diff --git a/README.md b/README.md
index 1a32bbfd8632d279cf40f1c71ffdcae4652f90fd..1a1a5389a413bd06172d01074de02bb6cdcd2486 100644
--- a/README.md
+++ b/README.md
@@ -202,16 +202,16 @@ dataset_info:
     dtype: string
   splits:
   - name: train
-    num_bytes: 11347723934
+    num_bytes: 11370606540
     num_examples: 66085
   - name: test
-    num_bytes: 146508533
+    num_bytes: 146575133
     num_examples: 475
   - name: validation
-    num_bytes: 274153901
+    num_bytes: 274444703
     num_examples: 972
-  download_size: 11711617490
-  dataset_size: 11768386368
+  download_size: 11509779362
+  dataset_size: 11791626376
 ---
 
 # tasksource-jev-typed-decisions
@@ -418,3 +418,31 @@ Filter `license_use` when loading; new Tasksource vision builds also accept
 `--license-use commercial` to exclude unresolved/NC sources before loading them.
 See [repair-audit.json](vision/repair-audit.json) and the reproducible
 [repair script](vision/repair.py); both record the pinned parent release.
+
+### Component-level license review (2026-10-09)
+
+This review supersedes earlier license-use counts. All sources remain included.
+Training: **26,987 commercial, 13,000 non-commercial,
+26,098 unresolved complete-row coverage**. Counts describe scoped
+license evidence, not legal clearance of each image.
+
+**FigureQA's official archive contains Microsoft Research Open Data License terms:
+non-commercial research/testing only; dataset redistribution and standalone hosting
+are prohibited.** Its generator's MIT license covers code. The retained FigureQA
+rows are explicitly flagged `redistribution: prohibited`; their inclusion here does
+not grant redistribution rights. BAPPS training patches inherit Adobe / Adobe-MIT
+research image terms; its software BSD license does not clear the images.
+
+NLVR2 annotations and VSR annotation cards specify CC BY 4.0. TallyQA and A-OKVQA
+repositories specify Apache 2.0; InterGPS's data/code repository specifies MIT.
+These terms do not clear third-party images. COCO per-image grants, NLVR2 photo
+rights, imported TallyQA QAs and SPair PASCAL/Flickr terms still need row-level
+resolution. No explicit Visual7W annotation grant was found in checked original
+project/toolkit documentation. These are documented coverage gaps, not a claim
+that every upstream component has no license.
+
+Every reviewed row has `metadata.licenses.license_review` with separate annotation
+and image terms, evidence URLs, review status and unresolved reasons. See
+[license-review.json](vision/license-review.json), [sources.yaml](vision/sources.yaml)
+and [the reproducible update script](vision/update_vision_license_metadata.py).
+Images, questions, choices, targets, IDs and source splits are unchanged.
diff --git a/vision/build-manifest.json b/vision/build-manifest.json
index 54551fbfc8a08249013f2a0c2d124b28abc2372c..3952dae302d8d2c27911a3a4c1f15f3948f6fd31 100644
--- a/vision/build-manifest.json
+++ b/vision/build-manifest.json
@@ -1,1771 +1,2240 @@
 {
-  "operation": "exact source-prompt cleanup and reviewed original-license evidence",
-  "parent_revision": "94c2ebb18662a11f9d362f9f469aa13599e6f2dd",
-  "tasksource_commit": "1f60045b0b2a6c452646d8283bcf76cf7599a4df",
-  "operation_script_sha256": "c0859a21b7869ccee379e56f474e56658e8e0bd5d5c5c2fc7a6f30a88e6da67e",
-  "license_policy": {
-    "allowed_uses": [
-      "commercial",
-      "non-commercial",
-      "unspecified"
-    ],
-    "note": "Mixed-license scope retained; unspecified is not permission."
