{ "fold_results": [ { "fold": 0, "best_params": { "dropout": 0.38118503457897024, "lr": 0.0009770749364761302, "weight_decay": 0.0008416934971427061, "backbone_lr_ratio": 0.048484014956722714, "moe_n_experts": 2, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 16, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 15, "test_metrics": { "size": { "n_samples": 83, "mse": 1.2775270638012577, "rmse": 1.1302774278031291, "mae": 0.5309888495648482, "r2": 0.21812199074999694 }, "delivery": { "n_samples": 58, "mse": 0.5813553680199423, "rmse": 0.7624666340371506, "mae": 0.5806423342176552, "r2": 0.26106224598641015 }, "pdi": { "n_samples": 84, "accuracy": 0.7142857142857143, "precision": 0.6664637857577602, "recall": 0.6949394155381325, "f1": 0.672514619883041 }, "ee": { "n_samples": 84, "accuracy": 0.6666666666666666, "precision": 0.6453567538126362, "recall": 0.6947619047619048, "f1": 0.6466727716727717 }, "toxic": { "n_samples": 58, "accuracy": 0.9655172413793104, "precision": 0.75, "recall": 0.9821428571428572, "f1": 0.8242424242424242 }, "biodist": { "n_samples": 58, "kl_divergence": 0.30543536337189214, "js_divergence": 0.055401807245651365 } } }, { "fold": 1, "best_params": { "dropout": 0.12715228141755225, "lr": 0.00038210169217516986, "weight_decay": 0.0032858044759097593, "backbone_lr_ratio": 0.01707341286908778, "moe_n_experts": 2, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 16, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 18, "test_metrics": { "size": { "n_samples": 84, "mse": 0.3226448578157207, "rmse": 0.5680183604565268, "mae": 0.43127859149882125, "r2": 0.014757311793952343 }, "delivery": { "n_samples": 61, "mse": 0.9731257240529179, "rmse": 0.9864713498388678, "mae": 0.6065680303717734, "r2": 0.26341397848585624 }, "pdi": { "n_samples": 84, "accuracy": 0.6666666666666666, "precision": 0.5783050847457627, "recall": 0.5873015873015873, "f1": 0.5808980755523877 }, "ee": { "n_samples": 84, "accuracy": 0.5238095238095238, "precision": 0.4563973063973064, "recall": 0.4560201703058846, "f1": 0.4443340972752738 }, "toxic": { "n_samples": 61, "accuracy": 0.9508196721311475, "precision": 0.75, "recall": 0.9741379310344828, "f1": 0.8200589970501475 }, "biodist": { "n_samples": 61, "kl_divergence": 0.3699852731241905, "js_divergence": 0.0921670637504171 } } }, { "fold": 2, "best_params": { "dropout": 0.33774333325981976, "lr": 0.0008937362022799393, "weight_decay": 0.0797179350056365, "backbone_lr_ratio": 0.012019950560462185, "moe_n_experts": 2, "moe_top_k": 1, "moe_expert_hidden_mult": 2, "llm_lora_r": 8, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 24, "test_metrics": { "size": { "n_samples": 84, "mse": 0.43468907454487105, "rmse": 0.6593095437993227, "mae": 0.5041968602287982, "r2": 0.14149684434925025 }, "delivery": { "n_samples": 60, "mse": 0.6609372574877708, "rmse": 0.8129804779253748, "mae": 0.5105325942936664, "r2": 0.12017795405995413 }, "pdi": { "n_samples": 84, "accuracy": 0.7142857142857143, "precision": 0.6592592592592592, "recall": 0.6891495601173021, "f1": 0.6657824933687002 }, "ee": { "n_samples": 84, "accuracy": 0.6785714285714286, "precision": 0.6277327935222673, "recall": 0.6944444444444443, "f1": 0.6407632082237629 }, "toxic": { "n_samples": 61, "accuracy": 0.9344262295081968, "precision": 0.7142857142857143, "recall": 0.9655172413793103, "f1": 0.7821428571428571 }, "biodist": { "n_samples": 60, "kl_divergence": 0.2188401979219755, "js_divergence": 0.052433191262446874 } } }, { "fold": 3, "best_params": { "dropout": 0.10301838844131589, "lr": 0.0008648998582653286, "weight_decay": 0.0011644667702360517, "backbone_lr_ratio": 0.9869864342312137, "moe_n_experts": 4, "moe_top_k": 2, "moe_expert_hidden_mult": 2, "llm_lora_r": 32, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 