diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5083e4c4741aa2642943adb817a834c30ea211b4..e7a80d6d91dd1d5ff4a97ddde5659e35cfad4459 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,12 @@ Changes that affect published data, newest first: one entry per publish, `## <da
 concise bullets on what changed in the data. `tasksource-jev-typed-decisions` releases are tagged on the Hub
 (`load_dataset("tasksource/tasksource-jev-typed-decisions", revision="v2026.10.13")`).
 
+## tasksource-jev-typed-decisions v2026.10.15.4
+
+- `vision`: coordinate grounding as multiple choice. RICO widgets and Mind2Web elements: pick the target's box among the screen's other element boxes, as 0–1000 `[x1, y1, x2, y2]`. SPair-71k: pick the corresponding point among the pair's other keypoints, as 0–1000 `(x, y)`.
+- `vision`: Mind2Web training actions (next action type, element choice, box choice); its test splits stay out.
+- Grid-cell and axis-bin grounding views no longer enter Jev builds; the rows already published leave at the next vision rebuild.
+
 ## tasksource-jev-typed-decisions v2026.10.15.3
 
 - Rebuild of `default` and `full`. Rows keep their published `id` and `example_id` when their source example is unchanged, also where the content changed.
diff --git a/README.md b/README.md
index 7c0c2bb017434446991bb36bd83877ba2c128bb2..737be3ac03c32afcf4da1a50569c2715c5e44d1d 100644
--- a/README.md
+++ b/README.md
@@ -207,16 +207,16 @@ dataset_info:
     dtype: string
   splits:
   - name: train
-    num_bytes: 191098848386
-    num_examples: 629826
+    num_bytes: 237551538843
+    num_examples: 705084
   - name: test
     num_bytes: 146575133
     num_examples: 475
   - name: validation
     num_bytes: 274444703
     num_examples: 972
-  download_size: 117985203065
-  dataset_size: 191519868222
+  download_size: 148864421177
+  dataset_size: 237972558679
 ---
 
