| { |
| "trained_at": "2026-04-27T08:32:28.319255+00:00", |
| "data_run_date": "2026-04-25", |
| "llm_run_date": "2026-04-26", |
| "version": "v0.7-wash-recalibration", |
| "description": "v0.6 features + wash-trade detection/down-weighting + dropped tail correction + conformal quantile recalibration", |
| "parent_version": "v0.6", |
| "changes_from_parent": [ |
| "Wash-trade detection (round-trip \u22647d, sub-minute resale, wallet concentration >70%)", |
| "Down-weight wash rows in training (weight=0.1)", |
| "DROPPED tail-correction stacking (overfit on v0.6, test \u0394 R\u00b2 = -0.027)", |
| "Conformal quantile recalibration via val set" |
| ], |
| "embedders": [ |
| "mpnet-finetuned (from v0.3)", |
| "BAAI/bge-base-en-v1.5" |
| ], |
| "splits": { |
| "train": { |
| "rows": 265240, |
| "start": "2022-01-28", |
| "end": "2023-09-30" |
| }, |
| "val": { |
| "rows": 3545, |
| "start": "2023-10-01", |
| "end": "2023-12-31" |
| }, |
| "test": { |
| "rows": 2744, |
| "start": "2024-01-01", |
| "end": "2024-05-04" |
| } |
| }, |
| "feature_count": 212, |
| "feature_cols": [ |
| "pca_000", |
| "pca_001", |
| "pca_002", |
| "pca_003", |
| "pca_004", |
| "pca_005", |
| "pca_006", |
| "pca_007", |
| "pca_008", |
| "pca_009", |
| "pca_010", |
| "pca_011", |
| "pca_012", |
| "pca_013", |
| "pca_014", |
| "pca_015", |
| "pca_016", |
| "pca_017", |
| "pca_018", |
| "pca_019", |
| "pca_020", |
| "pca_021", |
| "pca_022", |
| "pca_023", |
| "pca_024", |
| "pca_025", |
| "pca_026", |
| "pca_027", |
| "pca_028", |
| "pca_029", |
| "pca_030", |
| "pca_031", |
| "pca_032", |
| "pca_033", |
| "pca_034", |
| "pca_035", |
| "pca_036", |
| "pca_037", |
| "pca_038", |
| "pca_039", |
| "pca_040", |
| "pca_041", |
| "pca_042", |
| "pca_043", |
| "pca_044", |
| "pca_045", |
| "pca_046", |
| "pca_047", |
| "pca_048", |
| "pca_049", |
| "pca_050", |
| "pca_051", |
| "pca_052", |
| "pca_053", |
| "pca_054", |
| "pca_055", |
| "pca_056", |
| "pca_057", |
| "pca_058", |
| "pca_059", |
| "pca_060", |
| "pca_061", |
| "pca_062", |
| "pca_063", |
| "len", |
| "n_digits", |
| "n_letters", |
| "n_special", |
| "n_lower", |
| "n_upper", |
| "is_palindrome", |
| "is_all_digits", |
| "is_all_letters", |
| "is_ascii", |
| "has_unicode", |
| "starts_digit", |
| "ends_digit", |
| "max_char_run", |
| "n_unique_chars", |
| "in_wikipedia", |
| "in_geonames", |
| "in_us_firstname", |
| "in_iso3166", |
| "in_ticker", |
| "in_sec_edgar", |
| "in_wiktionary_en", |
| "wordlist_hits", |
| "club__prepunk_full_rankings", |
| "club__historic_figures", |
| "club__gamertags", |
| "club__firstnames_usa", |
| "club__top500_cities_global", |
| "club__familynames_usa", |
| "club__social_handles", |
| "club__country_codes", |
| "club__sports", |
| "club__crypto_terms", |
| "club__common_english", |
| "club__top500_cities_usa", |
| "club__top_nouns", |
| "club__home", |
| "club__conspiracy_theories", |
| "club__us_government", |
| "club__performing_arts", |
| "club__gamertags_double", |
