Publish dataset card, configuration loader and verified artifact manifest

ARTIFACT_MANIFEST.json

@@ -0,0 +1,830 @@
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+      "configuration": "nanobanana2"
+    }
+  ],
+  "parquet_bytes": 21800663040,
+  "evaluation_image_bytes": 21784493792,
+  "verified_unchanged_image_hashes": 68764,
+  "metadata_files": [
+    {
+      "file": "PROVENANCE.json",
+      "bytes": 2360,
+      "sha256": "398a79a020b7160b3dfefb2380035ff210aeda37f52d9f0caea1932ae04d0bcc"
+    },
+    {
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+      "sha256": "64c41c8fa947c5cf6821ae66364bb1cf8fad2c8e8ed335db6f619f991fd48282"
+    },
+    {
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+      "bytes": 3834,
+      "sha256": "6c06e0a051e73eb3ec3611d3b1a8f9c9f62d3d154b11ce6f4d2fa180d9c90564"
+    },
+    {
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+      "bytes": 791,
+      "sha256": "a156d198c860210d654a4e48aeadc066daa913cb8378d4c9b6668ef7bd913300"
+    },
+    {
+      "file": "labels.jsonl.gz",
+      "bytes": 1357322,
+      "sha256": "6fdc50b4627a81a9942d359a74052162e4ed1d2c5b7c34b9ead6e1b0d966d43c"
+    },
+    {
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+      "bytes": 805,
+      "sha256": "0f3788a5c3000b1227b9c6c7ba2aedf150cf984cf5eec509b40b6b6ef260a573"
+    },
+    {
+      "file": "UPLOAD_PLAN.md",
+      "bytes": 348,
+      "sha256": "5202eec9ea05b77f2f1a90a18748374b4db6295bbc3bf8464d9f8e25c6158ee8"
+    }
+  ]
+}

BUILD_STATUS.json

@@ -0,0 +1,28 @@
+{
+  "status": "validated",
+  "build_complete": true,
+  "fixture": false,
+  "release_ready": true,
+  "started_at": "2026-10-07T20:12:12.695450+00:00",
+  "sample_count": 68764,
+  "configuration_counts": {
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+    "flux2_upsampler": 5760,
+    "gptimage2": 13243,
+    "hidream": 5760,
+    "hidream_refiner": 5760,
+    "ideogram4_magic": 5753,
+    "mai26flash": 13302,
+    "nanobanana2": 13426
+  },
+  "image_hashes_verified": 68764,
+  "annotation_votes_and_majorities_verified": 68764,
+  "full_annotation_verification": true,
+  "parquet_readback_rows": 68764,
+  "exact_frozen_id_set": true,
+  "shard_count": 86,
+  "public_source_paths_included": false,
+  "finished_at": "2026-10-07T20:16:11.454582+00:00",
+  "loader_validation_passed": true,
+  "remote_shard_hashes_verified": 86
+}

