diff --git "a/trainer_state.json" "b/trainer_state.json" new file mode 100644--- /dev/null +++ "b/trainer_state.json" @@ -0,0 +1,10083 @@ +{ + "best_metric": 0.7333333333333333, + "best_model_checkpoint": "results/batchsize_512_da_dropout_sentence_shuffle_lr-1e-05_views-_reg-None_adaptive_aug/best_model", + "epoch": 1.0, + "eval_steps": 500, + "global_step": 5429, + "is_hyper_param_search": false, + "is_local_process_zero": true, + "is_world_process_zero": true, + "log_history": [ + { + "epoch": 0.0001841959845275373, + "eval_alignment_abstract": { + "mean_alignment": 0.45510047674179077 + }, + "eval_alignment_claim": { + "mean_alignment": 0.2805290222167969 + }, + "eval_alignment_global": { + "mean_alignment": 0.8059176206588745 + }, + "eval_alignment_invention": { + "mean_alignment": 0.44017961621284485 + }, + "eval_ipc_cls_abstract_accuracy_primary": 47.88, + "eval_ipc_cls_abstract_precision@1": 52.28, + "eval_ipc_cls_abstract_precision@3": 27.426666666666666, + "eval_ipc_cls_abstract_precision@5": 18.687999999999995, + "eval_ipc_cls_global_accuracy_primary": 47.88, + "eval_ipc_cls_global_precision@1": 52.28, + "eval_ipc_cls_global_precision@3": 27.426666666666666, + "eval_ipc_cls_global_precision@5": 18.687999999999995, + "eval_ipc_knn_abstract_accuracy_primary": 37.88, + "eval_ipc_knn_abstract_precision@1": 41.8, + "eval_ipc_knn_abstract_precision@3": 21.186666666666664, + "eval_ipc_knn_abstract_precision@5": 14.184000000000003, + "eval_ipc_knn_global_accuracy_primary": 37.88, + "eval_ipc_knn_global_precision@1": 41.8, + "eval_ipc_knn_global_precision@3": 21.186666666666664, + "eval_ipc_knn_global_precision@5": 14.184000000000003, + "eval_priorArt_ndcg@100_a2a": 0.17719471451742733, + "eval_priorArt_ndcg@100_a2all": 0.1771869901241114, + "eval_priorArt_ndcg@100_a2c": 0.02469632827996019, + "eval_priorArt_ndcg@100_a2i": 0.08671382288397524, + "eval_priorArt_ndcg@100_c2a": 0.016561945115211536, + "eval_priorArt_ndcg@100_c2all": 0.1149234731201259, + "eval_priorArt_ndcg@100_c2c": 0.10480292405464937, + "eval_priorArt_ndcg@100_c2i": 0.10824248084432661, + "eval_priorArt_ndcg@100_i2a": 0.02161331259967114, + "eval_priorArt_ndcg@100_i2all": 0.1282203925491287, + "eval_priorArt_ndcg@100_i2c": 0.07520007897163603, + "eval_priorArt_ndcg@100_i2i": 0.10991365561423687, + "eval_priorArt_ndcg@10_a2a": 0.07366426849450196, + "eval_priorArt_ndcg@10_a2all": 0.07366426849450196, + "eval_priorArt_ndcg@10_a2c": 0.0, + "eval_priorArt_ndcg@10_a2i": 0.019681197738844088, + "eval_priorArt_ndcg@10_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@10_c2all": 0.03968800715740492, + "eval_priorArt_ndcg@10_c2c": 0.030610917530537286, + "eval_priorArt_ndcg@10_c2i": 0.08359549694235589, + "eval_priorArt_ndcg@10_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@10_i2all": 0.08500169325535935, + "eval_priorArt_ndcg@10_i2c": 0.01955328025094818, + "eval_priorArt_ndcg@10_i2i": 0.0775996454812127, + "eval_priorArt_ndcg@20_a2a": 0.10305092482996128, + "eval_priorArt_ndcg@20_a2all": 0.10305092482996128, + "eval_priorArt_ndcg@20_a2c": 0.016398028307914567, + "eval_priorArt_ndcg@20_a2i": 0.03247909897933486, + "eval_priorArt_ndcg@20_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@20_c2all": 0.07627010513654112, + "eval_priorArt_ndcg@20_c2c": 0.06145255077337258, + "eval_priorArt_ndcg@20_c2i": 0.08922244138212927, + "eval_priorArt_ndcg@20_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@20_i2all": 0.09134254409697903, + "eval_priorArt_ndcg@20_i2c": 0.04523723192049741, + "eval_priorArt_ndcg@20_i2i": 0.08394049632283239, + "eval_priorArt_ndcg@50_a2a": 0.1483962334175445, + "eval_priorArt_ndcg@50_a2all": 0.1483962334175445, + "eval_priorArt_ndcg@50_a2c": 0.021090815568142133, + "eval_priorArt_ndcg@50_a2i": 0.05531636190583542, + "eval_priorArt_ndcg@50_c2a": 0.016561945115211536, + "eval_priorArt_ndcg@50_c2all": 0.1149234731201259, + "eval_priorArt_ndcg@50_c2c": 0.1012477352419798, + "eval_priorArt_ndcg@50_c2i": 