15, "test_metrics": { "size": { "n_samples": 83, "mse": 1.550640342858784, "rmse": 1.245247101124425, "mae": 0.5501430786989001, "r2": 0.12294600324587124 }, "delivery": { "n_samples": 59, "mse": 0.748405480052253, "rmse": 0.8651043174393785, "mae": 0.5687398803657142, "r2": 0.2724609546561282 }, "pdi": { "n_samples": 84, "accuracy": 0.7142857142857143, "precision": 0.6445623342175066, "recall": 0.6598240469208211, "f1": 0.65 }, "ee": { "n_samples": 84, "accuracy": 0.6428571428571429, "precision": 0.5892509050403788, "recall": 0.6273504273504273, "f1": 0.5933913253594297 }, "toxic": { "n_samples": 60, "accuracy": 0.9666666666666667, "precision": 0.8, "recall": 0.9824561403508771, "f1": 0.8660714285714286 }, "biodist": { "n_samples": 60, "kl_divergence": 0.16217964699830698, "js_divergence": 0.0385441230143625 } } }, { "fold": 4, "best_params": { "dropout": 0.303142745975858, "lr": 0.0004649241012312578, "weight_decay": 3.7624434569437365e-05, "backbone_lr_ratio": 0.17310516991766065, "moe_n_experts": 4, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 8, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 16, "test_metrics": { "size": { "n_samples": 84, "mse": 0.6548873107621247, "rmse": 0.8092510801735916, "mae": 0.47477718863436685, "r2": 0.12367943077681431 }, "delivery": { "n_samples": 58, "mse": 0.8409562737928621, "rmse": 0.9170366807237659, "mae": 0.6096879987624185, "r2": 0.18680916583420515 }, "pdi": { "n_samples": 84, "accuracy": 0.7380952380952381, "precision": 0.6724137931034483, "recall": 0.6906158357771262, "f1": 0.6791666666666667 }, "ee": { "n_samples": 84, "accuracy": 0.7142857142857143, "precision": 0.6853395646499095, "recall": 0.7205128205128205, "f1": 0.6928875379939209 }, "toxic": { "n_samples": 59, "accuracy": 0.9661016949152542, "precision": 0.8, "recall": 0.9821428571428572, "f1": 0.865909090909091 }, "biodist": { "n_samples": 58, "kl_divergence": 0.32346840560601176, "js_divergence": 0.08737275181528921 } } }, { "fold": 0, "best_params": { "dropout": 0.38118503457897024, "lr": 0.0009770749364761302, "weight_decay": 0.0008416934971427061, "backbone_lr_ratio": 0.048484014956722714, "moe_n_experts": 2, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 16, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 15, "test_metrics": { "size": { "n_samples": 83, "mse": 1.375775554685643, "rmse": 1.1729345909664541, "mae": 0.5610226254506283, "r2": 0.15799149595176643 }, "delivery": { "n_samples": 58, "mse": 0.6578320017621242, "rmse": 0.811068432231291, "mae": 0.5792412295744851, "r2": 0.16385582960043577 }, "pdi": { "n_samples": 84, "accuracy": 0.7857142857142857, "precision": 0.7305773342836779, "recall": 0.7305773342836779, "f1": 0.7305773342836779 }, "ee": { "n_samples": 84, "accuracy": 0.7142857142857143, "precision": 0.6695636813283872, "recall": 0.7142857142857144, "f1": 0.6750809541465826 }, "toxic": { "n_samples": 58, "accuracy": 0.9655172413793104, "precision": 0.75, "recall": 0.9821428571428572, "f1": 0.8242424242424242 }, "biodist": { "n_samples": 58, "kl_divergence": 0.2226351478005787, "js_divergence": 0.04298447371604951 } } }, { "fold": 1, "best_params": { "dropout": 0.12715228141755225, "lr": 0.00038210169217516986, "weight_decay": 0.0032858044759097593, "backbone_lr_ratio": 0.01707341286908778, "moe_n_experts": 2, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 16, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 18, "test_metrics": { "size": { "n_samples": 84, "mse": 0.34095375976281117, "rmse": 0.5839124589891974, "mae": 0.44237262724588317, "r2": -0.04115156552265198 }, "delivery": { "n_samples": 61, "mse": 1.0561289903263111, "rmse": 1.0276813661472661, "mae": 0.6424658659112746, "r2": 0.20058648953369573 }, "pdi": { "n_samples": 84, "accuracy": 0.6785714285714286, "precision": 