PROVENANCE.json

@@ -0,0 +1,65 @@
+{
+  "schema_version": 1,
+  "sample_count": 68764,
+  "sorted_sample_ids_sha256": "5583207e25f8e7b04f07ed37825b2a8b8c83d6c27f2396c2d0193f4ca9922afb",
+  "configuration_counts": {
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+    "flux2_upsampler": 5760,
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+    "hidream": 5760,
+    "hidream_refiner": 5760,
+    "ideogram4_magic": 5753,
+    "mai26flash": 13302,
+    "nanobanana2": 13426
+  },
+  "evaluation_image_bytes": 21784493792,
+  "source_annotation_json_bytes": 436297236,
+  "frozen_review_image_sha256_coverage": 68764,
+  "source_manifests": [
+    {
+      "run": "20260921-full-960x7-verify-v2.1",
+      "samples_sha256": "dab8a440184eb6e994a7b58bde74feac61fe284e0a983afb8e190f102d72f65f",
+      "sample_count": 54585
+    },
+    {
+      "run": "20260922-gptimage2-refill63-v2.1",
+      "samples_sha256": "b791def96cf8c753cb9c461d85222304a9697a51b766861de998096bb20e425e",
+      "sample_count": 877
+    },
+    {
+      "run": "20260923-mai26flash-v2.1",
+      "samples_sha256": "bb134e9d2a42d35dffe602145689f412105292ebc2692ab09e4d9ffde92a3c53",
+      "sample_count": 13302
+    },
+    {
+      "source_manifest_run": "20260920-full-960x7-v2.1",
+      "sha256": "a10f2bc0fcd907db2f1140b963958694f8f3d07a1260a817bbdd411b0978fff6",
+      "item_count": 55451
+    },
+    {
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+      "sha256": "ce0ccab9ab332ca5c25edfc3b039399e8e7a823acd84d08b12b8e6121d6d06e6",
+      "item_count": 2772
+    },
+    {
+      "source_manifest_run": "20260922-gptimage2-refill63-v2.1",
+      "sha256": "96849c28bdbfef4ad89c6bbe8ac9bf6dad7855a191ce004dc7032a331311be0c",
+      "item_count": 877
+    },
+    {
+      "source_manifest_run": "20260923-mai26flash-v2.1",
+      "sha256": "f67aaaec09bfec0809854bd7b650bd6af1c5af07e5c8e743a7beb7d1c1bed339",
+      "item_count": 13302
+    }
+  ],
+  "labels_sha256": "6fdc50b4627a81a9942d359a74052162e4ed1d2c5b7c34b9ead6e1b0d966d43c",
+  "storage_recovery": {
+    "images_recovered": 1,
+    "sample_id": "mai26flash__cdeval_lto_0324__zh_cn__none",
+    "evaluation_sha256": "9fc17db3ab163740fa9d277c1e911c173c1e33b9e240300247fc0754eede5dd0",
+    "frozen_evaluation_hash_preserved": true,
+    "original_historical_sha256_verified": true,
+    "image_changes": 0
+  },
+  "publication_contents": "Actual evaluator input JPEG bytes and frozen numerical labels; separate per-method votes and majority judgments."
+}

README.md

@@ -4,39 +4,87 @@ tags:
 - text-to-image
 - cultural-values
 - evaluation
+configs:
+- config_name: all
+  default: true
+  data_files:
+  - split: test
+    path: data/*/*.parquet
+- config_name: flux2
+  data_files:
+  - split: test
+    path: data/flux2/*.parquet
+- config_name: flux2_upsampler
+  data_files:
+  - split: test
+    path: data/flux2_upsampler/*.parquet
+- config_name: gptimage2
+  data_files:
+  - split: test
+    path: data/gptimage2/*.parquet
+- config_name: hidream
+  data_files:
+  - split: test
+    path: data/hidream/*.parquet
+- config_name: hidream_refiner
+  data_files:
+  - split: test
+    path: data/hidream_refiner/*.parquet
+- config_name: ideogram4_magic
+  data_files:
+  - split: test
+    path: data/ideogram4_magic/*.parquet
+- config_name: mai26flash
+  data_files:
+  - split: test
+    path: data/mai26flash/*.parquet
+- config_name: nanobanana2
+  data_files:
+  - split: test
+    path: data/nanobanana2/*.parquet
 ---
 
 # VisionValueBench
 
-VisionValueBench studies visual value leakage in text-to-image generation. Prompts, decision materials, and numerical reproduction are available in the [GitHub repository](https://github.com/zucanlv/VisionValueBench).
+VisionValueBench studies visual value leakage in multilingual text-to-image generation.
+[Project homepage](https://zucanlv.github.io/VisionValueBench/) · [Code and execution prompts](https://github.com/zucanlv/VisionValueBench)
 
-## Current status
+## Scope
 
-This public dataset repository is being prepared. Images, rich annotations, and numerical labels have not been uploaded. The frozen numerical labels have been validated locally; this repository does not yet contain a usable dataset. Image provenance, source manifests, licensing, and reader compatibility remain to be checked before publication.
+This package contains 68,764 evaluation-image records. The frozen benchmark contains 68,764 completed IDs against a design target of 69,120 across six base generators and two extensions.
 
-## Planned scope
+Evaluation JPEG bytes are preserved exactly as submitted to the automatic judges and checked against recorded review-image hashes. Scenario text and frozen numerical labels accompany each image. Final annotation files contain binary votes and decisions; this package does not include rich evidence responses or original generated images.
 