0.09369352758540292, + "eval_priorArt_ndcg@50_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@50_i2all": 0.09524634459690004, + "eval_priorArt_ndcg@50_i2c": 0.04981173799154535, + "eval_priorArt_ndcg@50_i2i": 0.08784429682275341, + "eval_priorArt_recall@100_a2a": 0.5875, + "eval_priorArt_recall@100_a2all": 0.5875, + "eval_priorArt_recall@100_a2c": 0.08333333333333333, + "eval_priorArt_recall@100_a2i": 0.33749999999999997, + "eval_priorArt_recall@100_c2a": 0.03333333333333333, + "eval_priorArt_recall@100_c2all": 0.3458333333333333, + "eval_priorArt_recall@100_c2c": 0.32916666666666666, + "eval_priorArt_recall@100_c2i": 0.2041666666666667, + "eval_priorArt_recall@100_i2a": 0.06666666666666667, + "eval_priorArt_recall@100_i2all": 0.3458333333333333, + "eval_priorArt_recall@100_i2c": 0.26666666666666666, + "eval_priorArt_recall@100_i2i": 0.2625, + "eval_priorArt_recall@10_a2a": 0.15416666666666665, + "eval_priorArt_recall@10_a2all": 0.15416666666666665, + "eval_priorArt_recall@10_a2c": 0.0, + "eval_priorArt_recall@10_a2i": 0.041666666666666664, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.08333333333333333, + "eval_priorArt_recall@10_c2c": 0.06666666666666667, + "eval_priorArt_recall@10_c2i": 0.10416666666666666, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.15, + "eval_priorArt_recall@10_i2c": 0.03333333333333333, + "eval_priorArt_recall@10_i2i": 0.13333333333333333, + "eval_priorArt_recall@20_a2a": 0.25833333333333336, + "eval_priorArt_recall@20_a2all": 0.25833333333333336, + "eval_priorArt_recall@20_a2c": 0.05, + "eval_priorArt_recall@20_a2i": 0.09166666666666666, + "eval_priorArt_recall@20_c2a": 0.016666666666666666, + "eval_priorArt_recall@20_c2all": 0.19166666666666668, + "eval_priorArt_recall@20_c2c": 0.15833333333333333, + "eval_priorArt_recall@20_c2i": 0.12083333333333335, + "eval_priorArt_recall@20_i2a": 0.05, + "eval_priorArt_recall@20_i2all": 0.16666666666666666, + "eval_priorArt_recall@20_i2c": 0.11666666666666665, + "eval_priorArt_recall@20_i2i": 0.15, + "eval_priorArt_recall@50_a2a": 0.4458333333333333, + "eval_priorArt_recall@50_a2all": 0.4458333333333333, + "eval_priorArt_recall@50_a2c": 0.06666666666666667, + "eval_priorArt_recall@50_a2i": 0.19166666666666668, + "eval_priorArt_recall@50_c2a": 0.03333333333333333, + "eval_priorArt_recall@50_c2all": 0.3458333333333333, + "eval_priorArt_recall@50_c2c": 0.3125, + "eval_priorArt_recall@50_c2i": 0.1375, + "eval_priorArt_recall@50_i2a": 0.05, + "eval_priorArt_recall@50_i2all": 0.17916666666666664, + "eval_priorArt_recall@50_i2c": 0.13333333333333333, + "eval_priorArt_recall@50_i2i": 0.1625, + "eval_singularentropy_abstract": 0.5395312801413632, + "eval_singularentropy_claim": 0.7032291587968326, + "eval_singularentropy_global": 0.5413295553350207, + "eval_singularentropy_invention": 0.5933926025595535, + "eval_uniformity_abstract": -2.0126848220825195, + "eval_uniformity_claim": -0.8600221872329712, + "eval_uniformity_global": -1.7142620086669922, + "eval_uniformity_invention": -1.4561618566513062, + "step": 1 + }, + { + "epoch": 0.0007367839381101492, + "eval_alignment_abstract": { + "mean_alignment": 0.45508044958114624 + }, + "eval_alignment_claim": { + "mean_alignment": 0.2805522382259369 + }, + "eval_alignment_global": { + "mean_alignment": 0.8058513402938843 + }, + "eval_alignment_invention": { + "mean_alignment": 0.44017040729522705 + }, + "eval_ipc_cls_abstract_accuracy_primary": 47.92, + "eval_ipc_cls_abstract_precision@1": 52.28, + "eval_ipc_cls_abstract_precision@3": 27.46666666666667, + "eval_ipc_cls_abstract_precision@5": 18.664, + "eval_ipc_cls_global_accuracy_primary": 47.92, + "eval_ipc_cls_global_precision@1": 52.28, + "eval_ipc_cls_global_precision@3": 27.46666666666667, + "eval_ipc_cls_global_precision@5": 18.664, + "eval_ipc_knn_abstract_accuracy_primary": 37.76, + "eval_ipc_knn_abstract_precision@1": 41.760000000000005, + "eval_ipc_knn_abstract_precision@3": 21.17333333333333, + "eval_ipc_knn_abstract_precision@5": 14.176, + "eval_ipc_knn_global_accuracy_primary": 