-  },
+  "operation": "review original annotation and image terms",
+  "parent_revision": "23f4e152320eb0cd12e0c20c6c3955a7d6e25b64",
   "files": [
     {
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-      "bytes": 234044648,
-      "sha256": "d4233ce059d012a4650579c4f2579e015c77e2308c779b8914fde8a5f0d88180"
+      "path": "vision/test-addition-20261009-00000-of-00001.parquet",
+      "local": "build/vision-license-resolution/release/test-addition-20261009-00000-of-00001.parquet",
+      "sha256": "b4f14d4b9843e4fa1b1c714a921b31681e0f3d8594924e2bc42def7094505604",
+      "size_change": -799445
+    },
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+      "local": "build/vision-license-resolution/release/train-00000-of-00036.parquet",
+      "sha256": "ab7983047956dba0f9a8a694190f221d621c61cb9786b66c8dfbdb6f9210b26b",
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diff --git a/vision/license-review.json b/vision/license-review.json
new file mode 100644
index 0000000000000000000000000000000000000000..b2be823c2391d3c16ea6ae0ae5ad41b2a7a71ab6
--- /dev/null
+++ b/vision/license-review.json
@@ -0,0 +1,169 @@
+{
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diff --git a/vision/quality-audit.json b/vision/quality-audit.json
index 173e5b68b99c54b01896245444df920b03e4baae..286d1bdc2cbda810ba55a819e2b7f93c9ae72644 100644
--- a/vision/quality-audit.json
+++ b/vision/quality-audit.json
@@ -8032,5 +8032,174 @@
         }
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+          "license": "mit",
+          "scope": "original data/code repository",
+          "url": "https://github.com/lupantech/InterGPS/blob/main/LICENSE"
+        },
+        "images": {
+          "license": "unspecified third-party geometry diagrams"
+        },
+        "unresolved": "Repository MIT terms do not establish underlying textbook/problem image rights."
+      },
+      "spair71k": {
+        "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."
+      }
+    },
+    "checks": [
+      "all non-license columns, including images, gold targets, IDs and splits unchanged",
+      "all retained rows counted; no source excluded"
+    ],
+    "script_sha256": "dec668de764ed93db9e8ad5fb8d665705f88df94e3cc04500a7182cb673aef3e"
   }
 }
diff --git a/vision/release-audit.json b/vision/release-audit.json
index 7577887abb50873300092b3578bb6c014be992a6..69a19cdf298b04d635c2bd2db37e99167082e6df 100644
--- a/vision/release-audit.json
+++ b/vision/release-audit.json
@@ -58,8 +58,8 @@
         "vision/coco": 1000
       },
       "license_use": {
-        "unspecified": 32098,
-        "non-commercial": 7000,
+        "unspecified": 26098,
+        "non-commercial": 13000,
         "commercial": 26987
       }
     },
@@ -124,9 +124,9 @@
         "vision/lvis": 100
       },
       "license_use": {
-        "unspecified": 397,
+        "unspecified": 297,
         "commercial": 300,
-        "non-commercial": 275
+        "non-commercial": 375
       }
     }
   },
@@ -210,5 +210,174 @@
         }
       }
     }
+  },
+  "license_review": {
+    "parent_revision": "23f4e152320eb0cd12e0c20c6c3955a7d6e25b64",
+    "checked": "2026-10-09",
+    "reviewed_rows": {
+      "vision/spair71k/grid7": 1197,
+      "vision/tallyqa/count": 5000,
+      "vision/nlvr2": 5100,
+      "vision/aokvqa": 5091,
+      "vision/figureqa": 5000,
+      "vision/intergps": 1753,
+      "vision/vsr/yesno": 3354,
+      "vision/visual7w": 5000,
+      "vision/bapps/preference": 1100
+    },
+    "splits": {
+      "train": {
+        "unspecified": 26098,
+        "non-commercial": 13000,
+        "commercial": 26987
+      },
+      "test": {
+        "commercial": 300,
+        "non-commercial": 75,
+        "unspecified": 100
+      },
+      "validation": {
+        "unspecified": 297,
+        "commercial": 300,
+        "non-commercial": 375
+      }
+    },
+    "sources": {
+      "aokvqa": {
+        "license_use": "unspecified",
+        "status": "partial",
+        "annotations": {
+          "license": "apache-2.0",
+          "scope": "original dataset repository",
+          "url": "https://github.com/allenai/aokvqa/blob/main/LICENSE"
+        },
+        "images": {
+          "license": "per-image COCO/Flickr terms",
+          "url": "https://cocodataset.org/#termsofuse"
+        },
+        "unresolved": "COCO image licenses and attribution have not been joined to the exported rows."