| "club__mythical_creatures", |
| "club__finance_terms", |
| "club__catholicism", |
| "club__natural_wonders", |
| "club__fine_art", |
| "club__personas", |
| "club__luxury", |
| "club__pokemon_gen1", |
| "club__memes", |
| "club__top_crypto_tickers", |
| "club__currency_symbols", |
| "club__common_animals", |
| "club__logistics", |
| "club__currency_names", |
| "club__wikidata_top_fantasy_char", |
| "club__top_crypto_names", |
| "club__gen_alpha", |
| "club__pokemon_gen3", |
| "club__holidays", |
| "club__pokemon_gen2", |
| "club__paranormal", |
| "club__crayola_classic", |
| "club__pokemon_gen4", |
| "club__us_states", |
| "n_clubs", |
| "trademark_conflict", |
| "name_age_days", |
| "prior_transfer_count", |
| "fg_value", |
| "eth_tvl_usd", |
| "eth_stable_mcap", |
| "eth_dex_volume", |
| "nft_total_fee_usd", |
| "fame_score", |
| "crypto_relevance_ord", |
| "brand_collision_risk_ord", |
| "kind__concept", |
| "kind__random", |
| "kind__brand", |
| "kind__surname", |
| "kind__first_name", |
| "kind__abbreviation", |
| "kind__place", |
| "kind__other", |
| "kind__unknown", |
| "origin__english", |
| "origin__none", |
| "origin__mixed", |
| "origin__spanish", |
| "origin__german", |
| "origin__french", |
| "origin__japanese", |
| "origin__chinese", |
| "origin__italian", |
| "origin__slavic", |
| "origin__korean", |
| "origin__arabic", |
| "origin__other", |
| "origin__unknown", |
| "desc_pca_000", |
| "desc_pca_001", |
| "desc_pca_002", |
| "desc_pca_003", |
| "desc_pca_004", |
| "desc_pca_005", |
| "desc_pca_006", |
| "desc_pca_007", |
| "desc_pca_008", |
| "desc_pca_009", |
| "desc_pca_010", |
| "desc_pca_011", |
| "desc_pca_012", |
| "desc_pca_013", |
| "desc_pca_014", |
| "desc_pca_015", |
| "desc_pca_016", |
| "desc_pca_017", |
| "desc_pca_018", |
| "desc_pca_019", |
| "desc_pca_020", |
| "desc_pca_021", |
| "desc_pca_022", |
| "desc_pca_023", |
| "desc_pca_024", |
| "desc_pca_025", |
| "desc_pca_026", |
| "desc_pca_027", |
| "desc_pca_028", |
| "desc_pca_029", |
| "desc_pca_030", |
| "desc_pca_031", |
| "knnmp_count", |
| "knnmp_mean_log", |
| "knnmp_median_log", |
| "knnmp_p90_log", |
| "knnmp_max_sim", |
| "knnmp_min_sim", |
| "knnmp_log_max", |
| "knnmp_log_min", |
| "knnbg_count", |
| "knnbg_mean_log", |
| "knnbg_median_log", |
| "knnbg_p90_log", |
| "knnbg_max_sim", |
| "knnbg_min_sim", |
| "knnbg_log_max", |
| "knnbg_log_min" |
| ], |
| "pca_dim_concat": 64, |
| "pca_dim_description": 32, |
| "name_kind_values": [ |
| "concept", |
| "random", |
| "brand", |
| "surname", |
| "first_name", |
| "abbreviation", |
| "place", |
| "other", |
| "unknown" |
| ], |
| "cultural_origin_values": [ |
| "english", |
| "none", |
| "mixed", |
| "spanish", |
| "german", |
| "french", |
| "japanese", |
| "chinese", |
| "italian", |
| "slavic", |
| "korean", |
| "arabic", |
| "other", |
| "unknown" |
| ], |
| "wash_filtering": { |
| "n_round_trip_labels": 23049, |
| "n_sub_minute_labels": 1222, |
| "n_high_conc_labels": 26255, |
