied to the round-1XX tail, which had also never been
+pushed: 107, 108, 109, 110 and 111 now have repos too.
+
+What has **not** changed is the standing rule that no result is *recommended*
+off a one-epoch probe. A win in the SBP grid earns a full-budget confirmation
+run before anything is called a model to use. No arm produced a win, so
+nothing here is recommended - the repos are evidence, not recommendations.
+
+The round's deliverables are a replicated control (75.52 +/- 0.19), a
+per-slice noise floor, six closed axes, a corrected sigma, one retracted
+result, and roughly 30 GPU-hours spent establishing that none of it improves
+the model.
 
 ### Status after Round 11X
 

index.html

@@ -67,7 +67,7 @@ a { color: #0969da; }
 <tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">benchmark</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">1,000-image union draw, 2,000 graded items</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">four-slice seed-1105 draw, 1,991 graded items</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">same four-slice draw</td></tr>
 <tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">budget</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">full (4 epochs)</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">full (4 epochs)</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">short probe (1 epoch, steps 562/1124)</td></tr>
 <tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">best</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-020-step4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-101-step4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>none - no arm beat the control</strong></td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">repos published</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">yes</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">yes</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>none</strong></td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">repos published</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">yes</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">yes</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>yes, as rejected configurations</strong></td></tr>
 <tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">what it answered</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">hyperparameters are saturated, data is the lever</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">verbose supervision is worth +8 on DM VQA; data is still the only lever</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">six more axes closed; the noise floor was measured properly for the first time</td></tr>
 </tbody></table>
 <p><strong>Round 11X is at the bottom of this page</strong> and is the most recent work. If you only read one section, read that one: it contains the sigma measurement that determines which differences on this page are real.</p>
@@ -189,7 +189,7 @@ a { color: #0969da; }
 </tbody></table>
 <p>Constant across every row above: dropout 0, bf16 base (no 4-bit), effective batch 32 (4 x 8), warmup 0.03, weight decay 0.001, grad clip 0.3, max side 1024, seq len 2048, seed 3407 unless the row says otherwise, LoRA on all linear layers of both towers, <code>VQA_1126</code> answer column.</p>
 <h3>Table 4 - exp1XX evaluation results</h3>
-<p><strong>Best checkpoint per experiment only.</strong> Four slices, 500 graded items each (491 for caption in-domain), one fixed draw, judged by <code>gemma-4-31b-it-imiai</code>. <strong>MEAN4</strong> is the unweighted mean of the four. The last column is the gap to the 3-seed 1-epoch control mean of 75.71.</p>
+<p><strong>Best checkpoint per experiment only.</strong> Four slices, 500 graded items each (491 for caption in-domain), one fixed draw, judged by <code>gemma-4-31b-it-imiai</code>. <strong>MEAN4</strong> is the unweighted mean of the four. The last column is the gap to the <strong>3-seed 1-epoch control mean of 75.52</strong> (replicates 75.71 / 75.34 / 75.50), which is the same reference the individual model cards quote.</p>
 <p>The noise floor is <strong>sigma = 0.31 MEAN4</strong>, measured from three same-config replicates, so a difference under <strong>+-0.51</strong> is not a result. Per slice, sigma is VQA in-dom. 0.88, VQA RSICD 0.74, cap in-dom. 0.25, cap RSICD 0.52 - the VQA slices are 3-4x noisier than the caption slices, which is why MEAN4 rather than any single slice is the gate.</p>
 <table style="border-collapse:collapse;margin:1rem 0;font-size:.85rem;border:1px solid #d0d7de"><thead><tr>
 <th style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;background:#f6f8fa;font-weight:600;white-space:nowrap">Model</th>
@@ -202,35 +202,35 @@ a { color: #0969da; }
 <th style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;background:#f6f8fa;font-weight:600;white-space:nowrap"><strong>MEAN4</strong></th>
 <th style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;background:#f6f8fa;font-weight:600;white-space:nowrap">vs control</th>
 </tr></thead><tbody>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">in-house reference</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">baselines</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">65.26</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">63.59</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.91</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">58.58</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">64.84</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-10.87</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Qwen3-VL-8B-Instruct</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">baselines</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">60.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">53.13</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.31</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">63.28</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">61.34</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-14.37</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-020</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 0XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">66.18</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.65</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.79</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.99</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.90</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.81</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-101</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.16</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.56</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.53</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.72</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+1.01</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-111</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4496</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.03</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.68</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.32</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.45</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.62</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.91</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-109 s1234</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 3540</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.84</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.31</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.49</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.62</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.56</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.85</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-106</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">soup</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.57</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.38</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.38</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.1</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.36</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.65</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-110 s2024</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 3540</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.68</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.01</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.99</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.32</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.25</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.54</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-104</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 2360</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.72</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.59</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.7</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.88</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.22</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.51</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-103</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 2360</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.13</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.82</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.34</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.3</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">76.15</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.44</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-108 s2024</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 2360</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.66</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.83</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.1</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.58</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">76.04</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.33</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-105</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1770</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.49</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.96</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.96</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.62</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">76.01</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.30</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-106b</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">soup</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.77</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.99</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.53</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.73</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.75</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.04</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-102</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1770</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.45</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.93</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.56</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.6</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.07</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-108 