+      },
+      "nlvr2": {
+        "license_use": "unspecified",
+        "status": "partial",
+        "annotations": {
+          "license": "cc-by-4.0",
+          "scope": "sentences and binary labels",
+          "url": "https://github.com/lil-lab/nlvr#licensing"
+        },
+        "images": {
+          "license": "not licensed by dataset authors",
+          "url": "https://github.com/lil-lab/nlvr#licensing"
+        },
+        "unresolved": "The authors explicitly do not license the photographs; original rights remain unresolved."
+      },
+      "tallyqa": {
+        "license_use": "unspecified",
+        "status": "partial",
+        "annotations": {
+          "license": "apache-2.0",
+          "scope": "original dataset repository; includes imported QAs",
+          "url": "https://github.com/manoja328/TallyQA_dataset/blob/master/LICENSE"
+        },
+        "images": {
+          "license": "COCO per-image terms / Visual Genome cc-by-4.0",
+          "url": "https://github.com/manoja328/TallyQA_dataset#download-images",
+          "additional_urls": [
+            "https://cocodataset.org/#termsofuse",
+            "https://homes.cs.washington.edu/~ranjay/visualgenome/about.html"
+          ]
+        },
+        "unresolved": "Image origins/licenses and imported QA terms have not been resolved per exported row."
+      },
+      "vsr": {
+        "license_use": "unspecified",
+        "status": "partial",
+        "annotations": {
+          "license": "cc-by-4.0",
+          "scope": "official annotation dataset card",
+          "url": "https://huggingface.co/datasets/cambridgeltl/vsr_random/blob/main/README.md"
+        },
+        "images": {
+          "license": "per-image COCO/Flickr terms",
+          "url": "https://cocodataset.org/#termsofuse"
+        },
+        "unresolved": "COCO image licenses and attribution have not been joined to the exported rows."
+      },
+      "figureqa": {
+        "license_use": "non-commercial",
+        "status": "resolved",
+        "annotations": {
+          "license": "Microsoft Research Open Data License",
+          "scope": "dataset and accompanying content"
+        },
+        "images": {
+          "license": "Microsoft Research Open Data License"
+        },
+        "url": "https://download.microsoft.com/download/c/3/1/c315c9d8-8239-487e-a895-2d3ff805b508/figureqa-sample-train-v1.tar.gz",
+        "archive_member": "sample_train1/MSR Open Data Research License.pdf",
+        "redistribution": "prohibited",
+        "notes": "Sections 1-3 restrict use to non-commercial research/testing and prohibit dataset redistribution/hosting. Generator MIT terms cover code only."
+      },
+      "bapps": {
+        "license_use": "non-commercial",
+        "status": "partial",
+        "annotations": {
+          "license": "unspecified",
+          "scope": "human perceptual judgments"
+        },
+        "images": {
+          "license": "Adobe / Adobe-MIT Research License (training images)",
+          "url": "https://data.csail.mit.edu/graphics/fivek/legal/LicenseAdobe.txt",
+          "additional_urls": [
+            "https://data.csail.mit.edu/graphics/fivek/legal/LicenseAdobeMIT.txt"
+          ]
+        },
+        "url": "https://arxiv.org/abs/1801.03924",
+        "notes": "Original paper section 3 identifies MIT-Adobe FiveK training patches; image licenses require research use without commercial advantage and retention of notices.",
+        "unresolved": "Judgment-specific terms and licenses of the distinct validation image sources remain unresolved; family classification conservatively reflects restricted training images."