| "n_total_flagged_labels": 39995, |
| "wash_train_weight": 0.1, |
| "train_wash_pct": 41.393832001206455 |
| }, |
| "best_xgb_params": { |
| "tree_method": "hist", |
| "device": "cuda", |
| "seed": 42, |
| "max_depth": 11, |
| "learning_rate": 0.00607909965562535, |
| "subsample": 0.5242971482550959, |
| "colsample_bytree": 0.5178101703841028, |
| "colsample_bylevel": 0.5676418253037602, |
| "min_child_weight": 3, |
| "reg_alpha": 4.318424044857591, |
| "reg_lambda": 1.7796015928106095, |
| "gamma": 2.982764564516846 |
| }, |
| "optuna": { |
| "n_trials": 30, |
| "best_val_rmse": 1.016706943511963, |
| "best_params": { |
| "max_depth": 11, |
| "learning_rate": 0.00607909965562535, |
| "subsample": 0.5242971482550959, |
| "colsample_bytree": 0.5178101703841028, |
| "colsample_bylevel": 0.5676418253037602, |
| "min_child_weight": 3, |
| "reg_alpha": 4.318424044857591, |
| "reg_lambda": 1.7796015928106095, |
| "gamma": 2.982764564516846 |
| }, |
| "best_trial": 28, |
| "warm_started_with_v0_6_best": true |
| }, |
| "quantile_models": { |
| "q05": { |
| "best_iteration": 1527, |
| "best_val_rmse": 1.9560544421029673 |
| }, |
| "q50": { |
| "best_iteration": 1834, |
| "best_val_rmse": 1.045858812580417 |
| }, |
| "q95": { |
| "best_iteration": 3355, |
| "best_val_rmse": 2.1802895661452273 |
| } |
| }, |
| "calibration": { |
| "method": "additive", |
| "target_coverage": 0.9, |
| "delta_lower_additive": 0.08095530420541763, |
| "delta_upper_additive": 0.0, |
| "multiplicative_factor": 1.239099800588292, |
| "val_coverage_after": 0.8595204513399154 |
| }, |
| "metrics": { |
| "final": { |
| "train": { |
| "r2_log": 0.7497193813323975, |
| "rmse_log": 0.8078381419181824, |
| "mae_log": 0.47278380393981934, |
| "median_ape": 0.23963597416877747, |
| "bias_log": -0.1186392605304718 |
| }, |
| "val": { |
| "r2_log": 0.6740628480911255, |
| "rmse_log": 1.0458588600158691, |
| "mae_log": 0.7022704482078552, |
| "median_ape": 0.413220077753067, |
| "bias_log": -0.09871374070644379 |
| }, |
| "test": { |
| "r2_log": 0.4626653790473938, |
| "rmse_log": 1.363203525543213, |
| "mae_log": 1.0832252502441406, |
| "median_ape": 0.9336060285568237, |
| "bias_log": 0.4047386348247528 |
| } |
| }, |
| "coverage": { |
| "train": { |
| "coverage_90pct": 0.920309908007842, |
| "median_interval_log": 2.7887799739837646, |
| "median_interval_ratio": 16.261168645984977 |
| }, |
| "val": { |
| "coverage_90pct": 0.8595204513399154, |
| "median_interval_log": 3.658205986022949, |
| "median_interval_ratio": 38.79168757902037 |
| }, |
| "test": { |
| "coverage_90pct": 0.8083090379008746, |
| "median_interval_log": 4.073790550231934, |
| "median_interval_ratio": 58.77934691322367 |
| } |
| } |
| }, |
| "top_features": [ |
| { |
| "name": "len", |
| "gain": 58.87883758544922 |
| }, |
| { |
| "name": "knnmp_mean_log", |
| "gain": 46.72057342529297 |
| }, |
| { |
| "name": "knnmp_median_log", |
| "gain": 41.08598327636719 |
| }, |
| { |
| "name": "is_all_digits", |
