Resolve scoped vision licenses and flag research/redistribution restrictions

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.

vision/license-review.json

@@ -0,0 +1,169 @@
+{
+  "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"
+}

vision/quality-audit.json

@@ -8032,5 +8032,174 @@
         }
       }
     }
+  },
+  "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"
   }
 }

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"
   }
 }

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:
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     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.
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     rows:
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     revisions:
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-    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:
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     revisions:
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-    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:
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     revisions:
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-    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
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     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:
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     - 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.
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