+      },
+      "visual7w": {
+        "license_use": "unspecified",
+        "status": "unresolved",
+        "annotations": {
+          "license": "unspecified",
+          "url": "https://ai.stanford.edu/~yukez/visual7w/"
+        },
+        "images": {
+          "license": "upstream Visual Genome / original image terms"
+        },
+        "unresolved": "No explicit dataset grant found on the original project page or toolkit dataset documentation; toolkit MIT license is not a photo license."
+      },
+      "intergps": {
+        "license_use": "unspecified",
+        "status": "partial",
+        "annotations": {
+          "license": "mit",
+          "scope": "original data/code repository",
+          "url": "https://github.com/lupantech/InterGPS/blob/main/LICENSE"
+        },
+        "images": {
+          "license": "unspecified third-party geometry diagrams"
+        },
+        "unresolved": "Repository MIT terms do not establish underlying textbook/problem image rights."
+      },
+      "spair71k": {
+        "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."
+      }
+    },
+    "checks": [
+      "all non-license columns, including images, gold targets, IDs and splits unchanged",
+      "all retained rows counted; no source excluded"
+    ],
+    "script_sha256": "dec668de764ed93db9e8ad5fb8d665705f88df94e3cc04500a7182cb673aef3e"
   }
 }
diff --git a/vision/sources.yaml b/vision/sources.yaml
index a10a6fad9a3ea609f2e8dba940437446db9c594c..6d10e72830a0c42f63134f2298e6342c47474208 100644
--- a/vision/sources.yaml
+++ b/vision/sources.yaml
@@ -42,8 +42,21 @@ sources:
     revision: d1b0efa3a436e9101dfbde3752db7607da696c35
     revisions:
       HuggingFaceM4/A-OKVQA: d1b0efa3a436e9101dfbde3752db7607da696c35
-    license: unspecified
+    license: apache-2.0 (annotations), per-image COCO/Flickr terms (images)
     license_use: unspecified
+    license_review:
+      checked: '2026-10-09'
+      license_use: unspecified
+      status: partial
+      annotations:
+        license: apache-2.0
+        scope: original dataset repository
+        url: https://github.com/allenai/aokvqa/blob/main/LICENSE
+      images:
+        license: per-image COCO/Flickr terms
+        url: https://cocodataset.org/#termsofuse
+      unresolved: COCO image licenses and attribution have not been joined to the
+        exported rows.
   vision/clevr/color:
     rows:
       train: 834
@@ -120,8 +133,23 @@ sources:
     revision: 1afe55949decfebe4ccaaa0ce175ff4bce28d24c
     revisions:
       vikhyatk/figureqa: 1afe55949decfebe4ccaaa0ce175ff4bce28d24c
-    license: unspecified
-    license_use: unspecified
+    license: Microsoft Research Open Data License (annotations), Microsoft Research
+      Open Data License (images)
+    license_use: non-commercial
+    license_review:
+      checked: '2026-10-09'
+      license_use: non-commercial
+      status: resolved
+      annotations:
+        license: Microsoft Research Open Data License
+        scope: dataset and accompanying content
+      images:
+        license: Microsoft Research Open Data License
+      url: https://download.microsoft.com/download/c/3/1/c315c9d8-8239-487e-a895-2d3ff805b508/figureqa-sample-train-v1.tar.gz
+      archive_member: sample_train1/MSR Open Data Research License.pdf
+      redistribution: prohibited
+      notes: Sections 1-3 restrict use to non-commercial research/testing and prohibit
+        dataset redistribution/hosting. Generator MIT terms cover code only.