-The frozen analysis contains **68,764 completed image IDs** across eight configurations: six base generators and two extensions (FLUX Upsampler and HiDream Refiner). The design target was **69,120**, leaving 356 incomplete records outside the frozen analysis.
+| Configuration | Records |
+| --- | ---: |
+| `flux2` | 5,760 |
+| `flux2_upsampler` | 5,760 |
+| `gptimage2` | 13,243 |
+| `hidream` | 5,760 |
+| `hidream_refiner` | 5,760 |
+| `ideogram4_magic` | 5,753 |
+| `mai26flash` | 13,302 |
+| `nanobanana2` | 13,426 |
 
-| Configuration | Design target | Frozen complete IDs |
-| --- | ---: | ---: |
-| FLUX.2 | 5,760 | 5,760 |
-| FLUX.2 Upsampler | 5,760 | 5,760 |
-| GPT Image 2 | 13,440 | 13,243 |
-| HiDream | 5,760 | 5,760 |
-| HiDream Refiner | 5,760 | 5,760 |
-| Ideogram 4 Magic | 5,760 | 5,753 |
-| MAI 2.6 Flash | 13,440 | 13,302 |
-| NanoBanana 2 | 13,440 | 13,426 |
-| **Total** | **69,120** | **68,764** |
+## Fields and judgments
 
-Evaluation images will preserve the actual bytes submitted to the automatic judges, matched to frozen IDs and verified provenance. Original generated images may be added separately after their relationship to the evaluation images is checked.
+`sample_id`, `model_configuration`, `scenario_id`, `prompt_language`, `culture_cue`, and `six_shared_conditions` identify each scientific condition. `scenario` holds the English scenario context supplied to the evaluators; it is not the translated generation prompt. `image` contains embedded image bytes with a relative sample filename; `evaluation_sha256`, `image_width`, and `image_height` describe those bytes.
 
-Annotations will retain **Scenario-Anticipated Evaluation (SAE)** and **Image-Adaptive Evaluation (IAE)** separately. Each method has three judges providing 12 binary endpoint votes per image. Each endpoint's majority requires at least two supporting judges. Rich evidence will be exported only after its schema and public fields are verified.
+SAE (Scenario-Anticipated Evaluation) and IAE (Image-Adaptive Evaluation) remain separate. Each method has three judges (`luna`, `gemini`, `muse`) and 12 binary endpoint votes. `sae_votes` and `iae_votes` retain each judge's vector; `sae_supported` and `iae_supported` are per-endpoint majorities (at least two supporting judges). Opposing orientations are judged independently. See `dataset_spec.json` for endpoint order and judge model names.
 
-## Files currently available
+## Load
 
-- `dataset_status.json`: preparation status and expected counts.
-- `UPLOAD_PLAN.md`: remaining verification and upload steps.
+```python
+from datasets import load_dataset
+dataset = load_dataset("ZucanLyu/VisionValueBench", "all", split="test", streaming=True)
+row = next(iter(dataset))
+image = row["image"]
+```
 
-Licensing and the final storage layout will be documented after source review.
+The `test` split names the evaluation collection; it does not imply an independent training/test partition. Each named configuration selects its own shards; `all` references the same files without duplicating records.
+
+The same numerical labels are available separately in `labels.jsonl.gz` for analyses that do not need image downloads.
+
+## Verification and availability
+
+`ARTIFACT_MANIFEST.json` records shard hashes, sizes, row counts, and image-byte totals. `BUILD_STATUS.json` records local build/readback checks. Repository access and viewer availability depend on the current Hub settings. Licensing has not been specified.