37.76, + "eval_ipc_knn_global_precision@1": 41.760000000000005, + "eval_ipc_knn_global_precision@3": 21.17333333333333, + "eval_ipc_knn_global_precision@5": 14.176, + "eval_priorArt_ndcg@100_a2a": 0.17681513990904588, + "eval_priorArt_ndcg@100_a2all": 0.17681513990904588, + "eval_priorArt_ndcg@100_a2c": 0.02469632827996019, + "eval_priorArt_ndcg@100_a2i": 0.08671108723208115, + "eval_priorArt_ndcg@100_c2a": 0.016561945115211536, + "eval_priorArt_ndcg@100_c2all": 0.11482809206502795, + "eval_priorArt_ndcg@100_c2c": 0.10460132025358733, + "eval_priorArt_ndcg@100_c2i": 0.10821740045153798, + "eval_priorArt_ndcg@100_i2a": 0.02160108655258412, + "eval_priorArt_ndcg@100_i2all": 0.12825505226430892, + "eval_priorArt_ndcg@100_i2c": 0.0753268280272677, + "eval_priorArt_ndcg@100_i2i": 0.10991365561423687, + "eval_priorArt_ndcg@10_a2a": 0.07338251401380506, + "eval_priorArt_ndcg@10_a2all": 0.07338251401380506, + "eval_priorArt_ndcg@10_a2c": 0.0, + "eval_priorArt_ndcg@10_a2i": 0.019681197738844088, + "eval_priorArt_ndcg@10_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@10_c2all": 0.03968800715740492, + "eval_priorArt_ndcg@10_c2c": 0.030610917530537286, + "eval_priorArt_ndcg@10_c2i": 0.08359549694235589, + "eval_priorArt_ndcg@10_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@10_i2all": 0.08500169325535935, + "eval_priorArt_ndcg@10_i2c": 0.01955328025094818, + "eval_priorArt_ndcg@10_i2i": 0.0775996454812127, + "eval_priorArt_ndcg@20_a2a": 0.10276917034926439, + "eval_priorArt_ndcg@20_a2all": 0.10276917034926439, + "eval_priorArt_ndcg@20_a2c": 0.016398028307914567, + "eval_priorArt_ndcg@20_a2i": 0.03247909897933486, + "eval_priorArt_ndcg@20_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@20_c2all": 0.07623162422137333, + "eval_priorArt_ndcg@20_c2c": 0.06128855051922124, + "eval_priorArt_ndcg@20_c2i": 0.08922244138212927, + "eval_priorArt_ndcg@20_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@20_i2all": 0.09134254409697903, + "eval_priorArt_ndcg@20_i2c": 0.04535075221702492, + "eval_priorArt_ndcg@20_i2i": 0.08394049632283239, + "eval_priorArt_ndcg@50_a2a": 0.14801080211752904, + "eval_priorArt_ndcg@50_a2all": 0.14801080211752904, + "eval_priorArt_ndcg@50_a2c": 0.021090815568142133, + "eval_priorArt_ndcg@50_a2i": 0.055290092099587795, + "eval_priorArt_ndcg@50_c2a": 0.016561945115211536, + "eval_priorArt_ndcg@50_c2all": 0.11482809206502795, + "eval_priorArt_ndcg@50_c2c": 0.10104613144091779, + "eval_priorArt_ndcg@50_c2i": 0.09369352758540292, + "eval_priorArt_ndcg@50_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@50_i2all": 0.09524634459690004, + "eval_priorArt_ndcg@50_i2c": 0.04992525828807286, + "eval_priorArt_ndcg@50_i2i": 0.08784429682275341, + "eval_priorArt_recall@100_a2a": 0.5875, + "eval_priorArt_recall@100_a2all": 0.5875, + "eval_priorArt_recall@100_a2c": 0.08333333333333333, + "eval_priorArt_recall@100_a2i": 0.33749999999999997, + "eval_priorArt_recall@100_c2a": 0.03333333333333333, + "eval_priorArt_recall@100_c2all": 0.3458333333333333, + "eval_priorArt_recall@100_c2c": 0.32916666666666666, + "eval_priorArt_recall@100_c2i": 0.2041666666666667, + "eval_priorArt_recall@100_i2a": 0.06666666666666667, + "eval_priorArt_recall@100_i2all": 0.3458333333333333, + "eval_priorArt_recall@100_i2c": 0.26666666666666666, + "eval_priorArt_recall@100_i2i": 0.2625, + "eval_priorArt_recall@10_a2a": 0.15416666666666665, + "eval_priorArt_recall@10_a2all": 0.15416666666666665, + "eval_priorArt_recall@10_a2c": 0.0, + "eval_priorArt_recall@10_a2i": 0.041666666666666664, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.08333333333333333, + "eval_priorArt_recall@10_c2c": 0.06666666666666667, + "eval_priorArt_recall@10_c2i": 0.10416666666666666, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.15, + "eval_priorArt_recall@10_i2c": 0.03333333333333333, + "eval_priorArt_recall@10_i2i": 0.13333333333333333, + "eval_priorArt_recall@20_a2a": 0.25833333333333336, + "eval_priorArt_recall@20_a2all": 0.25833333333333336, + "eval_priorArt_recall@20_a2c": 