   vision/intergps:
     rows:
       train: 1753
@@ -130,8 +158,20 @@ sources:
     revision: 847a98a779b1652d65111daf20c972dfcd333605
     revisions:
       HuggingFaceM4/the_cauldron: 847a98a779b1652d65111daf20c972dfcd333605
-    license: unspecified
+    license: mit (annotations), unspecified third-party geometry diagrams (images)
     license_use: unspecified
+    license_review:
+      checked: '2026-10-09'
+      license_use: unspecified
+      status: partial
+      annotations:
+        license: mit
+        scope: original data/code repository
+        url: https://github.com/lupantech/InterGPS/blob/main/LICENSE
+      images:
+        license: unspecified third-party geometry diagrams
+      unresolved: Repository MIT terms do not establish underlying textbook/problem
+        image rights.
   vision/mapqa/yesno:
     rows:
       train: 4987
@@ -154,8 +194,21 @@ sources:
     revision: 6ad9994db49bf1162feaecacc5554e5ca4a36487
     revisions:
       pingzhili/nlvr2: 6ad9994db49bf1162feaecacc5554e5ca4a36487
-    license: unspecified
+    license: cc-by-4.0 (annotations), not licensed by dataset authors (images)
     license_use: unspecified
+    license_review:
+      checked: '2026-10-09'
+      license_use: unspecified
+      status: partial
+      annotations:
+        license: cc-by-4.0
+        scope: sentences and binary labels
+        url: https://github.com/lil-lab/nlvr#licensing
+      images:
+        license: not licensed by dataset authors
+        url: https://github.com/lil-lab/nlvr#licensing
+      unresolved: The authors explicitly do not license the photographs; original
+        rights remain unresolved.
   vision/rico-widget/element:
     rows:
       train: 2459
@@ -208,8 +261,25 @@ sources:
     revision: 847a98a779b1652d65111daf20c972dfcd333605
     revisions:
       HuggingFaceM4/the_cauldron: 847a98a779b1652d65111daf20c972dfcd333605
-    license: unspecified
+    license: apache-2.0 (annotations), COCO per-image terms / Visual Genome cc-by-4.0
+      (images)
     license_use: unspecified
+    license_review:
+      checked: '2026-10-09'
+      license_use: unspecified
+      status: partial
+      annotations:
+        license: apache-2.0
+        scope: original dataset repository; includes imported QAs
+        url: https://github.com/manoja328/TallyQA_dataset/blob/master/LICENSE
+      images:
+        license: COCO per-image terms / Visual Genome cc-by-4.0
+        url: https://github.com/manoja328/TallyQA_dataset#download-images
+        additional_urls:
+        - https://cocodataset.org/#termsofuse
+        - https://homes.cs.washington.edu/~ranjay/visualgenome/about.html
+      unresolved: Image origins/licenses and imported QA terms have not been resolved
+        per exported row.
   vision/tqa:
     rows:
       train: 5000
@@ -232,8 +302,19 @@ sources:
     revision: 847a98a779b1652d65111daf20c972dfcd333605
     revisions:
       HuggingFaceM4/the_cauldron: 847a98a779b1652d65111daf20c972dfcd333605
-    license: unspecified
+    license: upstream Visual Genome / original image terms (images)
     license_use: unspecified
+    license_review:
+      checked: '2026-10-09'
+      license_use: unspecified
+      status: unresolved
+      annotations:
+        license: unspecified
+        url: https://ai.stanford.edu/~yukez/visual7w/
+      images:
+        license: upstream Visual Genome / original image terms
+      unresolved: No explicit dataset grant found on the original project page or
+        toolkit dataset documentation; toolkit MIT license is not a photo license.