UPLOAD_PLAN.md

@@ -1,8 +1,3 @@
-# Upload plan
+# Publication status
 
-1. Verify the three final source manifests against the frozen unique ID set and per-configuration counts. Inspect the rich annotation schema and confirm full judge model names.
-2. Match each evaluation image to its actual judge input using verified provenance and content hashes. Measure this selected dataset; document original-image relationships separately.
-3. Export only approved public fields. Preserve SAE and IAE votes and majorities separately. Resolve licensing and document endpoint order and configuration definitions.
-4. Choose shards after measuring the data. Validate member hashes, label alignment, extraction, and a working reader/viewer. Upload the verified data to this public repository after these checks are complete.
-
-The current initialization includes documentation only. Numerical labels remain local, and no images or rich annotations have been uploaded.
+The core evaluation dataset is published: 68,764 images across eight configurations, with frozen numerical SAE/IAE votes and majorities. Image bytes and labels passed complete source comparison and Parquet readback. All remote shard hashes match the artifact manifest. Original generated-image archival is tracked separately.

dataset_spec.json

@@ -0,0 +1,167 @@
+{
+  "sample_count": 68764,
+  "configuration_counts": {
+    "flux2": 5760,
+    "flux2_upsampler": 5760,
+    "gptimage2": 13243,
+    "hidream": 5760,
+    "hidream_refiner": 5760,
+    "ideogram4_magic": 5753,
+    "mai26flash": 13302,
+    "nanobanana2": 13426
+  },
+  "design_target_image_ids": 69120,
+  "endpoint_order": [
+    "high_power_distance",
+    "low_power_distance",
+    "individualism",
+    "collectivism",
+    "achievement_and_competition_orientation",
+    "care_and_quality_of_life_orientation",
+    "high_uncertainty_avoidance",
+    "low_uncertainty_avoidance",
+    "long_term_orientation",
+    "short_term_orientation",
+    "indulgence",
+    "restraint"
+  ],
+  "judge_aliases": [
+    "luna",
+    "gemini",
+    "muse"
+  ],
+  "judge_models": {
+    "luna": "gpt-5.6-luna",
+    "gemini": "gemini-3.7-flash",
+    "muse": "meta/muse-spark-1.3-contributor"
+  },
+  "frozen_votes_sha256": "eefc99f151ed4c49d5aa7d6ad5dc16c8f6e3ea37738010482a2d35d29e14593c",
+  "labels_source_sha256": "6fdc50b4627a81a9942d359a74052162e4ed1d2c5b7c34b9ead6e1b0d966d43c",
+  "methods": {
+    "sae": "Scenario-Anticipated Evaluation",
+    "iae": "Image-Adaptive Evaluation"
+  },
+  "aggregation": "Independent per-method and per-endpoint majority: at least two of three judges support.",
+  "image_role": "actual automatic-judge evaluation input",
+  "image_format": "JPEG",
+  "image_transformation_during_packaging": "none; original evaluation bytes embedded unchanged",
+  "columns": {
+    "sample_id": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "model_configuration": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "scenario_id": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "prompt_language": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "culture_cue": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "six_shared_conditions": {
+      "dtype": "bool",
+      "_type": "Value"
+    },
+    "sae_votes": {
+      "luna": {
+        "feature": {
+          "dtype": "uint8",
+          "_type": "Value"
+        },
+        "length": 12,
+        "_type": "List"
+      },
+      "gemini": {
+        "feature": {
+          "dtype": "uint8",
+          "_type": "Value"
+        },
+        "length": 12,
+        "_type": "List"
+      },
+      "muse": {
+        "feature": {
+          "dtype": "uint8",
+          "_type": "Value"
+        },
+        "length": 12,
+        "_type": "List"
+      }
+    },
+    "iae_votes": {
+      "luna": {
+        "feature": {
+          "dtype": "uint8",
+          "_type": "Value"
+        },
+        "length": 12,
+        "_type": "List"
+      },
+      "gemini": {
+        "feature": {
+          "dtype": "uint8",
+          "_type": "Value"
+        },
+        "length": 12,
+        "_type": "List"
+      },
+      "muse": {
+        "feature": {
+          "dtype": "uint8",
+          "_type": "Value"
+        },
+        "length": 12,
+        "_type": "List"
+      }
+    },
+    "sae_supported": {
+      "feature": {
+        "dtype": "uint8",
+        "_type": "Value"
+      },
+      "length": 12,
+      "_type": "List"
+    },
+    "iae_supported": {
+      "feature": {
+        "dtype": "uint8",
+        "_type": "Value"
+      },
+      "length": 12,
+      "_type": "List"
+    },
+    "scenario": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "evaluation_sha256": {
+      "dtype": "string",
+      "_type": "Value"
+    },
+    "image_width": {
+      "dtype": "int32",
+      "_type": "Value"
+    },
+    "image_height": {
+      "dtype": "int32",
+      "_type": "Value"
+    },
+    "image": {
+      "_type": "Image"
+    }
+  },
+  "rich_evidence_included": false,
+  "original_generated_images_included": false,
+  "split": "test",
+  "split_meaning": "evaluation collection; no training/test partition implied",
+  "fixture": false,
+  "licensing_status": "unspecified"
+}

