| { |
| "trained_at": "2026-04-26T09:19:05.178649+00:00", |
| "data_run_date": "2026-04-25", |
| "version": "v0.4-multi-embedding", |
| "description": "v0.3 + bge-base-en-v1.5 alongside mpnet-finetuned", |
| "parent_version": "v0.3", |
| "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": 154, |
| "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__social_handles", |
| "club__fine_art", |
| "club__performing_arts", |
| "club__gamertags_double", |
| "club__currency_symbols", |
| "club__logistics", |
| "club__gamertags", |
| "club__pokemon_gen1", |
| "club__common_english", |
| "club__top_crypto_tickers", |
| "club__common_animals", |
| "club__familynames_usa", |
| "club__natural_wonders", |
| "club__historic_figures", |
| "club__conspiracy_theories", |
| "club__mythical_creatures", |
| "club__top_nouns", |
| "club__finance_terms", |
| "club__personas", |
| "club__country_codes", |
| "club__catholicism", |
| "club__crypto_terms", |
| "club__sports", |
| "club__home", |
| "club__top500_cities_global", |
| "club__firstnames_usa", |
| "club__paranormal", |
| "club__wikidata_top_fantasy_char", |
| "club__crayola_classic", |
| "club__top500_cities_usa", |
| "club__top_crypto_names", |
| "club__us_government", |
| "club__pokemon_gen4", |
| "club__pokemon_gen2", |
| "club__memes", |
| "club__currency_names", |
| "club__luxury", |
| "club__pokemon_gen3", |
| "club__gen_alpha", |
| "club__us_states", |
| "club__holidays", |
| "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", |
| "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": 64, |
| "best_iteration": 757, |
| "xgb_params": { |
| "objective": "reg:squarederror", |
| "eval_metric": "rmse", |
| "tree_method": "hist", |
| "device": "cuda", |
| "max_depth": 7, |
| "learning_rate": 0.04, |
| "subsample": 0.85, |
| "colsample_bytree": 0.65, |
| "min_child_weight": 8, |
| "reg_alpha": 0.5, |
| "reg_lambda": 2.0, |
| "seed": 42 |
| }, |
| "metrics": { |
| "train": { |
| "r2_log": 0.830089807510376, |
| "rmse_log": 0.6656108498573303, |
| "mae_log": 0.44242581725120544, |
| "median_ape": 0.2753954231739044, |
| "bias_log": -0.00027043218142353 |
| }, |
| "val": { |
| "r2_log": 0.6791324615478516, |
| "rmse_log": 1.0376933813095093, |
| "mae_log": 0.7315031886100769, |
| "median_ape": 0.5113449096679688, |
| "bias_log": 0.10410919040441513 |
| }, |
| "test": { |
| "r2_log": 0.31753313541412354, |
| "rmse_log": 1.5363107919692993, |
| "mae_log": 1.2583258152008057, |
| "median_ape": 1.2974694967269897, |
| "bias_log": 0.7355491518974304 |
| } |
| }, |
| "top_features": [ |
| { |
| "name": "knnmp_mean_log", |
| "gain": 1521.73291015625 |
| }, |
| { |
| "name": "knnmp_median_log", |
| "gain": 1161.393798828125 |
| }, |
| { |
| "name": "is_all_digits", |
| "gain": 576.3497314453125 |
| }, |
| { |
| "name": "knnmp_p90_log", |
| "gain": 492.0875244140625 |
| }, |
| { |
| "name": "len", |
| "gain": 380.18292236328125 |
| }, |
| { |
| "name": "in_wikipedia", |
| "gain": 365.04254150390625 |
| }, |
| { |
| "name": "n_clubs", |
| "gain": 194.0254669189453 |
| }, |
| { |
| "name": "knnmp_count", |
| "gain": 154.111572265625 |
| }, |
| { |
| "name": "ends_digit", |
| "gain": 137.3547821044922 |
| }, |
| { |
| "name": "trademark_conflict", |
| "gain": 134.1524658203125 |
| }, |
| { |
| "name": "n_letters", |
| "gain": 129.6276092529297 |
| }, |
| { |
| "name": "name_age_days", |
| "gain": 128.65174865722656 |
| }, |
| { |
| "name": "club__gamertags", |
| "gain": 128.5192108154297 |
| }, |
| { |
| "name": "is_palindrome", |
| "gain": 125.1925048828125 |
| }, |
| { |
| "name": "n_digits", |
| "gain": 125.02507019042969 |
| }, |
| { |
| "name": "club__social_handles", |
| "gain": 119.58012390136719 |
| }, |
| { |
| "name": "eth_stable_mcap", |
| "gain": 114.49725341796875 |
| }, |
| { |
| "name": "has_unicode", |
| "gain": 105.6874771118164 |
| }, |
| { |
| "name": "n_lower", |
| "gain": 102.0856704711914 |
| }, |
| { |
| "name": "n_special", |
| "gain": 89.66917419433594 |
| }, |
| { |
| "name": "eth_tvl_usd", |
| "gain": 89.55354309082031 |
| }, |
| { |
| "name": "club__prepunk_full_rankings", |
| "gain": 87.96327209472656 |
| }, |
| { |
| "name": "n_unique_chars", |
| "gain": 86.47875213623047 |
| }, |
| { |
| "name": "pca_045", |
| "gain": 85.28775787353516 |
| }, |
| { |
| "name": "is_ascii", |
| "gain": 83.36601257324219 |
| }, |
| { |
| "name": "starts_digit", |
| "gain": 73.62259674072266 |
| }, |
| { |
| "name": "knnbg_count", |
| "gain": 61.69795608520508 |
| }, |
| { |
| "name": "pca_001", |
| "gain": 60.780391693115234 |
| }, |
| { |
| "name": "fg_value", |
| "gain": 57.86528778076172 |
| }, |
| { |
| "name": "pca_026", |
| "gain": 57.13859939575195 |
| } |
| ], |
| "knn_gain_split": { |
| "mpnet_ft": 3443.8879318237305, |
| "bge": 257.9545383453369 |
| }, |
| "wandb_run": "https://wandb.ai/quantumly-aletheia-research/ens-appraiser/runs/osbosu7j" |
| } |