   vision/vsr/yesno:
     rows:
       train: 3354
@@ -242,8 +323,21 @@ sources:
     revision: 847a98a779b1652d65111daf20c972dfcd333605
     revisions:
       HuggingFaceM4/the_cauldron: 847a98a779b1652d65111daf20c972dfcd333605
-    license: unspecified
+    license: cc-by-4.0 (annotations), per-image COCO/Flickr terms (images)
     license_use: unspecified
+    license_review:
+      checked: '2026-10-09'
+      license_use: unspecified
+      status: partial
+      annotations:
+        license: cc-by-4.0
+        scope: official annotation dataset card
+        url: https://huggingface.co/datasets/cambridgeltl/vsr_random/blob/main/README.md
+      images:
+        license: per-image COCO/Flickr terms
+        url: https://cocodataset.org/#termsofuse
+      unresolved: COCO image licenses and attribution have not been joined to the
+        exported rows.
   vision/bapps/preference:
     rows:
       train: 1000
@@ -252,11 +346,30 @@ sources:
     revision: cb0940d9a9dc43e6a4a03bf49627ad8bd18eb418
     revisions:
       tasksource/bapps: cb0940d9a9dc43e6a4a03bf49627ad8bd18eb418
-    license: other
-    license_use: unspecified
+    license: other, Adobe / Adobe-MIT Research License (training images) (images)
+    license_use: non-commercial
     card_licenses:
       tasksource/bapps:
       - other
+    license_review:
+      checked: '2026-10-09'
+      license_use: non-commercial
+      status: partial
+      annotations:
+        license: unspecified
+        scope: human perceptual judgments
+      images:
+        license: Adobe / Adobe-MIT Research License (training images)
+        url: https://data.csail.mit.edu/graphics/fivek/legal/LicenseAdobe.txt
+        additional_urls:
+        - https://data.csail.mit.edu/graphics/fivek/legal/LicenseAdobeMIT.txt
+      url: https://arxiv.org/abs/1801.03924
+      notes: Original paper section 3 identifies MIT-Adobe FiveK training patches;
+        image licenses require research use without commercial advantage and retention
+        of notices.
+      unresolved: Judgment-specific terms and licenses of the distinct validation
+        image sources remain unresolved; family classification conservatively reflects
+        restricted training images.
   vision/coco/panoptic-region:
     rows:
       train: 1000
@@ -332,11 +445,23 @@ sources:
     - 0jl/SPair-71k
     revisions:
       tasksource/spair71k-grid: bb618c093d81057971b6f6ea49833a505ceb1228
-    license: other
+    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/superclevr/color:
     rows:
       train: 96
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diff --git a/vision/update_vision_license_metadata.py b/vision/update_vision_license_metadata.py
new file mode 100644
index 0000000000000000000000000000000000000000..d9fcaa81ca0fd7fe6a089f3f59c95fd662b2e5e5
--- /dev/null
+++ b/vision/update_vision_license_metadata.py
@@ -0,0 +1,163 @@
+"""Apply reviewed component-level licenses to an existing, pinned vision export.
+
+Images and decisions remain byte-for-byte unchanged. Default is staging only;
+--publish commits the staged files atomically against the reviewed parent.
+"""
+import argparse
+import hashlib
+import json
+from collections import Counter
+from pathlib import Path
+
+import pyarrow as pa
+import pyarrow.parquet as pq
+import yaml
+from huggingface_hub import CommitOperationAdd, DatasetCard, HfApi, hf_hub_download
+
+from tasksource.licenses import provenance_repos, source_license
+from tasksource.metadata.source_license_evidence import SOURCE_LICENSE_REVIEWS
+
+
+def dump(path, value):
+    path.write_text(json.dumps(value, indent=2, ensure_ascii=False) + '\n')
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument('--repo', default='tasksource/tasksource-jev-typed-decisions')
+    parser.add_argument('--parent', required=True)
+    parser.add_argument('--output', type=Path, required=True)
+    parser.add_argument('--publish', action='store_true')
+    args = parser.parse_args()
+    root = args.output
+    root.mkdir(parents=True, exist_ok=True)
+    api = HfApi()
+    info = api.dataset_info(args.repo, revision=args.parent, files_metadata=True)
+
+    def remote(name):
+        return Path(hf_hub_download(args.repo, name, repo_type='dataset', revision=args.parent))
+
+    sources = yaml.safe_load(remote('vision/sources.yaml').read_text())
+    release = json.loads(remote('vision/release-audit.json').read_text())
+    card = DatasetCard.load(remote('README.md'))
+    splits = {s: Counter() for s in release['splits']}
+    counts, files, byte_changes = Counter(), [], Counter()
+    for file in info.siblings:
+        name = file.rfilename
+        if not (name.startswith('vision/') and name.endswith('.parquet')):
+            continue
+        # Use already verified local shards only if their SHA matches this parent.