dataset_status.json

@@ -1,78 +1,27 @@
 {
-  "dataset_id": "ZucanLyu/VisionValueBench",
-  "status": "repository_initialized",
-  "visibility": "public",
-  "updated_date": "2026-10-06",
-  "dataset_uploaded": false,
-  "release_ready": false,
-  "design_target_image_ids": 69120,
-  "frozen_complete_image_ids": 68764,
-  "incomplete_records_excluded": 356,
-  "base_generator_count": 6,
-  "extension_configuration_count": 2,
+  "schema_version": 2,
+  "status": "published",
+  "public": true,
+  "sample_count": 68764,
   "configuration_counts": {
-    "flux2": {
-      "design_target": 5760,
-      "frozen_complete": 5760
-    },
-    "flux2_upsampler": {
-      "design_target": 5760,
-      "frozen_complete": 5760
-    },
-    "gptimage2": {
-      "design_target": 13440,
-      "frozen_complete": 13243
-    },
-    "hidream": {
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-      "frozen_complete": 5760
-    },
-    "hidream_refiner": {
-      "design_target": 5760,
-      "frozen_complete": 5760
-    },
-    "ideogram4_magic": {
-      "design_target": 5760,
-      "frozen_complete": 5753
-    },
-    "mai26flash": {
-      "design_target": 13440,
-      "frozen_complete": 13302
-    },
-    "nanobanana2": {
-      "design_target": 13440,
-      "frozen_complete": 13426
-    }
+    "flux2": 5760,
+    "flux2_upsampler": 5760,
+    "gptimage2": 13243,
+    "hidream": 5760,
+    "hidream_refiner": 5760,
+    "ideogram4_magic": 5753,
+    "mai26flash": 13302,
+    "nanobanana2": 13426
   },
-  "locally_validated": [
-    "frozen numerical votes and majority labels"
-  ],
-  "uploaded_content": [
-    "README.md",
-    "dataset_status.json",
-    "UPLOAD_PLAN.md"
-  ],
-  "pending_content": [
-    "evaluation images",
-    "numerical labels",
-    "sanitized rich annotations",
-    "optional original generated images"
-  ],
-  "remaining_checks": [
-    "exact source manifests",
-    "evaluation image provenance and content hashes",
-    "rich annotation schema and public-field export",
-    "configured judge model names",
-    "licensing",
-    "storage volume",
-    "reader and viewer compatibility"
-  ],
-  "annotation_methods": [
-    "SAE",
-    "IAE"
-  ],
-  "judges_per_method": 3,
-  "binary_endpoints_per_judge": 12,
-  "aggregation": "Per-endpoint majority of three judges; SAE and IAE remain separate.",
-  "code_repository": "https://github.com/zucanlv/VisionValueBench"
+  "evaluation_image_bytes": 21784493792,
+  "parquet_bytes": 21800663040,
+  "image_bytes_preserved": true,
+  "separate_sae_iae": true,
+  "rich_evidence_included": false,
+  "original_generated_images_included": false,
+  "remote_shard_sha256_verified": 86,
+  "shard_count": 86,
+  "labels_sha256": "6fdc50b4627a81a9942d359a74052162e4ed1d2c5b7c34b9ead6e1b0d966d43c",
+  "data_commit": "8a0e00ac9ba38cb37ef335f350f29d6a25782602",
+  "published_at": "2026-10-07T20:20:52.228301+00:00"
 }

labels.jsonl.gz

@@ -0,0 +1,3 @@
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+oid sha256:6fdc50b4627a81a9942d359a74052162e4ed1d2c5b7c34b9ead6e1b0d966d43c
+size 1357322