Aleph Differentiation, Parts 3 & 3-D: Two Laws, Five Days, One Framework
AbstractPhil
• id string | image image | image_width int32 | image_height int32 | prompt string | source_prompt string | race string | race_injected bool | is_tail bool | gender string | age_band string | hair string | eye string | expression string | makeup string | jewelry string | is_amateur bool | seed int64 | width_ratio string | policy_version string | caption_joycaption string | caption_qwen35_4b string | caption_animetimm string | age_audit string | tasks_json string | tasks_valid string | struct_joycaption string | struct_qwen35_4b string | struct_animetimm string | fused_json string | prompt_fused string | fusion_confidence float32 | proc_width int32 | proc_height int32 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
deepfashion_0 | 832 | 1,216 | A Pacific Islander woman wearing a black shirt and jeans stands, in a ceramics and pottery studio, leaning back against a wall with one foot propped up, front view facing the camera, three-quarter-length shot from the knees up, high angle looking slightly down, in her late twenties to early thirties, soft diffused wind... | a woman wearing a black shirt and jeans stands in front of a white background | pacific_islander | true | false | woman | 25-35 | false | 4,381,622,650,886,891,000 | 832x1216 | fashion-v1 | This photograph features a young woman standing in a pottery studio. She has medium-length, wavy black hair and a light brown skin tone, suggesting a South Asian or Middle Eastern ethnicity. She is wearing a black, button-up, long-sleeve shirt with the sleeves rolled up to her elbows, and high-waisted, dark blue jeans ... | A woman with dark hair, wearing a black button-down shirt and blue jeans, leans against a white wall in a pottery studio filled with shelves of unfinished clay pots. | 1girl, denim, solo, pants, jeans, black hair, realistic, shirt, jewelry, sensitive, earrings, shoes, black shirt, standing, standing on one leg, teapot, long hair, indoors, belt, arms behind back, lips | {"decision": "pass", "expected_age": 30.3, "minor_mass": 0.148, "most_likely": "30-39 (0.34)", "reasons": []} | {"bbox_grounding": {"detections": [{"label": "person", "box": [296.93, 75.37, 756.89, 988.65], "score": 0.7713}, {"label": "vase", "box": [862.6, 16.41, 989.98, 148.99], "score": 0.5131}, {"label": "vase", "box": [849.47, 246.42, 975.28, 357.71], "score": 0.5}, {"label": "vase", "box": [119.57, 525.74, 294.1, 714.76], ... | {"bbox_grounding": true, "segmentation": true, "outline_association": true, "subject_fixation": true, "depth_analysis": true, "structural_spatial_awareness": true, "image_classification": true, "style_structural_awareness": true, "ocr_text": true, "data_type_differentiation": true, "data_type_utilization": true, "seman... | {"subjects": [{"name": "young woman", "attributes": ["medium-length", "wavy", "black hair", "light brown skin tone", "South Asian or Middle Eastern ethnicity", "black button-up long-sleeve shirt", "sleeves rolled up to elbows", "high-waisted dark blue jeans", "snug fit", "black and white canvas sneakers", "white laces"... | {"subjects": [{"name": "woman", "attributes": ["dark hair", "black button-down shirt", "blue jeans"]}], "actions": ["leans"], "setting": "indoor", "style": null, "mood": null} | {"subjects": [{"name": "girl", "attributes": ["denim", "black hair", "sensitive", "long hair", "black shirt", "jeans", "shirt", "pants", "shoes", "belt", "earrings", "jewelry"]}], "actions": ["standing", "standing on one leg", "arms behind back"], "setting": "indoor", "style": "realistic", "mood": null} | {"fused_scene_version": "1.0", "coord_space": "norm_0_1000", "image_size": [700, 1024], "counts": {"total_entities": 12, "people": 1, "by_label": {"person": 1, "vase": 11}}, "entities": [{"id": "vase_1", "label": "vase", "detection_score": 0.4291, "box": [8.6, 345.18, 95.74, 424.81], "centroid": [52.17, 385.0], "area_f... | 11 vases and one person. The primary subject is a person in the middle center of the frame, with high-waisted dark blue jeans, black hair, black button-up long-sleeve shirt, dark hair and long hair, standing on one leg. Vase 4 is in the middle left of the frame. Vase 6 is in the lower center of the frame. Vase 5 is in ... | 0.799 | 700 | 1,024 | ||||||