+        local = next((p for d in ('build/vision-prompt-license-repair', 'build/vision-append-release')
+                      if (p := Path(d) / Path(name).name).exists()
+                      and file.lfs and hashlib.sha256(p.read_bytes()).hexdigest() == file.lfs.sha256), None)
+        table = pq.read_table(local or remote(name))
+        split = Path(name).name.split('-')[0]
+        updates = {field: [] for field in ('metadata', 'license', 'license_use')}
+        changed = False
+        for row in table.select(['source', *updates]).to_pylist():
+            family = row['source'].removeprefix('vision/').split('/')[0]
+            if family in SOURCE_LICENSE_REVIEWS:
+                metadata = json.loads(row['metadata'])
+                old = metadata['licenses']
+                new = source_license(row['source'], provenance_repos(metadata['provenance']), old.get('card_licenses', {}))
+                if old['license_use'] == 'non-commercial':
+                    new['license_use'] = 'non-commercial'
+                metadata['licenses'] = new
+                metadata['license_review_parent'] = args.parent
+                if family == 'vsr':
+                    metadata.update(source_license='cc-by-4.0', source_code_license='apache-2.0',
+                                    source_license_url=new['license_review']['annotations']['url'])
+                row.update(metadata=json.dumps(metadata, ensure_ascii=False, sort_keys=True),
+                           license=new['license'], license_use=new['license_use'])
+                sources['sources'][row['source']].update(new)
+                counts[row['source']] += 1
+                changed = True
+            splits[split][row['license_use']] += 1
+            for key in updates:
+                updates[key].append(row[key])
+        if not changed:
+            continue
+        patched = table
+        for key, values in updates.items():
+            field = table.schema.field(key)
+            patched = patched.set_column(table.schema.get_field_index(key), field, pa.array(values, type=field.type))
+        path = root / Path(name).name
+        pq.write_table(patched, path, compression='zstd')
+        restored = pq.read_table(path)
+        for key in table.column_names:
+            assert restored[key].equals(patched[key] if key in updates else table[key]), (name, key)
+        byte_changes[split] += patched.nbytes - table.nbytes
+        files.append({'path': name, 'local': str(path), 'sha256': hashlib.sha256(path.read_bytes()).hexdigest(),
+                      'size_change': path.stat().st_size - file.size})
+        print(f'Staged {name}', flush=True)
+    for split, uses in splits.items():
+        assert sum(uses.values()) == release['splits'][split]['rows']
+        release['splits'][split]['license_use'] = dict(uses)
+    report = {'parent_revision': args.parent, 'checked': '2026-10-09', 'reviewed_rows': dict(counts),
+              'splits': {s: dict(c) for s, c in splits.items()}, 'sources': SOURCE_LICENSE_REVIEWS,
+              'checks': ['all non-license columns, including images, gold targets, IDs and splits unchanged',
+                         'all retained rows counted; no source excluded'],
+              'script_sha256': hashlib.sha256(Path(__file__).read_bytes()).hexdigest()}
+    release['license_review'] = report
+    dump(root / 'license-review.json', report)
+    dump(root / 'release-audit.json', release)
+    (root / 'sources.yaml').write_text(yaml.safe_dump(sources, sort_keys=False))
+    manifest = {'operation': 'review original annotation and image terms', 'parent_revision': args.parent,
+                'files': files, 'license_review': report,
+                'parent_manifest': json.loads(remote('vision/build-manifest.json').read_text())}
+    dump(root / 'build-manifest.json', manifest)
+    quality = json.loads(remote('vision/quality-audit.json').read_text())
+    quality['license_review'] = report
+    dump(root / 'quality-audit.json', quality)
+    vision = next(entry for entry in card.data.dataset_info if entry['config_name'] == 'vision')
+    for split in vision['splits']:
+        split['num_bytes'] += byte_changes[split['name']]
+    vision['dataset_size'] = sum(s['num_bytes'] for s in vision['splits'])
+    vision['download_size'] += sum(f['size_change'] for f in files)
+    uses = splits['train']
+    card.text += f'''
+### Component-level license review (2026-10-09)
+
+This review supersedes earlier license-use counts. All sources remain included.