0.6358823529411765, "recall": 0.6746031746031746, "f1": 0.635076427996782 }, "ee": { "n_samples": 84, "accuracy": 0.5595238095238095, "precision": 0.49252136752136755, "recall": 0.49526663812378097, "f1": 0.4855607355607356 }, "toxic": { "n_samples": 61, "accuracy": 0.9508196721311475, "precision": 0.75, "recall": 0.9741379310344828, "f1": 0.8200589970501475 }, "biodist": { "n_samples": 61, "kl_divergence": 0.45483073434111365, "js_divergence": 0.11671493720560924 } } }, { "fold": 2, "best_params": { "dropout": 0.33774333325981976, "lr": 0.0008937362022799393, "weight_decay": 0.0797179350056365, "backbone_lr_ratio": 0.012019950560462185, "moe_n_experts": 2, "moe_top_k": 1, "moe_expert_hidden_mult": 2, "llm_lora_r": 8, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 24, "test_metrics": { "size": { "n_samples": 84, "mse": 0.5561159310353995, "rmse": 0.7457318090543004, "mae": 0.5436848102891374, "r2": -0.09831902768989997 }, "delivery": { "n_samples": 60, "mse": 0.7353416379416455, "rmse": 0.8575206341200459, "mae": 0.5434921078461533, "r2": 0.021132827618370764 }, "pdi": { "n_samples": 84, "accuracy": 0.7380952380952381, "precision": 0.7, "recall": 0.749266862170088, "f1": 0.7053571428571428 }, "ee": { "n_samples": 84, "accuracy": 0.6904761904761905, "precision": 0.6361111111111112, "recall": 0.7009803921568626, "f1": 0.6513176638176638 }, "toxic": { "n_samples": 61, "accuracy": 0.9344262295081968, "precision": 0.7142857142857143, "recall": 0.9655172413793103, "f1": 0.7821428571428571 }, "biodist": { "n_samples": 60, "kl_divergence": 0.2349928026224927, "js_divergence": 0.05641933268258879 } } }, { "fold": 3, "best_params": { "dropout": 0.10301838844131589, "lr": 0.0008648998582653286, "weight_decay": 0.0011644667702360517, "backbone_lr_ratio": 0.9869864342312137, "moe_n_experts": 4, "moe_top_k": 2, "moe_expert_hidden_mult": 2, "llm_lora_r": 32, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 15, "test_metrics": { "size": { "n_samples": 83, "mse": 1.7393398374573046, "rmse": 1.3188403381218305, "mae": 0.5609516930620534, "r2": 0.016216130851348765 }, "delivery": { "n_samples": 59, "mse": 0.7428648348736053, "rmse": 0.8618960696473823, "mae": 0.5506586653922322, "r2": 0.2778471200588467 }, "pdi": { "n_samples": 84, "accuracy": 0.7023809523809523, "precision": 0.6190306486101211, "recall": 0.6224340175953079, "f1": 0.6205962059620596 }, "ee": { "n_samples": 84, "accuracy": 0.5952380952380952, "precision": 0.5305408193339228, "recall": 0.5427350427350427, "f1": 0.525837308103318 }, "toxic": { "n_samples": 60, "accuracy": 0.95, "precision": 0.75, "recall": 0.9736842105263157, "f1": 0.8198198198198199 }, "biodist": { "n_samples": 60, "kl_divergence": 0.15141505126503543, "js_divergence": 0.037430317852708686 } } }, { "fold": 4, "best_params": { "dropout": 0.303142745975858, "lr": 0.0004649241012312578, "weight_decay": 3.7624434569437365e-05, "backbone_lr_ratio": 0.17310516991766065, "moe_n_experts": 4, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 8, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 16, "test_metrics": { "size": { "n_samples": 84, "mse": 0.6032289134459601, "rmse": 0.7766781273126984, "mae": 0.48499917273875326, "r2": 0.19280478318069083 }, "delivery": { "n_samples": 58, "mse": 1.0297388737573114, "rmse": 1.01476050068837, "mae": 0.6067489293114893, "r2": 0.004259508110989074 }, "pdi": { "n_samples": 84, "accuracy": 0.7261904761904762, "precision": 0.6686520376175549, "recall": 0.6972140762463344, "f1": 0.6762192056309704 }, "ee": { "n_samples": 84, "accuracy": 0.6904761904761905, "precision": 0.626984126984127, "recall": 0.6871794871794873, "f1": 0.6442295293359123 }, "toxic": { "n_samples": 59, "accuracy": 0.9661016949152542, "precision": 0.8, "recall": 0.9821428571428572, "f1": 0.865909090909091 }, "biodist": { "n_samples": 58, "kl_divergence": 0.2809668697133116, "js_divergence": 0.07302986860825746 } } }, { "fold": 0, "best_params": { "dropout": 0.38118503457897024, "lr": 0.0009770749364761302, "weight_decay": 0.0008416934971427061, "backbone_lr_ratio": 0.048484014956722714, "moe_n_experts": 2, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 16, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 15, "test_metrics": { "size": { "n_samples": 83, "mse": 1.351653676835711, "rmse": 1.1626064152737636, "mae": 0.5484207456774381, "r2": 0.1727546789535871 }, "delivery": { "n_samples": 58, "mse": 0.5919714070454296, "rmse": 0.7693967812809134, "mae": 0.5870344878399166, "r2": 0.2475686197716349 }, "pdi": { "n_samples": 84, "accuracy": 0.7261904761904762, "precision": 0.69, "recall": 0.7302209550962224, "f1": 0.6946420104314841 }, "ee": { "n_samples": 84, "accuracy": 0.6785714285714286, "precision": 0.6549209197235513, "recall": 0.7014285714285715, "f1": 0.6513560067776936 }, "toxic": { "n_samples": 58, "accuracy": 0.9655172413793104, "precision": 0.75, "recall": 0.9821428571428572, "f1": 0.8242424242424242 }, "biodist": { "n_samples": 58, "kl_divergence": 0.2953526247170886, "js_divergence": 0.053149365074416116 } } }, { "fold": 1, "best_params": { "dropout": 0.12715228141755225, "lr": 0.00038210169217516986, "weight_decay": 0.0032858044759097593, "backbone_lr_ratio": 0.01707341286908778, "moe_n_experts": 2, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 16, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 18, "test_metrics": { "size": { "n_samples": 84, "mse": 0.3606658162369632, "rmse": 0.6005545905552327, "mae": 0.46134645698059884, "r2": -0.10134517791165032 }, "delivery": { "n_samples": 61, "mse": 1.066438762627893, "rmse": 1.0326852195262084, "mae": 0.643426902744858, "r2": 0.19278273512187016 }, "pdi": { "n_samples": 84, "accuracy": 0.6547619047619048, "precision": 0.5803571428571429, "recall": 0.5952380952380952, "f1": 0.5822328931572629 }, "ee": { "n_samples": 84, "accuracy": 0.5714285714285714, "precision": 0.5202020202020202, "recall": 0.5292564578278864, "f1": 0.5119174942704355 }, "toxic": { "n_samples": 61, "accuracy": 0.9508196721311475, "precision": 0.75, "recall": 0.9741379310344828, "f1": 0.8200589970501475 }, "biodist": { "n_samples": 61, "kl_divergence": 0.46767746325655735, "js_divergence": 0.11852224057626487 } } }, { "fold": 2, "best_params": { "dropout": 0.33774333325981976, "lr": 0.0008937362022799393, "weight_decay": 0.0797179350056365, "backbone_lr_ratio": 0.012019950560462185, "moe_n_experts": 2, "moe_top_k": 1, "moe_expert_hidden_mult": 2, "llm_lora_r": 8, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 24, "test_metrics": { "size": { "n_samples": 84, "mse": 0.6726206869952828, "rmse": 0.8201345542014937, "mae": 0.558441653248987, "r2": -0.3284138391240339 }, "delivery": { "n_samples": 60, "mse": 0.7104755031729033, "rmse": 0.8428970893133416, "mae": 0.5519123785896227, "r2": 0.05423396289104898 }, "pdi": { "n_samples": 84, "accuracy": 0.7261904761904762, "precision": 0.6836007130124777, "recall": 0.7265395894428153, "f1": 0.6891391794046662 }, "ee": { "n_samples": 84, "accuracy": 0.6666666666666666, "precision": 0.6064814814814815, "recall": 0.6573295985060691, "f1": 0.6185851973086015 }, "toxic": { "n_samples": 61, "accuracy": 0.9344262295081968, "precision": 0.7142857142857143, "recall": 0.9655172413793103, "f1": 0.7821428571428571 }, "biodist": { "n_samples": 60, "kl_divergence": 0.22423699727633165, "js_divergence": 0.05516182797349107 } } }, { "fold": 3, "best_params": { "dropout": 0.10301838844131589, "lr": 0.0008648998582653286, "weight_decay": 0.0011644667702360517, "backbone_lr_ratio": 0.9869864342312137, "moe_n_experts": 4, "moe_top_k": 2, "moe_expert_hidden_mult": 