0.05, + "eval_priorArt_recall@20_a2i": 0.09166666666666666, + "eval_priorArt_recall@20_c2a": 0.016666666666666666, + "eval_priorArt_recall@20_c2all": 0.19166666666666668, + "eval_priorArt_recall@20_c2c": 0.15833333333333333, + "eval_priorArt_recall@20_c2i": 0.12083333333333335, + "eval_priorArt_recall@20_i2a": 0.05, + "eval_priorArt_recall@20_i2all": 0.16666666666666666, + "eval_priorArt_recall@20_i2c": 0.11666666666666665, + "eval_priorArt_recall@20_i2i": 0.15, + "eval_priorArt_recall@50_a2a": 0.4458333333333333, + "eval_priorArt_recall@50_a2all": 0.4458333333333333, + "eval_priorArt_recall@50_a2c": 0.06666666666666667, + "eval_priorArt_recall@50_a2i": 0.19166666666666668, + "eval_priorArt_recall@50_c2a": 0.03333333333333333, + "eval_priorArt_recall@50_c2all": 0.3458333333333333, + "eval_priorArt_recall@50_c2c": 0.3125, + "eval_priorArt_recall@50_c2i": 0.1375, + "eval_priorArt_recall@50_i2a": 0.05, + "eval_priorArt_recall@50_i2all": 0.17916666666666664, + "eval_priorArt_recall@50_i2c": 0.13333333333333333, + "eval_priorArt_recall@50_i2i": 0.1625, + "eval_singularentropy_abstract": 0.5395228047676243, + "eval_singularentropy_claim": 0.7032219859569027, + "eval_singularentropy_global": 0.5413218639526562, + "eval_singularentropy_invention": 0.5933859747869874, + "eval_uniformity_abstract": -2.0127968788146973, + "eval_uniformity_claim": -0.8600443601608276, + "eval_uniformity_global": -1.7142858505249023, + "eval_uniformity_invention": -1.4561983346939087, + "step": 4 + }, + { + "epoch": 0.001841959845275373, + "grad_norm": 104.8972396850586, + "learning_rate": 1.8416206261510132e-07, + "loss": 0.9966, + "step": 10 + }, + { + "epoch": 0.002947135752440597, + "eval_alignment_abstract": { + "mean_alignment": 0.4610666334629059 + }, + "eval_alignment_claim": { + "mean_alignment": 0.28243184089660645 + }, + "eval_alignment_global": { + "mean_alignment": 0.7952283620834351 + }, + "eval_alignment_invention": { + "mean_alignment": 0.43987202644348145 + }, + "eval_ipc_cls_abstract_accuracy_primary": 48.04, + "eval_ipc_cls_abstract_precision@1": 52.559999999999995, + "eval_ipc_cls_abstract_precision@3": 27.48, + "eval_ipc_cls_abstract_precision@5": 18.695999999999998, + "eval_ipc_cls_global_accuracy_primary": 48.04, + "eval_ipc_cls_global_precision@1": 52.559999999999995, + "eval_ipc_cls_global_precision@3": 27.48, + "eval_ipc_cls_global_precision@5": 18.695999999999998, + "eval_ipc_knn_abstract_accuracy_primary": 37.8, + "eval_ipc_knn_abstract_precision@1": 41.760000000000005, + "eval_ipc_knn_abstract_precision@3": 21.386666666666663, + "eval_ipc_knn_abstract_precision@5": 14.392, + "eval_ipc_knn_global_accuracy_primary": 37.8, + "eval_ipc_knn_global_precision@1": 41.760000000000005, + "eval_ipc_knn_global_precision@3": 21.386666666666663, + "eval_ipc_knn_global_precision@5": 14.392, + "eval_priorArt_ndcg@100_a2a": 0.1873902114695273, + "eval_priorArt_ndcg@100_a2all": 0.1873902114695273, + "eval_priorArt_ndcg@100_a2c": 0.02598358350339407, + "eval_priorArt_ndcg@100_a2i": 0.09506073484248515, + "eval_priorArt_ndcg@100_c2a": 0.016666666666666663, + "eval_priorArt_ndcg@100_c2all": 0.11577658480372577, + "eval_priorArt_ndcg@100_c2c": 0.10521388098768718, + "eval_priorArt_ndcg@100_c2i": 0.10804588014371268, + "eval_priorArt_ndcg@100_i2a": 0.021868909154031925, + "eval_priorArt_ndcg@100_i2all": 0.12443717316344867, + "eval_priorArt_ndcg@100_i2c": 0.07653336023225846, + "eval_priorArt_ndcg@100_i2i": 0.10929389172053217, + "eval_priorArt_ndcg@10_a2a": 0.07511750564861872, + "eval_priorArt_ndcg@10_a2all": 0.07511750564861872, + "eval_priorArt_ndcg@10_a2c": 0.0, + "eval_priorArt_ndcg@10_a2i": 0.035988475048531504, + "eval_priorArt_ndcg@10_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@10_c2all": 0.03968800715740492, + "eval_priorArt_ndcg@10_c2c": 0.030610917530537286, + "eval_priorArt_ndcg@10_c2i": 0.08333953626579411, + "eval_priorArt_ndcg@10_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@10_i2all": 