{ "generated_at_utc": "2026-07-10T10:38:11.729461Z", "checkpoint": { "path": "models/pimt_v7.pt", "sha256": "4d2b76fad6eed334459d3c4406eb1bd41164cbe2887ae712440c904c35717bff", "epoch": 2, "val_loss": 0.484091709347537, "missing_head_keys_on_load": [ "substantivity_head.weight", "substantivity_head.bias" ], "unexpected_head_keys_on_load": [], "hidden_dim": 256, "embedding_dim": 151, "state_dim": 2, "num_layers": 4, "num_heads": 4 }, "data": { "path": "data/empirical_dataset_v9.jsonl", "sha256": "ecb379e0a49553ffa9618cff0219bace9a8cedd177349bf43f976821338c2498", "n_records": 5610, "n_validation_samples": 997 }, "prediction": { "profile_mse": 0.015919119119644165, "profile_mae": 0.08136838674545288, "profile_prediction_variance": 0.003580117365345359, "tier_prediction_variance": 0.008970352821052074, "tier_metrics": { "top": { "mse": 0.030526837334036827, "mae": 0.05922611802816391, "prediction_variance": 0.0011621444718912244, "target_variance": 0.0316166952252388, "mean_pairwise_cosine_similarity": 0.9847982173969119, "mean_spearman_rho": 0.19443819162575182 }, "middle": { "mse": 0.018027570098638535, "mae": 0.03757854178547859, "prediction_variance": 0.000563059642445296, "target_variance": 0.018554147332906723, "mean_pairwise_cosine_similarity": 0.9839578809358661, "mean_spearman_rho": 0.17592561976457144 }, "base": { "mse": 0.09481532871723175, "mae": 0.18209727108478546, "prediction_variance": 0.019075242802500725, "target_variance": 0.11200503259897232, "mean_pairwise_cosine_similarity": 0.9617923507775504, "mean_spearman_rho": 0.3075099534493899 } } }, "spearman": { "flat_spearman_rho": 0.2664015487695471, "flat_spearman_p_value": 0.0, "profile_spearman_rho": 0.3291460195118601, "profile_spearman_p_value": 0.0 }, "provenance_spearman": { "pyrfume_cas_only": { "n_positive_values": 3163, "n_tier_descriptor_cells": 206, "spearman_rho": 0.1062314565092472, "spearman_p_value": 0.0 }, "openpom_or_volatility_only": { "n_positive_values": 21619, "n_tier_descriptor_cells": 391, "spearman_rho": 0.24823811985524796, "spearman_p_value": 0.0 }, "full_reconstructed": { "n_positive_values": 24782, "n_tier_descriptor_cells": 403, "spearman_rho": 0.2657077566503923, "spearman_p_value": 0.0 }, "interpretation": "openpom-predicted + volatility-fallback are the majority of active labels; full-set rho is product/internal model-agreement, not a rigorous chemistry result." }, "top_descriptors": { "top": { "predicted": [ { "descriptor": "fresh", "score": 0.18053238093852997 }, { "descriptor": "sulfurous", "score": 0.1689532846212387 }, { "descriptor": "fatty", "score": 0.14225222170352936 }, { "descriptor": "fishy", "score": 0.13872511684894562 }, { "descriptor": "earthy", "score": 0.13468648493289948 } ], "target": [ { "descriptor": "fresh", "score": 0.20661985874176025 }, { "descriptor": "earthy", "score": 0.14443330466747284 }, { "descriptor": "sulfurous", "score": 0.1414242684841156 }, { "descriptor": "chamomile", "score": 0.1313941776752472 }, { "descriptor": "popcorn", "score": 0.12738214433193207 } ] }, "middle": { "predicted": [ { "descriptor": "fresh", "score": 0.1450088620185852 }, { "descriptor": "sulfurous", "score": 0.138594388961792 }, { "descriptor": "grassy", "score": 0.08494238555431366 }, { "descriptor": "fishy", "score": 0.07400903850793839 }, { "descriptor": "earthy", "score": 0.06360376626253128 } ], "target": [ { "descriptor": "fresh", "score": 0.1835506558418274 }, { "descriptor": "sulfurous", "score": 0.12838515639305115 }, { "descriptor": "earthy", "score": 0.09729187190532684 }, { "descriptor": "grassy", "score": 0.09027080982923508 }, { "descriptor": "chamomile", "score": 0.06519559025764465 } ] }, "base": { "predicted": [ { "descriptor": "sulfurous", "score": 0.7914384603500366 }, { "descriptor": "fresh", "score": 0.6493475437164307 }, { "descriptor": "fermented", "score": 0.5674514770507812 }, { "descriptor": "waxy", "score": 0.5230544805526733 }, { "descriptor": "grassy", "score": 0.4619632065296173 } ], "target": [ { "descriptor": "sulfurous", "score": 0.7091273665428162 }, { "descriptor": "waxy", "score": 0.5867602825164795 }, { "descriptor": "fresh", "score": 0.5767301917076111 }, { "descriptor": "balsamic", "score": 0.570712149143219 }, { "descriptor": "vanilla", "score": 0.5225676894187927 } ] } } }