+Training: **{uses['commercial']:,} commercial, {uses['non-commercial']:,} non-commercial,
+{uses['unspecified']:,} unresolved complete-row coverage**. Counts describe scoped
+license evidence, not legal clearance of each image.
+
+**FigureQA's official archive contains Microsoft Research Open Data License terms:
+non-commercial research/testing only; dataset redistribution and standalone hosting
+are prohibited.** Its generator's MIT license covers code. The retained FigureQA
+rows are explicitly flagged `redistribution: prohibited`; their inclusion here does
+not grant redistribution rights. BAPPS training patches inherit Adobe / Adobe-MIT
+research image terms; its software BSD license does not clear the images.
+
+NLVR2 annotations and VSR annotation cards specify CC BY 4.0. TallyQA and A-OKVQA
+repositories specify Apache 2.0; InterGPS's data/code repository specifies MIT.
+These terms do not clear third-party images. COCO per-image grants, NLVR2 photo
+rights, imported TallyQA QAs and SPair PASCAL/Flickr terms still need row-level
+resolution. No explicit Visual7W annotation grant was found in checked original
+project/toolkit documentation. These are documented coverage gaps, not a claim
+that every upstream component has no license.
+
+Every reviewed row has `metadata.licenses.license_review` with separate annotation
+and image terms, evidence URLs, review status and unresolved reasons. See
+[license-review.json](vision/license-review.json), [sources.yaml](vision/sources.yaml)
+and [the reproducible update script](vision/update_vision_license_metadata.py).
+Images, questions, choices, targets, IDs and source splits are unchanged.
+'''
+    card.save(root / 'README.md')
+    dump(root / 'staged.json', {'files': files, 'report': report})
+    print(json.dumps(report['splits'], indent=2), flush=True)
+    if args.publish:
+        operations = [CommitOperationAdd(path_in_repo=f['path'], path_or_fileobj=f['local']) for f in files]
+        for name in ('sources.yaml', 'release-audit.json', 'license-review.json', 'build-manifest.json', 'quality-audit.json'):
+            operations.append(CommitOperationAdd(path_in_repo='vision/' + name, path_or_fileobj=str(root / name)))
+        operations += [CommitOperationAdd(path_in_repo='README.md', path_or_fileobj=str(root / 'README.md')),
+                       CommitOperationAdd(path_in_repo='vision/update_vision_license_metadata.py', path_or_fileobj=__file__)]
+        result = api.create_commit(args.repo, repo_type='dataset', parent_commit=args.parent,
+                                   operations=operations, commit_message='Resolve scoped vision licenses and flag research/redistribution restrictions')
+        dump(root / 'published.json', {'revision': result.oid, 'url': result.commit_url})
+        print(result.commit_url, flush=True)
+
+
+if __name__ == '__main__':
+    main()
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