| "gain": 38.29785919189453 |
| }, |
| { |
| "name": "knnmp_count", |
| "gain": 34.5153923034668 |
| }, |
| { |
| "name": "knnmp_p90_log", |
| "gain": 31.491409301757812 |
| }, |
| { |
| "name": "in_wikipedia", |
| "gain": 30.60625457763672 |
| }, |
| { |
| "name": "knnmp_log_max", |
| "gain": 24.936614990234375 |
| }, |
| { |
| "name": "is_ascii", |
| "gain": 24.386781692504883 |
| }, |
| { |
| "name": "ends_digit", |
| "gain": 24.157560348510742 |
| }, |
| { |
| "name": "n_digits", |
| "gain": 24.11026382446289 |
| }, |
| { |
| "name": "has_unicode", |
| "gain": 23.687318801879883 |
| }, |
| { |
| "name": "name_age_days", |
| "gain": 22.8796443939209 |
| }, |
| { |
| "name": "origin__none", |
| "gain": 22.28803062438965 |
| }, |
| { |
| "name": "eth_stable_mcap", |
| "gain": 22.02800941467285 |
| }, |
| { |
| "name": "pca_002", |
| "gain": 21.55613136291504 |
| }, |
| { |
| "name": "knnbg_count", |
| "gain": 20.121904373168945 |
| }, |
| { |
| "name": "knnmp_log_min", |
| "gain": 19.98278045654297 |
| }, |
| { |
| "name": "n_unique_chars", |
| "gain": 19.560546875 |
| }, |
| { |
| "name": "kind__random", |
| "gain": 19.375856399536133 |
| }, |
| { |
| "name": "starts_digit", |
| "gain": 18.9150390625 |
| }, |
| { |
| "name": "origin__chinese", |
| "gain": 18.488323211669922 |
| }, |
| { |
| "name": "eth_tvl_usd", |
| "gain": 18.1763858795166 |
| }, |
| { |
| "name": "n_lower", |
| "gain": 17.70460319519043 |
| }, |
| { |
| "name": "n_letters", |
| "gain": 17.535446166992188 |
| }, |
| { |
| "name": "pca_004", |
| "gain": 16.79183578491211 |
| }, |
| { |
| "name": "kind__abbreviation", |
| "gain": 16.659326553344727 |
| }, |
| { |
| "name": "desc_pca_000", |
| "gain": 16.628366470336914 |
| }, |
| { |
| "name": "is_palindrome", |
| "gain": 16.464502334594727 |
| }, |
| { |
| "name": "fg_value", |
| "gain": 15.839948654174805 |
| } |
| ], |
| "family_gain_split": { |
| "mpnet_ft_knn": 217.51888847351074, |
| "bge_knn": 67.69801044464111, |
| "llm_kind": 68.03838443756104, |
| "llm_origin": 118.48860311508179, |
| "llm_scores": 37.4162712097168, |
| "llm_desc": 208.6804609298706, |
| "llm_total": 432.6237196922302 |
| }, |
| "inference_recipe": { |
| "description": "Inference uses 3 models + calibration constants", |
| "point_estimate": "final_log = q50_model(features)", |
| "uncalibrated_low": "low_log_raw = q05_model(features)", |
| "uncalibrated_high": "high_log_raw = q95_model(features)", |
| "calibrated_low_additive": "low_log = low_log_raw - delta_lower_additive", |
| "calibrated_high_additive": "high_log = high_log_raw + delta_upper_additive", |
| "calibrated_low_multiplicative": "low_log = q50 - multiplicative_factor * (q50 - low_log_raw)", |
| "calibrated_high_multiplicative": "high_log = q50 + multiplicative_factor * (high_log_raw - q50)", |
| "use_method": "additive", |
| "output_usd": "np.exp(final_log)" |
| }, |
| "wandb_run": "https://wandb.ai/quantumly-aletheia-research/ens-appraiser/runs/xd2jhbwk" |
| } |