 # tasksource-jev-typed-decisions
diff --git a/vision/additions/6296521bd9e3/manifest.json b/vision/additions/6296521bd9e3/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..af5711247a0ff40808c8a06f829a06b6484a9c78
--- /dev/null
+++ b/vision/additions/6296521bd9e3/manifest.json
@@ -0,0 +1,1235 @@
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+    "vision/train-append-bac38265be9b-00035-of-00037.parquet": "86b26b47a7623e9a254b63a5e8799b869ed406c6",
+    "vision/train-append-bac38265be9b-00036-of-00037.parquet": "cfb19ec8fc08892accdc1b7f05a8c24b9db9da0d",
+    "vision/validation-00000-of-00001.parquet": "d90a3706877935b558e1257b128dc3526ec88f97",
+    "vision/validation-addition-20261009-00000-of-00001.parquet": "182b85299abf9a74728c600dd2f576233cc06e15"
+  },
+  "sampling": "union of preserved rows and unseen seeded reservoir candidates; shared family cap",
+  "ordering": "new rows shuffled with the recorded seed; published shards unchanged",
+  "script_sha256": "9b8504cbb0ffa39577516e3c0b8ab9203bb86dfe4f1b57f3d7bf3cdadc7af4d6"
+}
diff --git a/vision/release-audit.json b/vision/release-audit.json
index 6153761b9d8d670b23e9fa59e48a5874ef1b7237..406789ee3462d20514f0f270b4347435391b0d62 100644
--- a/vision/release-audit.json
+++ b/vision/release-audit.json
@@ -3,7 +3,7 @@
   "config": "vision",
   "splits": {
     "train": {
-      "rows": 629826,
+      "rows": 705084,
       "sources": {
         "vision/tallyqa/count": 30000,
         "vision/nlvr2": 30000,
@@ -46,7 +46,12 @@
         "vision/mentis-oculi/paper-fold": 30000,
         "vision/sphinx/mcq": 30000,
         "vision/trace/mcq": 30000,
-        "vision/visgym/mcq": 30000
+        "vision/visgym/mcq": 30000,
+        "vision/spair71k/point": 30000,
+        "vision/rico-widget/box": 30000,
+        "vision/mind2web/box": 5086,
+        "vision/mind2web/element": 5086,
+        "vision/mind2web/action": 5086
       },
       "families": {
         "vision/tallyqa": 30000,
@@ -56,13 +61,13 @@
         "vision/ai2d": 7456,
         "vision/clevr": 30000,
         "vision/figureqa": 5000,
-        "vision/rico-widget": 30000,
+        "vision/rico-widget": 60000,
         "vision/tqa": 6473,
         "vision/intergps": 1753,
         "vision/vsr": 3354,
         "vision/mapqa": 30000,
         "vision/visual7w": 30000,
-        "vision/spair71k": 30000,
+        "vision/spair71k": 60000,
         "vision/superclevr": 30000,
         "vision/lvis": 30000,
         "vision/doclaynet": 30000,
@@ -76,12 +81,13 @@
         "vision/mentis-oculi": 30000,
         "vision/sphinx": 30000,
         "vision/trace": 30000,
-        "vision/visgym": 30000
+        "vision/visgym": 30000,
+        "vision/mind2web": 15258
       },
       "license_use": {
-        "unspecified": 151691,
+        "unspecified": 181691,
         "non-commercial": 134206,
-        "commercial": 343929
+        "commercial": 389187
       }
     },
     "test": {
@@ -425,6 +431,10 @@
     {
       "manifest": "vision/additions/bac38265be9b/manifest.json",
       "train_rows": 150000
+    },
+    {
+      "manifest": "vision/additions/6296521bd9e3/manifest.json",
+      "train_rows": 75258
     }
   ]
 }
diff --git a/vision/sources.yaml b/vision/sources.yaml
index 25440fdd6e7bfa2b0d7d6a6e275de98d96a24880..05276cd44763307604de7a4cc27a224fd0e08171 100644
--- a/vision/sources.yaml
+++ b/vision/sources.yaml
@@ -14,6 +14,7 @@ datasets:
 - docling-project/DocLayNet-v1.1
 - maveryn/sphinx
 - maveryn/trace
+- osunlp/Multimodal-Mind2Web
 - pingzhili/nlvr2
 - srishti-kaushik/COCO-2017
 - tasksource/ai2d
@@ -23,6 +24,7 @@ datasets:
 - tasksource/gameqa
 - tasksource/memeqa
 - tasksource/mentis-oculi-paper-fold
+- tasksource/multimodal-mind2web
 - tasksource/spair71k-grid
 - tasksource/sphinx-mcq
 - tasksource/superclevr
@@ -794,4 +796,90 @@ sources:
       scope: procedural mazes, matchstick equations, stick orientation and sliding
         blocks; no photographic or simulator assets
       url: https://github.com/visgym/visgym/blob/927271d107ad0196ad6aa597095ca57d01c6ddbb/LICENSE
+  vision/spair71k/point:
+    rows:
+      train: 30000
+    dataset: tasksource/spair71k-grid
+    revision: 8348f09dbd8c5a6c02924eb9f5eab6a3f54337c9
+    originals:
+    - 0jl/SPair-71k
+    revisions:
+      tasksource/spair71k-grid: 8348f09dbd8c5a6c02924eb9f5eab6a3f54337c9
+    license: other, inherited PASCAL-VOC/Flickr terms (annotations), inherited PASCAL-VOC/Flickr
+      terms (images)
+    license_use: unspecified
+    card_licenses:
+      tasksource/spair71k-grid:
+      - other
+    license_review:
+      checked: '2026-10-09'
+      license_use: unspecified
+      status: partial
+      annotations:
+        license: inherited PASCAL-VOC/Flickr terms
+      images:
+        license: inherited PASCAL-VOC/Flickr terms
+      url: https://cvlab.postech.ac.kr/research/SPair-71k/index.html
+      unresolved: Official terms defer images and metadata to PASCAL/Flickr; individual
+        image grants have not been joined.
+  vision/rico-widget/box:
+    rows:
+      train: 30000
+    dataset: bevaya/RICO-WidgetCaptioning
+    revision: 6ec57b56bebd722b9c646c78d0f34e1199b6d7a9
+    revisions:
+      bevaya/RICO-WidgetCaptioning: 6ec57b56bebd722b9c646c78d0f34e1199b6d7a9
+    license: cc-by-4.0
+    license_use: commercial
+    card_licenses:
+      bevaya/RICO-WidgetCaptioning:
+      - cc-by-4.0
+  vision/mind2web/box:
+    rows:
+      train: 5086
+    dataset: tasksource/multimodal-mind2web
+    revision: afa19ed8797c18996d02e06a52fffe2401ba6dbc
+    originals:
+    - osunlp/Multimodal-Mind2Web
+    revisions:
+      tasksource/multimodal-mind2web: afa19ed8797c18996d02e06a52fffe2401ba6dbc
+    license: openrail
+    license_use: commercial
+    card_licenses:
+      tasksource/multimodal-mind2web:
+      - openrail
+      osunlp/Multimodal-Mind2Web:
+      - openrail
+  vision/mind2web/element:
+    rows:
+      train: 5086
+    dataset: tasksource/multimodal-mind2web
+    revision: afa19ed8797c18996d02e06a52fffe2401ba6dbc
+    originals:
+    - osunlp/Multimodal-Mind2Web
+    revisions:
+      tasksource/multimodal-mind2web: afa19ed8797c18996d02e06a52fffe2401ba6dbc
+    license: openrail
+    license_use: commercial
+    card_licenses:
+      tasksource/multimodal-mind2web:
+      - openrail
+      osunlp/Multimodal-Mind2Web:
+      - openrail
+  vision/mind2web/action:
+    rows:
+      train: 5086
+    dataset: tasksource/multimodal-mind2web
+    revision: afa19ed8797c18996d02e06a52fffe2401ba6dbc
+    originals:
+    - osunlp/Multimodal-Mind2Web
+    revisions:
+      tasksource/multimodal-mind2web: afa19ed8797c18996d02e06a52fffe2401ba6dbc
+    license: openrail
+    license_use: commercial
+    card_licenses:
+      tasksource/multimodal-mind2web:
+      - openrail
+      osunlp/Multimodal-Mind2Web:
+      - openrail
 parent_tasksource_commit: f9962e198e653bfb73cc2ae5ea33e1511b6cb746
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