s1234</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1770</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.24</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.38</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.06</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.25</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.23</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.48</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-107</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1770</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.16</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.9</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.98</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">77.06</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.03</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.68</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">control s3407</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">replicated control</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.59</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.82</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.8</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.71</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.00</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">control s2024</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">replicated control</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.87</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.99</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.29</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">77.87</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.50</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.21</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">control s1234</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">replicated control</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.01</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.63</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.08</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">77.66</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.34</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.37</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-112 beam4</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.1</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.7</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.74</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.14</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.42</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.71</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-114 1536</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.17</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.56</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.28</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.67</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.67</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.04</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-114</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.18</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.56</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.26</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.65</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.66</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.05</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-112 t0.7</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.48</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.31</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.71</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.81</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.58</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.13</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-112 rep</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.19</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.7</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.53</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.52</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.19</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-115</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1125</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.57</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.18</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.52</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">77.92</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.30</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.41</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-116</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1162</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.85</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.5</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.44</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.86</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.85</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-113</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.37</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.52</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.25</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">76.97</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.78</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.93</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-119</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.97</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.52</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.88</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">61.95</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.58</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-7.13</td></tr>
-<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-120 B</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 375</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.4</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.62</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.13</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">38.35</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">62.62</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-13.09</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">in-house reference</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">baselines</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">65.26</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">63.59</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.91</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">58.58</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">64.84</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-10.68</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Qwen3-VL-8B-Instruct</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">baselines</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">60.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">53.13</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.31</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">63.28</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">61.34</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-14.18</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-020</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 0XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">66.18</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.65</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.79</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.99</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.90</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.62</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-101</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.16</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.56</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.53</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.72</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+1.20</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-111</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4496</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.03</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.68</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.32</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.45</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.62</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+1.10</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-109 s1234</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 3540</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.84</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.31</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.49</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.62</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.56</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+1.04</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-106</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">soup</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.57</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.38</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.38</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.1</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.36</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.84</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-110 s2024</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 3540</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.68</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.01</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.99</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.32</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.25</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.73</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-104</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 2360</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.72</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.59</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.7</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.88</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.22</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.70</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-103</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 2360</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.13</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.82</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.34</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.3</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">76.15</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.63</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-108 s2024</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 2360</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.66</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.83</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.1</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.58</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">76.04</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.52</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-105</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1770</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.49</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.96</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.96</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.62</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">76.01</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.49</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-106b</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">soup</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.77</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.99</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.53</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.73</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.75</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.23</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-102</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1770</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.45</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.93</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.56</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.6</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.12</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-108 