0.08523860135096531, + "eval_priorArt_ndcg@10_i2c": 0.01955328025094818, + "eval_priorArt_ndcg@10_i2i": 0.0768805786026552, + "eval_priorArt_ndcg@20_a2a": 0.11756792747952256, + "eval_priorArt_ndcg@20_a2all": 0.11756792747952256, + "eval_priorArt_ndcg@20_a2c": 0.022403811097817132, + "eval_priorArt_ndcg@20_a2i": 0.035988475048531504, + "eval_priorArt_ndcg@20_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@20_c2all": 0.07623162422137333, + "eval_priorArt_ndcg@20_c2c": 0.06128855051922124, + "eval_priorArt_ndcg@20_c2i": 0.0889664807055675, + "eval_priorArt_ndcg@20_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@20_i2all": 0.09157945219258498, + "eval_priorArt_ndcg@20_i2c": 0.046208319001550716, + "eval_priorArt_ndcg@20_i2i": 0.08322142944427488, + "eval_priorArt_ndcg@50_a2a": 0.15362291608764017, + "eval_priorArt_ndcg@50_a2all": 0.15362291608764017, + "eval_priorArt_ndcg@50_a2c": 0.022403811097817132, + "eval_priorArt_ndcg@50_a2i": 0.062454688932606126, + "eval_priorArt_ndcg@50_c2a": 0.016666666666666663, + "eval_priorArt_ndcg@50_c2all": 0.11577658480372577, + "eval_priorArt_ndcg@50_c2c": 0.10164242710803353, + "eval_priorArt_ndcg@50_c2i": 0.09881049579463067, + "eval_priorArt_ndcg@50_i2a": 0.01781035935540111, + "eval_priorArt_ndcg@50_i2all": 0.10096642718279644, + "eval_priorArt_ndcg@50_i2c": 0.0507124261802326, + "eval_priorArt_ndcg@50_i2i": 0.0967658343037393, + "eval_priorArt_recall@100_a2a": 0.6125, + "eval_priorArt_recall@100_a2all": 0.6125, + "eval_priorArt_recall@100_a2c": 0.08333333333333333, + "eval_priorArt_recall@100_a2i": 0.35416666666666663, + "eval_priorArt_recall@100_c2a": 0.03333333333333333, + "eval_priorArt_recall@100_c2all": 0.3458333333333333, + "eval_priorArt_recall@100_c2c": 0.32916666666666666, + "eval_priorArt_recall@100_c2i": 0.2041666666666667, + "eval_priorArt_recall@100_i2a": 0.06666666666666667, + "eval_priorArt_recall@100_i2all": 0.3208333333333333, + "eval_priorArt_recall@100_i2c": 0.26666666666666666, + "eval_priorArt_recall@100_i2i": 0.2625, + "eval_priorArt_recall@10_a2a": 0.15416666666666665, + "eval_priorArt_recall@10_a2all": 0.15416666666666665, + "eval_priorArt_recall@10_a2c": 0.0, + "eval_priorArt_recall@10_a2i": 0.09166666666666666, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.08333333333333333, + "eval_priorArt_recall@10_c2c": 0.06666666666666667, + "eval_priorArt_recall@10_c2i": 0.10416666666666666, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.15, + "eval_priorArt_recall@10_i2c": 0.03333333333333333, + "eval_priorArt_recall@10_i2i": 0.13333333333333333, + "eval_priorArt_recall@20_a2a": 0.30833333333333335, + "eval_priorArt_recall@20_a2all": 0.30833333333333335, + "eval_priorArt_recall@20_a2c": 0.06666666666666667, + "eval_priorArt_recall@20_a2i": 0.09166666666666666, + "eval_priorArt_recall@20_c2a": 0.016666666666666666, + "eval_priorArt_recall@20_c2all": 0.19166666666666668, + "eval_priorArt_recall@20_c2c": 0.15833333333333333, + "eval_priorArt_recall@20_c2i": 0.12083333333333335, + "eval_priorArt_recall@20_i2a": 0.05, + "eval_priorArt_recall@20_i2all": 0.16666666666666666, + "eval_priorArt_recall@20_i2c": 0.11666666666666665, + "eval_priorArt_recall@20_i2i": 0.15, + "eval_priorArt_recall@50_a2a": 0.4458333333333333, + "eval_priorArt_recall@50_a2all": 0.4458333333333333, + "eval_priorArt_recall@50_a2c": 0.06666666666666667, + "eval_priorArt_recall@50_a2i": 0.20416666666666666, + "eval_priorArt_recall@50_c2a": 0.03333333333333333, + "eval_priorArt_recall@50_c2all": 0.3458333333333333, + "eval_priorArt_recall@50_c2c": 0.3125, + "eval_priorArt_recall@50_c2i": 0.16250000000000003, + "eval_priorArt_recall@50_i2a": 0.05, + "eval_priorArt_recall@50_i2all": 0.2041666666666667, + "eval_priorArt_recall@50_i2c": 0.13333333333333333, + "eval_priorArt_recall@50_i2i": 0.2041666666666667, + "eval_singularentropy_abstract": 0.5349490691339494, + "eval_singularentropy_claim": 0.7000269626040332, + "eval_singularentropy_global": 0.5379405102371033, + "eval_singularentropy_invention": 