deepfashion_2 | 832 | 1,216 | "A Latina woman wearing a white t-shirt with a painting on it, in a ceramics and pottery studio, wit(...TRUNCATED) | a woman wearing a white t - shirt with a painting on it in front of a white background | hispanic_latino | true | false | woman | 25-35 | dark brown hair | false | 4,839,138,346,619,766,000 | 832x1216 | fashion-v1 | "This photograph features a young woman standing in a brightly lit, blue-painted room filled with sh(...TRUNCATED) | "A young woman with long brown hair stands in a doorway, wearing a white t-shirt with a landscape pr(...TRUNCATED) | "1girl, solo, realistic, shirt, long hair, brown eyes, brown hair, general, white shirt, pants, look(...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 26.5, \"minor_mass\": 0.092, \"most_likely\": \"20-29 (0(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [228.98, 156.1, 791.14, 993(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"young woman\", \"attributes\": [\"long wavy dark brown hair\", \"fair (...TRUNCATED) | "{\"subjects\": [{\"name\": \"young woman\", \"attributes\": [\"long brown hair\", \"white t-shirt\"(...TRUNCATED) | "{\"subjects\": [{\"name\": \"girl\", \"attributes\": [\"solo\", \"realistic\", \"long hair\", \"bro(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "11 vases and one person. The primary subject is a person in the middle center of the frame, nearest(...TRUNCATED) | 0.7237 | 700 | 1,024 | |||||
deepfashion_4 | 832 | 1,216 | "A Latina woman wearing a white t-shirt with a heart and the word d'day printed on, in a vintage rec(...TRUNCATED) | "a woman wearing a white t - shirt with a heart and the word d'day printed on in front of a white ba(...TRUNCATED) | hispanic_latino | true | false | woman | 25-35 | strawberry blonde hair | false | 6,698,212,027,403,855,000 | 832x1216 | fashion-v1 | "This photograph captures a young woman in mid-stride, running lightly along a sunlit urban sidewalk(...TRUNCATED) | "A young woman with blonde hair runs along a sidewalk past a record store, wearing a white t-shirt w(...TRUNCATED) | "1girl, denim, shorts, denim shorts, solo, realistic, shirt, motor vehicle, car, running, blonde hai(...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 25.7, \"minor_mass\": 0.139, \"most_likely\": \"20-29 (0(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [304.98, 141.03, 891.84, 89(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"young woman\", \"attributes\": [\"fair complexion\", \"shoulder-length(...TRUNCATED) | "{\"subjects\": [{\"name\": \"young woman\", \"attributes\": [\"blonde hair\", \"white t-shirt\", \"(...TRUNCATED) | "{\"subjects\": [{\"name\": \"girl\", \"attributes\": [\"blonde hair\", \"brown eyes\", \"long hair\(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "Five books, two people and one car. The primary subject is a person in the middle center of the fra(...TRUNCATED) | 0.6872 | 700 | 1,024 | |||||
deepfashion_6 | 832 | 1,216 | "A Black woman in black pants and a polka dot blouse, in a sunlit university courtyard, with dark br(...TRUNCATED) | a woman in black pants and a polka dot blouse in front of a white background | black | true | false | woman | 25-35 | dark brown hair | false | 2,061,724,116,060,628,000 | 832x1216 | fashion-v1 | "This photograph features a confident Black woman standing on a sunlit, paved pathway in front of a (...TRUNCATED) | "A woman with dark, wavy hair stands on a paved walkway in front of a large brick building, wearing (...TRUNCATED) | "1girl, solo, sensitive, pants, ass, outdoors, dark skin, dark-skinned female, brown hair, blurry, f(...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 27.9, \"minor_mass\": 0.049, \"most_likely\": \"20-29 (0(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [313.18, 40.09, 648.08, 991(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"Black woman\", \"attributes\": [\"confident\", \"medium-dark skin tone(...TRUNCATED) | "{\"subjects\": [{\"name\": \"woman\", \"attributes\": [\"dark\", \"wavy hair\", \"black and white p(...TRUNCATED) | "{\"subjects\": [{\"name\": \"girl\", \"attributes\": [\"solo\", \"sensitive\", \"dark skin\", \"dar(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "One person. A person in the middle center of the frame, with shoulder-length wavy dark brown hair, (...TRUNCATED) | 0.7586 | 700 | 1,024 | |||||