s1234</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1770</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.24</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.38</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.06</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.25</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.23</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.29</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-107</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 1XX</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1770</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.16</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.9</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.98</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">77.06</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.03</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.49</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">control s3407</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">replicated control</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.59</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.82</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.8</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.71</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.19</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">control s2024</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">replicated control</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.87</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.99</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.29</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">77.87</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.50</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.02</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">control s1234</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">replicated control</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.01</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.63</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.08</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">77.66</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.34</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.18</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-112 beam4</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.1</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.7</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">82.74</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.14</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><strong>76.42</strong></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.90</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-114 1536</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.17</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.56</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.28</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.67</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.67</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.15</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-114</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.18</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.56</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.26</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.65</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.66</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.14</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-112 t0.7</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.48</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.31</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.71</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">79.81</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.58</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.06</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-112 rep</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 4500</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.19</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">81.7</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.53</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.52</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">+0.00</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-115</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1125</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">73.57</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.18</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.52</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">77.92</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">75.30</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.22</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-116</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1162</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.85</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.64</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.5</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">78.44</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.86</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.66</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-113</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">72.37</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.52</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">80.25</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">76.97</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.78</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-0.74</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-119</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 1124</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">70.97</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.52</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">71.88</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">61.95</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.58</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-6.94</td></tr>
+<tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-120 B</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 11X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">step 375</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">74.4</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">68.62</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">69.13</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">38.35</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">62.62</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-12.90</td></tr>
 <tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-121 vqa</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 12X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><em>training</em></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><em>pending</em></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td></tr>
 <tr><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">Aspaklarya-121 cap</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">round 12X</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><em>queued</em></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap"><em>pending</em></td><td style="border:1px solid #d0d7de;padding:5px 10px;text-align:left;white-space:nowrap">-</td></tr>
 </tbody></table>
@@ -672,11 +672,12 @@ a { color: #0969da; }
 </ul>
 <p>  roughly 0.5 should be believed from a single pair of runs, however carefully   the configuration is matched.</p>
 <p>The <code>max-seq-length</code> confound inherited from the old control was also settled empirically: 2048 vs 3072 at the same seed gives <strong>75.71 vs 75.66</strong>, a 0.05 difference. Inert, as the token arithmetic predicted - an 896 px image is about 784 vision tokens, so a 2048 budget is rarely the binding constraint.</p>
-<h3>What is published from this round, and why there are no new adapters</h3>
-<p><strong>Nothing is published, and no adapter repo was created for any run in this round</strong> - not for 112-120, and not for the three controls.</p>
-<p>The reasoning is the same one applied to 106b-110, stated again because it keeps being asked: an adapter repo on this org is a <strong>claim that a configuration is worth using</strong>. Every arm here is either a <em>refuted</em> configuration (113, 115, 116, 119, 120, 111), a <em>calibration</em> run whose entire purpose is to measure noise (the three controls), or a <em>no-op</em> that trained the baseline recipe under a differently-named flag (114). Publishing weights for a refuted recipe would make the org a dump of artefacts rather than a record of what is known, and a user downloading 119 would get a model measurably worse at captioning than the base it came from.</p>
-<p>There is also a standing rule that no result goes to the hub off a one-epoch probe. A win in the SBP grid earns a <strong>full-budget confirmation run</strong> first. No arm produced a win, so the question never arose.</p>
-<p>The round&#x27;s deliverables are therefore a replicated control (75.52 +/- 0.19), a per-slice noise floor, six closed axes, a corrected sigma, one retracted result - and roughly 30 GPU-hours spent to establish that none of it should be shipped. The findings are the product; the weights would have been the liability.</p>
+<h3>What is published from this round</h3>
+<p><strong>Every trained arm of this round now has an adapter repo, and every one of them is labelled on its own card as a rejected configuration.</strong> The three controls are not published, and neither are 112 or the 1536 variant of 114 - those changed decoding or input resolution only and reuse an existing adapter, so there are no distinct weights to publish.</p>
+<p>This reverses the earlier policy on this page, so the earlier argument is restated rather than deleted: an adapter repo was treated as a <em>claim that a configuration is worth using</em>, and on that reading publishing a refuted recipe makes the org a dump of artefacts. The counter-argument won. A negative result that cannot be re-examined is worth less than one that can, and someone repeating this programme should be able to load 119 and see the caption collapse for themselves rather than take this page&#x27;s word for it. The claim now lives in the card text, not in the existence of the repo.</p>
+<p>The same reasoning applied to the round-1XX tail, which had also never been pushed: 107, 108, 109, 110 and 111 now have repos too.</p>
+<p>What has <strong>not</strong> changed is the standing rule that no result is <em>recommended</em> off a one-epoch probe. A win in the SBP grid earns a full-budget confirmation run before anything is called a model to use. No arm produced a win, so nothing here is recommended - the repos are evidence, not recommendations.</p>
+<p>The round&#x27;s deliverables are a replicated control (75.52 +/- 0.19), a per-slice noise floor, six closed axes, a corrected sigma, one retracted result, and roughly 30 GPU-hours spent establishing that none of it improves the model.</p>
 <h3>Status after Round 11X</h3>
 <ul>
 <li><strong>Nothing on this org changed.</strong> Aspaklarya-101-step4500 (76.37 +/- 0.23</li>