0.5917716730192595, + "eval_uniformity_abstract": -2.062182903289795, + "eval_uniformity_claim": -0.8684716820716858, + "eval_uniformity_global": -1.72433340549469, + "eval_uniformity_invention": -1.4689948558807373, + "step": 16 + }, + { + "epoch": 0.003683919690550746, + "grad_norm": 85.20207214355469, + "learning_rate": 3.499079189686925e-07, + "loss": 0.8436, + "step": 20 + }, + { + "epoch": 0.005525879535826119, + "grad_norm": 15.667530059814453, + "learning_rate": 5.340699815837938e-07, + "loss": 0.3319, + "step": 30 + }, + { + "epoch": 0.007367839381101492, + "grad_norm": 1.914244294166565, + "learning_rate": 7.18232044198895e-07, + "loss": 0.0792, + "step": 40 + }, + { + "epoch": 0.009209799226376865, + "grad_norm": 1.405787467956543, + "learning_rate": 9.023941068139965e-07, + "loss": 0.0362, + "step": 50 + }, + { + "epoch": 0.011051759071652238, + "grad_norm": 0.8155333399772644, + "learning_rate": 1.0865561694290976e-06, + "loss": 0.0281, + "step": 60 + }, + { + "epoch": 0.011788543009762387, + "eval_alignment_abstract": { + "mean_alignment": 0.44701099395751953 + }, + "eval_alignment_claim": { + "mean_alignment": 0.3386211395263672 + }, + "eval_alignment_global": { + "mean_alignment": 0.6951997876167297 + }, + "eval_alignment_invention": { + "mean_alignment": 0.4412817358970642 + }, + "eval_ipc_cls_abstract_accuracy_primary": 53.52, + "eval_ipc_cls_abstract_precision@1": 58.199999999999996, + "eval_ipc_cls_abstract_precision@3": 29.373333333333328, + "eval_ipc_cls_abstract_precision@5": 19.784, + "eval_ipc_cls_global_accuracy_primary": 53.52, + "eval_ipc_cls_global_precision@1": 58.199999999999996, + "eval_ipc_cls_global_precision@3": 29.373333333333328, + "eval_ipc_cls_global_precision@5": 19.784, + "eval_ipc_knn_abstract_accuracy_primary": 47.88, + "eval_ipc_knn_abstract_precision@1": 51.559999999999995, + "eval_ipc_knn_abstract_precision@3": 25.653333333333332, + "eval_ipc_knn_abstract_precision@5": 17.128, + "eval_ipc_knn_global_accuracy_primary": 47.88, + "eval_ipc_knn_global_precision@1": 51.559999999999995, + "eval_ipc_knn_global_precision@3": 25.653333333333332, + "eval_ipc_knn_global_precision@5": 17.128, + "eval_priorArt_ndcg@100_a2a": 0.2859806769563972, + "eval_priorArt_ndcg@100_a2all": 0.2858976991641694, + "eval_priorArt_ndcg@100_a2c": 0.08869498869085021, + "eval_priorArt_ndcg@100_a2i": 0.22737378570012762, + "eval_priorArt_ndcg@100_c2a": 0.03690751003240984, + "eval_priorArt_ndcg@100_c2all": 0.1821197647125484, + "eval_priorArt_ndcg@100_c2c": 0.1720628666579112, + "eval_priorArt_ndcg@100_c2i": 0.13290798463273862, + "eval_priorArt_ndcg@100_i2a": 0.059922009608796165, + "eval_priorArt_ndcg@100_i2all": 0.20420025357568022, + "eval_priorArt_ndcg@100_i2c": 0.1725813434887202, + "eval_priorArt_ndcg@100_i2i": 0.15798214741824995, + "eval_priorArt_ndcg@10_a2a": 0.18203607154685292, + "eval_priorArt_ndcg@10_a2all": 0.18203607154685292, + "eval_priorArt_ndcg@10_a2c": 0.03339922756556203, + "eval_priorArt_ndcg@10_a2i": 0.13163099719814222, + "eval_priorArt_ndcg@10_c2a": 0.03197281151631209, + "eval_priorArt_ndcg@10_c2all": 0.12850141211294078, + "eval_priorArt_ndcg@10_c2c": 0.1238026838896749, + "eval_priorArt_ndcg@10_c2i": 0.08774515171261699, + "eval_priorArt_ndcg@10_i2a": 0.04635058322686614, + "eval_priorArt_ndcg@10_i2all": 0.09626369229314138, + "eval_priorArt_ndcg@10_i2c": 0.06239594628273485, + "eval_priorArt_ndcg@10_i2i": 0.09751946981962975, + "eval_priorArt_ndcg@20_a2a": 0.23216310201814588, + "eval_priorArt_ndcg@20_a2all": 0.23216310201814588, + "eval_priorArt_ndcg@20_a2c": 0.03339922756556203, + "eval_priorArt_ndcg@20_a2i": 0.1659409185830763, + "eval_priorArt_ndcg@20_c2a": 0.03197281151631209, + "eval_priorArt_ndcg@20_c2all": 0.1546889448882825, + "eval_priorArt_ndcg@20_c2c": 0.14443565367098138, + "eval_priorArt_ndcg@20_c2i": 0.10700717155545543, + "eval_priorArt_ndcg@20_i2a": 0.05440272448132655, + "eval_priorArt_ndcg@20_i2all": 0.13395000444059527, + "eval_priorArt_ndcg@20_i2c": 