deepfashion_8 | 832 | 1,216 | "A Southeast Asian woman wearing a black top and a tan skirt, at an outdoor cafe terrace, sitting on(...TRUNCATED) | a woman wearing a black top and a tan skirt in front of a white background | southeast_asian | true | false | woman | 25-35 | false | 2,189,690,279,293,160,200 | 832x1216 | fashion-v1 | "Photograph of an Asian woman with fair skin and long, straight black hair, sitting on a wooden benc(...TRUNCATED) | "A woman with long dark hair sits on a wooden bench at an outdoor cafe, wearing a black long-sleeved(...TRUNCATED) | "1girl, skirt, solo, sitting, crossed legs, high heels, black hair, long hair, blurry, brown skirt, (...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 25.3, \"minor_mass\": 0.171, \"most_likely\": \"20-29 (0(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [70.19, 103.17, 848.87, 933(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"Asian woman\", \"attributes\": [\"fair skin\", \"long straight black h(...TRUNCATED) | "{\"subjects\": [{\"name\": \"woman\", \"attributes\": [\"long dark hair\", \"black long-sleeved top(...TRUNCATED) | "{\"subjects\": [{\"name\": \"1girl\", \"attributes\": [\"solo\", \"sitting\", \"crossed legs\", \"h(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "Two chairs, two dining tables, one bench, one person, one potted plant and one umbrella. The primar(...TRUNCATED) | 0.734 | 700 | 1,024 | ||||||
deepfashion_10 | 832 | 1,216 | "A South Asian woman wearing a pink shirt with a heart and arrow on it, at a poolside lounge, with j(...TRUNCATED) | a woman wearing a pink shirt with a heart and arrow on it in front of a white background | south_asian | true | false | woman | 25-35 | jet black hair | true | 7,956,538,404,024,849,000 | 832x1216 | fashion-v1 | "Photograph of a young South Asian woman with medium brown skin and long, straight black hair, stand(...TRUNCATED) | "A woman with long dark hair stands by a swimming pool, wearing a pink t-shirt with a red heart and (...TRUNCATED) | "1girl, solo, black hair, realistic, asian, earrings, jewelry, long hair, dark skin, sensitive, blur(...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 24.7, \"minor_mass\": 0.125, \"most_likely\": \"20-29 (0(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [261.12, 156.48, 785.21, 99(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"woman\", \"attributes\": [\"young\", \"South Asian\", \"medium brown s(...TRUNCATED) | "{\"subjects\": [{\"name\": \"woman\", \"attributes\": [\"long dark hair\", \"wearing pink t-shirt\"(...TRUNCATED) | "{\"subjects\": [{\"name\": \"girl\", \"attributes\": [\"solo\", \"black hair\", \"long hair\", \"da(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "Six chairs, three umbrellas and one person. The primary subject is a person in the middle center of(...TRUNCATED) | 0.8193 | 700 | 1,024 | |||||
deepfashion_14 | 832 | 1,216 | "A Caucasian woman wearing a pink top with a pleaed neckline, at a train station platform, with brow(...TRUNCATED) | a woman wearing a pink top with a pleaed neckline in front of a white background | caucasian | true | false | woman | 25-35 | brown hair | false | 1,401,365,910,198,540,500 | 832x1216 | fashion-v1 | "This photograph captures a young woman walking barefoot on a train platform during daylight. She ha(...TRUNCATED) | "A woman with red hair walks barefoot down a train station platform wearing a pink romper, with a tr(...TRUNCATED) | "1girl, realistic, sensitive, brown hair, solo, brown eyes, road, dress, walking, street, lips, vani(...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 27.4, \"minor_mass\": 0.09, \"most_likely\": \"20-29 (0.(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [320.45, 103.99, 711.49, 96(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"young woman\", \"attributes\": [\"barefoot\", \"long wavy red hair\", (...TRUNCATED) | "{\"subjects\": [{\"name\": \"woman\", \"attributes\": [\"red hair\", \"barefoot\", \"pink romper\"](...TRUNCATED) | "{\"subjects\": [{\"name\": \"girl\", \"attributes\": [\"realistic\", \"sensitive\", \"brown hair\",(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "One person and one train. The primary subject is a person in the middle center of the frame, neares(...TRUNCATED) | 0.872 | 700 | 1,024 | |||||
deepfashion_16 | 832 | 1,216 | "A Native American woman wearing a white shirt and black leather skirt, against a hand-painted mottl(...TRUNCATED) | a woman wearing a white shirt and black leather skirt in front of a white background | native_american | true | false | woman | 25-35 | false | 8,149,557,348,228,688,000 | 832x1216 | fashion-v1 | "This is a photograph of an Asian woman standing against a textured, dark brown and greenish backgro(...TRUNCATED) | "A woman with long dark hair stands in a studio, wearing a white button-down shirt, a black leather (...TRUNCATED) | "1girl, solo, skirt, long hair, shirt, black hair, head out of frame, white shirt, black skirt, earr(...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 29.9, \"minor_mass\": 0.146, \"most_likely\": \"20-29 (0(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [251.36, 56.28, 696.93, 100(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"Asian woman\", \"attributes\": [\"long straight black hair\", \"neutra(...TRUNCATED) | "{\"subjects\": [{\"name\": \"woman\", \"attributes\": [\"long dark hair\", \"white button-down shir(...TRUNCATED) | "{\"subjects\": [{\"name\": \"girl\", \"attributes\": [\"solo\", \"long hair\", \"black hair\", \"he(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "One person. A person in the middle center of the frame, with large tassel earrings, black leather s(...TRUNCATED) | 0.757 | 700 | 1,024 | ||||||
