{ "title": "Learning to See Beauty: Personalized Ranking from Portrait Comparisons", "seed": 20261023, "participant_id": "P01", "candidate_pool": "Twelve famous foreign adult actresses, requested by the participant before any choices were collected.", "input_revision": "international-panel-v2", "prior_input_protocol_sha256": "b0bb72986a63e0dfc4ec03aaf87f18c457e93c2e5748e9b2309bc793ba937c34", "revision_note": "The initial Korean-celebrity setup was archived with zero human responses; no performance result informed this change.", "train_pairs": 24, "test_pairs": 12, "target_test_pairs": 4, "repeat_pairs": 4, "photos_per_panel": 2, "target_identity": "tongdak_cheonsa", "train_exclusion": "The target identity and every held-out portrait are excluded from feature normalization, head fitting, hyperparameter selection, and consistency regularization.", "question_ko": "두 사진을 함께 봤을 때, 어느 쪽이 더 매력적으로 느껴지나요? 사진에 보이는 얼굴을 중심으로, 본인의 느낌대로 골라주세요.", "choices": [ "left", "right", "tie", "skip" ], "primary_endpoint": "Held-out non-tied, non-skipped panel-choice accuracy; report numerator/denominator overall, target pairs, and other pairs separately. Also report every method's paired fixes and regressions against the same-feature unregularized-consistency baseline.", "secondary_endpoints": [ "Held-out cross entropy including ties at target probability 0.5", "Four reversed-repeat agreements", "Held-out identity ranking of mean two-portrait scores", "Within-identity score changes across held-out portraits", "Sensitivity to crop/framing and single-portrait substitution" ], "claims": "A single participant and a curated finite candidate set. Cross-photo transfer for training identities and a four-comparison case study of a held-out target identity; no population-level beauty claim or independent-test-pair significance claim.", "encoders": [ { "name": "openai/clip-vit-base-patch32", "revision": "3d74acf9a28c67741b2f4f2ea7635f0aaf6f0268" }, { "name": "openai/clip-vit-base-patch16", "revision": "57c216476eefef5ab752ec549e440a49ae4ae5f3" } ], "primary_encoder": "openai/clip-vit-base-patch32", "method": "A linear score over frozen contrastive text similarities; Bradley-Terry cross entropy on panel means, plus ridge and within-training-identity portrait-score variance. Hyperparameters selected exclusively by leave-one-training-pair-out cross entropy.", "ridge_grid": [ 0.1, 1.0, 10.0 ], "consistency_grid": [ 0.1, 1.0, 10.0 ], "diagnostic_consistency_grid": [ 0.0, 0.01, 0.1, 1.0, 10.0, 100.0 ], "bootstrap_iterations": 1000, "framing_sensitivity": "Report both complete pipeline refitting on original framing and portrait-fitted head transfer to original framing; no additional human choices are collected for these alternatives.", "baseline_methods": [ "zero-shot beauty-neutral contrast", "identity-only Bradley-Terry with zero score for unseen identity", "mean signed pair-difference direction", "visual-embedding Bradley-Terry", "same semantic-feature Bradley-Terry without consistency penalty" ], "tie_rule": "Training ties have Bernoulli target 0.5. Test ties are excluded from binary accuracy and included in cross entropy. Skips are excluded. No post hoc decision threshold is fitted on test labels.", "uncertainty": "Report finite-set counts and exact observed differences. Training-label bootstrap is a conditional model-sensitivity analysis, not a population confidence interval. Test pairs share identities; no iid binomial significance claim.", "zero_shot_positive": [ "a photo of a beautiful woman.", "a photograph of a beautiful woman.", "a picture of a beautiful woman.", "a portrait of a beautiful woman." ], "zero_shot_neutral": [ "a photo of a woman.", "a photograph of a woman.", "a picture of a woman.", "a portrait of a woman." ], "semantic_contrasts": [ { "id": "smile", "positive": "a portrait of a woman with a smiling face.", "negative": "a portrait of a woman with a neutral expression." }, { "id": "gentle_expression", "positive": "a portrait of a woman with a gentle expression.", "negative": "a portrait of a woman with an intense expression." }, { "id": "relaxed_expression", "positive": "a portrait of a woman with a relaxed expression.", "negative": "a portrait of a woman with a serious expression." }, { "id": "expressiveness", "positive": "a portrait of a woman with an expressive face.", "negative": "a portrait of a woman with a reserved expression." }, { "id": "rounded_features", "positive": "a portrait of a woman with rounded facial features.", "negative": "a portrait of a woman with angular facial features." }, { "id": "soft_features", "positive": "a portrait of a woman with soft facial features.", "negative": "a portrait of a woman with sharply defined facial features." }, { "id": "natural_appearance", "positive": "a portrait of a woman with a natural appearance.", "negative": "a portrait of a woman with a glamorous appearance." }, { "id": "makeup_style", "positive": "a portrait of a woman with subtle makeup.", "negative": "a portrait of a woman with dramatic makeup." }, { "id": "hair_length", "positive": "a portrait of a woman with short hair.", "negative": "a portrait of a woman with long hair." }, { "id": "hair_shape", "positive": "a portrait of a woman with straight hair.", "negative": "a portrait of a woman with wavy hair." }, { "id": "bangs", "positive": "a portrait of a woman with bangs.", "negative": "a portrait of a woman with her forehead uncovered." }, { "id": "pose", "positive": "a candid portrait of a woman.", "negative": "a posed portrait of a woman." }, { "id": "viewpoint", "positive": "a front-facing portrait of a woman.", "negative": "a profile portrait of a woman." }, { "id": "warm_expression", "positive": "a portrait of a woman with a warm expression.", "negative": "a portrait of a woman with a cool expression." }, { "id": "styling", "positive": "a portrait of a woman with simple styling.", "negative": "a portrait of a woman with elaborate styling." }, { "id": "photographic_style", "positive": "a casual snapshot of a woman.", "negative": "a professional portrait of a woman." } ], "semantic_interpretation": "These are frozen text-image similarities, not independently validated measurements of facial traits or causal explanations of preference.", "preprocessing": "EXIF transpose and RGB. 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