2, "llm_lora_r": 32, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 15, "test_metrics": { "size": { "n_samples": 83, "mse": 1.7462471475632266, "rmse": 1.3214564493630605, "mae": 0.5399843071621045, "r2": 0.012309303608578626 }, "delivery": { "n_samples": 59, "mse": 0.6793796847444405, "rmse": 0.8242449179366776, "mae": 0.4859620340136906, "r2": 0.33956222871259445 }, "pdi": { "n_samples": 84, "accuracy": 0.6785714285714286, "precision": 0.6072124756335282, "recall": 0.6209677419354839, "f1": 0.6110444177671068 }, "ee": { "n_samples": 84, "accuracy": 0.5714285714285714, "precision": 0.48659611992945323, "recall": 0.5015837104072398, "f1": 0.4878256038173678 }, "toxic": { "n_samples": 60, "accuracy": 0.95, "precision": 0.75, "recall": 0.9736842105263157, "f1": 0.8198198198198199 }, "biodist": { "n_samples": 60, "kl_divergence": 0.155532256253434, "js_divergence": 0.0368257614890642 } } }, { "fold": 4, "best_params": { "dropout": 0.303142745975858, "lr": 0.0004649241012312578, "weight_decay": 3.7624434569437365e-05, "backbone_lr_ratio": 0.17310516991766065, "moe_n_experts": 4, "moe_top_k": 2, "moe_expert_hidden_mult": 1, "llm_lora_r": 8, "d_model": 256, "num_heads": 8, "n_attn_layers": 4, "fusion_strategy": "attention", "head_hidden_dim": 128, "set_transformer_block": "sab" }, "epoch_mean": 16, "test_metrics": { "size": { "n_samples": 84, "mse": 0.6349645228657972, "rmse": 0.796846611880729, "mae": 0.5075787665887869, "r2": 0.15033859570933517 }, "delivery": { "n_samples": 58, "mse": 0.953887574019918, "rmse": 0.9766716817948179, "mae": 0.6102629316778019, "r2": 0.07760646279605954 }, "pdi": { "n_samples": 84, "accuracy": 0.7619047619047619, "precision": 0.7002652519893899, "recall": 0.7214076246334311, "f1": 0.7083333333333334 }, "ee": { "n_samples": 84, "accuracy": 0.7023809523809523, "precision": 0.6404663314601203, "recall": 0.6508547008547009, "f1": 0.6445173587126155 }, "toxic": { "n_samples": 59, "accuracy": 0.9661016949152542, "precision": 0.8, "recall": 0.9821428571428572, "f1": 0.865909090909091 }, "biodist": { "n_samples": 58, "kl_divergence": 0.2842203287465849, "js_divergence": 0.07675843428767629 } } } ], "summary_stats": { "size": { "mse_mean": 0.9081302997777905, "mse_std": 0.5136450803217497, "rmse_mean": 0.9141199639383836, "rmse_std": 0.2692860770761804, "mae_mean": 0.5133458284713402, "mae_std": 0.04319170563122826, "r2_mean": 0.050279130594863726, "r2_std": 0.14254606826389926 }, "delivery": { "mse_mean": 0.8019226249118218, "mse_std": 0.16491413379339875, "rmse_mean": 0.8908588101767234, "rmse_std": 0.09106703707892613, "mae_mean": 0.5784917580608503, "mae_std": 0.04315723112464039, "r2_mean": 0.17889067221587332, "r2_std": 0.09951788455210314 }, "pdi": { "accuracy_mean": 0.7150793650793652, "accuracy_std": 0.03408081040251411, "precision_mean": 0.6557721476019204, "precision_std": 0.043177655691081666, "recall_mean": 0.6793533277933066, "recall_std": 0.04998713373151071, "f1_mean": 0.660105333753019, "f1_std": 0.044135656309097604 }, "ee": { "accuracy_mean": 0.6444444444444444, "accuracy_std": 0.060837358402339045, "precision_mean": 0.591231020166536, "precision_std": 0.07158423002562818, "recall_mean": 0.6249326720587225, "recall_std": 0.08964169776063406, "f1_mean": 0.594285119491739, "f1_std": 0.07762446019388265 }, "toxic": { "accuracy_mean": 0.9544840786978929, "accuracy_std": 0.012127005670401548, "precision_mean": 0.7561904761904762, "precision_std": 0.02972283149395665, "recall_mean": 0.976109814766802, "recall_std": 0.006422363902381704, "f1_mean": 0.8255180784163084, "f1_std": 0.028684876656301855 }, "biodist": { "kl_divergence_mean": 0.2767846108676604, "kl_divergence_std": 0.09472632342725851, "js_divergence_mean": 0.06619436643695288, "js_divergence_std": 0.02615132013321954 } } }