deepfashion_18 | 832 | 1,216 | "A mixed-race woman in a teal sweater poses for a picture, against a hand-painted mottled canvas bac(...TRUNCATED) | a woman in a teal sweater poses for a picture in front of a white background | multiracial | true | false | woman | 25-35 | light brown hair | false | 8,693,058,883,318,696,000 | 832x1216 | fashion-v1 | "This photograph features a young woman walking barefoot across a gray concrete floor. She is wearin(...TRUNCATED) | "A woman with long, wavy hair walks barefoot in a teal, oversized knit sweater dress against a backd(...TRUNCATED) | "1girl, solo, sensitive, sweater, brown hair, realistic, long hair, barefoot, lips, long sleeves, he(...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 28.2, \"minor_mass\": 0.165, \"most_likely\": \"20-29 (0(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [242.39, 55.58, 836.06, 997(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"young woman\", \"attributes\": [\"barefoot\", \"light brown wavy hair\(...TRUNCATED) | "{\"subjects\": [{\"name\": \"woman\", \"attributes\": [\"long\", \"wavy hair\", \"barefoot\", \"tea(...TRUNCATED) | "{\"subjects\": [{\"name\": \"girl\", \"attributes\": [\"solo\", \"sensitive\", \"brown hair\", \"lo(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "One person. A person in the middle center of the frame, with light brown wavy hair, barefoot, long (...TRUNCATED) | 0.8899 | 700 | 1,024 | |||||
deepfashion_20 | 832 | 1,216 | "An East Asian woman wearing a striped top and black pants, against a high-key pure-white backdrop, (...TRUNCATED) | a woman wearing a striped top and black pants in front of a white background | east_asian | true | false | woman | 25-35 | dark brown hair | false | 9,014,225,504,416,612,000 | 832x1216 | fashion-v1 | "This is a photograph of an Asian woman standing in a minimalist, well-lit studio with a white backg(...TRUNCATED) | "A full-length studio shot of a young woman with long brown hair standing against a white background(...TRUNCATED) | "1girl, solo, pants, striped shirt, head out of frame, shirt, brown hair, striped clothes, long hair(...TRUNCATED) | "{\"decision\": \"pass\", \"expected_age\": 25.8, \"minor_mass\": 0.176, \"most_likely\": \"20-29 (0(...TRUNCATED) | "{\"bbox_grounding\": {\"detections\": [{\"label\": \"person\", \"box\": [216.11, 26.22, 706.86, 988(...TRUNCATED) | "{\"bbox_grounding\": true, \"segmentation\": true, \"outline_association\": true, \"subject_fixatio(...TRUNCATED) | "{\"subjects\": [{\"name\": \"Asian woman\", \"attributes\": [\"long straight dark brown hair\", \"f(...TRUNCATED) | "{\"subjects\": [{\"name\": \"young woman\", \"attributes\": [\"long brown hair\", \"standing\", \"f(...TRUNCATED) | "{\"subjects\": [{\"name\": \"girl\", \"attributes\": [\"solo\", \"brown hair\", \"long hair\", \"se(...TRUNCATED) | "{\"fused_scene_version\": \"1.0\", \"coord_space\": \"norm_0_1000\", \"image_size\": [700, 1024], \(...TRUNCATED) | "One person. A person in the middle center of the frame, with long straight dark brown hair, fair sk(...TRUNCATED) | 0.8404 | 700 | 1,024 |
End of preview. Expand in Data Studio
qwen-deepfashion-fused
Every SFW row of AbstractPhil/qwen-deepfashion processed by the
qwen-test-runner 12-process fused extraction system: age gate (strict) → 3×caption
structuring (Qwen3.5-9B, slot-registry schema) → 12 deterministic vision task JSONs
(tasks_json) → FusedScene (fused_json: entities with mask-containment-owned
stratified attributes, relations with continuous offsets, counts, shared basin) →
deterministic fused prompt (prompt_fused).
Shards are strictly under 350MB, guaranteed; _manifests/ carries one completion
marker per source shard (rows in/kept/rejected + timings). Rows kept: 122139
(rejected by the age gate: 38076).
All extraction models are Apache-2.0/MIT — outputs are redistributable. Methodology:
the qwen-test-runner repo, docs/VISION_PIPELINE.md.
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