0.0990768991926573, + "eval_priorArt_ndcg@20_i2i": 0.10812615793266747, + "eval_priorArt_ndcg@50_a2a": 0.26543340211140504, + "eval_priorArt_ndcg@50_a2all": 0.2654023992395421, + "eval_priorArt_ndcg@50_a2c": 0.03339922756556203, + "eval_priorArt_ndcg@50_a2i": 0.1987347042626035, + "eval_priorArt_ndcg@50_c2a": 0.03690751003240984, + "eval_priorArt_ndcg@50_c2all": 0.1733542730908721, + "eval_priorArt_ndcg@50_c2c": 0.16316779558519998, + "eval_priorArt_ndcg@50_c2i": 0.11262265715538773, + "eval_priorArt_ndcg@50_i2a": 0.059922009608796165, + "eval_priorArt_ndcg@50_i2all": 0.1710602878331316, + "eval_priorArt_ndcg@50_i2c": 0.1414507611746246, + "eval_priorArt_ndcg@50_i2i": 0.13653554772954496, + "eval_priorArt_recall@100_a2a": 0.7666666666666667, + "eval_priorArt_recall@100_a2all": 0.7666666666666667, + "eval_priorArt_recall@100_a2c": 0.32916666666666666, + "eval_priorArt_recall@100_a2i": 0.5458333333333334, + "eval_priorArt_recall@100_c2a": 0.08333333333333333, + "eval_priorArt_recall@100_c2all": 0.4416666666666666, + "eval_priorArt_recall@100_c2c": 0.425, + "eval_priorArt_recall@100_c2i": 0.28750000000000003, + "eval_priorArt_recall@100_i2a": 0.11666666666666665, + "eval_priorArt_recall@100_i2all": 0.6041666666666667, + "eval_priorArt_recall@100_i2c": 0.5458333333333333, + "eval_priorArt_recall@100_i2i": 0.4208333333333333, + "eval_priorArt_recall@10_a2a": 0.3666666666666667, + "eval_priorArt_recall@10_a2all": 0.3666666666666667, + "eval_priorArt_recall@10_a2c": 0.06666666666666667, + "eval_priorArt_recall@10_a2i": 0.13749999999999998, + "eval_priorArt_recall@10_c2a": 0.06666666666666667, + "eval_priorArt_recall@10_c2all": 0.25416666666666665, + "eval_priorArt_recall@10_c2c": 0.25416666666666665, + "eval_priorArt_recall@10_c2i": 0.1125, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.15833333333333333, + "eval_priorArt_recall@10_i2c": 0.1125, + "eval_priorArt_recall@10_i2i": 0.15833333333333333, + "eval_priorArt_recall@20_a2a": 0.5291666666666667, + "eval_priorArt_recall@20_a2all": 0.5291666666666667, + "eval_priorArt_recall@20_a2c": 0.06666666666666667, + "eval_priorArt_recall@20_a2i": 0.25416666666666665, + "eval_priorArt_recall@20_c2a": 0.06666666666666667, + "eval_priorArt_recall@20_c2all": 0.3291666666666667, + "eval_priorArt_recall@20_c2c": 0.31250000000000006, + "eval_priorArt_recall@20_c2i": 0.17083333333333334, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.28750000000000003, + "eval_priorArt_recall@20_i2c": 0.22916666666666666, + "eval_priorArt_recall@20_i2i": 0.1875, + "eval_priorArt_recall@50_a2a": 0.675, + "eval_priorArt_recall@50_a2all": 0.675, + "eval_priorArt_recall@50_a2c": 0.06666666666666667, + "eval_priorArt_recall@50_a2i": 0.39583333333333337, + "eval_priorArt_recall@50_c2a": 0.08333333333333333, + "eval_priorArt_recall@50_c2all": 0.4, + "eval_priorArt_recall@50_c2c": 0.38333333333333336, + "eval_priorArt_recall@50_c2i": 0.19583333333333336, + "eval_priorArt_recall@50_i2a": 0.11666666666666665, + "eval_priorArt_recall@50_i2all": 0.4333333333333333, + "eval_priorArt_recall@50_i2c": 0.4083333333333333, + "eval_priorArt_recall@50_i2i": 0.30416666666666664, + "eval_singularentropy_abstract": 0.49396135341452707, + "eval_singularentropy_claim": 0.6133329805809726, + "eval_singularentropy_global": 0.4922040336847238, + "eval_singularentropy_invention": 0.5481551110841681, + "eval_uniformity_abstract": -2.5039761066436768, + "eval_uniformity_claim": -1.1957600116729736, + "eval_uniformity_global": -2.0236291885375977, + "eval_uniformity_invention": -1.8301093578338623, + "step": 64 + }, + { + "epoch": 0.01289371891692761, + "grad_norm": 0.7966052293777466, + "learning_rate": 1.270718232044199e-06, + "loss": 0.0228, + "step": 70 + }, + { + "epoch": 0.014735678762202983, + "grad_norm": 0.6369050145149231, + "learning_rate": 1.4548802946593003e-06, + "loss": 0.0214, + "step": 80 + }, + { + "epoch": 0.016577638607478358, + "grad_norm": 0.6406856179237366, + "learning_rate": 1.6390423572744015e-06, + "loss": 0.0189, + "step": 90 + }, + { + "epoch": 0.01841959845275373, + "grad_norm": 0.4408392310142517, + "learning_rate": 1.823204419889503e-06, + "loss": 0.0167, + "step": 100 + }, + { + "epoch": 0.020261558298029104, + "grad_norm": 0.39106765389442444, + "learning_rate": 2.007366482504604e-06, + "loss": 0.0149, + "step": 110 + }, + { + "epoch": 0.022103518143304475, + "grad_norm": 0.32668352127075195, + "learning_rate": 2.1915285451197054e-06, + "loss": 0.0135, + "step": 120 + }, + { + "epoch": 0.02394547798857985, + "grad_norm": 0.30027732253074646, + "learning_rate": 2.375690607734807e-06, + "loss": 0.0115, + "step": 130 + }, + { + "epoch": 0.02578743783385522, + "grad_norm": 0.33242174983024597, + "learning_rate": 2.5598526703499083e-06, + "loss": 0.0112, + "step": 140 + }, + { + "epoch": 0.027629397679130595, + "grad_norm": 0.24718445539474487, + "learning_rate": 2.74401473296501e-06, + "loss": 0.0112, + "step": 150 + }, + { + "epoch": 0.029471357524405967, + "grad_norm": 0.26247721910476685, + "learning_rate": 2.9281767955801104e-06, + "loss": 0.0093, + "step": 160 + }, + { + "epoch": 0.03131331736968134, + "grad_norm": 0.20423851907253265, + "learning_rate": 3.112338858195212e-06, + "loss": 0.0081, + "step": 170 + }, + { + "epoch": 0.033155277214956716, + "grad_norm": 0.19413618743419647, + "learning_rate": 3.2965009208103133e-06, + "loss": 0.0075, + "step": 180 + }, + { + "epoch": 0.034997237060232084, + "grad_norm": 0.18719696998596191, + "learning_rate": 3.4806629834254147e-06, + "loss": 0.0068, + "step": 190 + }, + { + "epoch": 0.03683919690550746, + "grad_norm": 0.2113698571920395, + "learning_rate": 3.664825046040516e-06, + "loss": 0.0073, + "step": 200 + }, + { + "epoch": 0.03868115675078283, + "grad_norm": 0.16815519332885742, + "learning_rate": 3.848987108655617e-06, + "loss": 0.007, + "step": 210 + }, + { + "epoch": 0.04052311659605821, + "grad_norm": 0.21273697912693024, + "learning_rate": 4.033149171270719e-06, + "loss": 0.007, + "step": 220 + }, + { + "epoch": 0.04236507644133358, + "grad_norm": 0.1530931442975998, + "learning_rate": 4.217311233885819e-06, + "loss": 0.0057, + "step": 230 + }, + { + "epoch": 0.04420703628660895, + "grad_norm": 0.20571157336235046, + "learning_rate": 4.401473296500921e-06, + "loss": 0.0059, + "step": 240 + }, + { + "epoch": 0.046048996131884325, + "grad_norm": 0.1220724880695343, + "learning_rate": 4.585635359116022e-06, + "loss": 0.0052, + "step": 250 + }, + { + "epoch": 0.046048996131884325, + "eval_alignment_abstract": { + "mean_alignment": 0.5417647361755371 + }, + "eval_alignment_claim": { + "mean_alignment": 0.40393829345703125 + }, + "eval_alignment_global": { + "mean_alignment": 0.7361574172973633 + }, + "eval_alignment_invention": { + "mean_alignment": 0.4871726632118225 + }, + "eval_ipc_cls_abstract_accuracy_primary": 54.6, + "eval_ipc_cls_abstract_precision@1": 59.31999999999999, + "eval_ipc_cls_abstract_precision@3": 30.05333333333333, + "eval_ipc_cls_abstract_precision@5": 20.159999999999997, + "eval_ipc_cls_global_accuracy_primary": 54.6, + "eval_ipc_cls_global_precision@1": 59.31999999999999, + "eval_ipc_cls_global_precision@3": 30.05333333333333, + "eval_ipc_cls_global_precision@5": 20.159999999999997, + "eval_ipc_knn_abstract_accuracy_primary": 50.480000000000004, + "eval_ipc_knn_abstract_precision@1": 54.44, + "eval_ipc_knn_abstract_precision@3": 27.54666666666667, + "eval_ipc_knn_abstract_precision@5": 18.44, + "eval_ipc_knn_global_accuracy_primary": 50.480000000000004, + "eval_ipc_knn_global_precision@1": 54.44, + "eval_ipc_knn_global_precision@3": 27.54666666666667, + "eval_ipc_knn_global_precision@5": 18.44, + "eval_priorArt_ndcg@100_a2a": 0.2985405855438471, + "eval_priorArt_ndcg@100_a2all": 0.302229054033127, + "eval_priorArt_ndcg@100_a2c": 0.13034780655238792, + "eval_priorArt_ndcg@100_a2i": 0.24349328148697694, + "eval_priorArt_ndcg@100_c2a": 0.03885241547572092, + "eval_priorArt_ndcg@100_c2all": 0.265621162124309, + "eval_priorArt_ndcg@100_c2c": 0.2533578231199104, + "eval_priorArt_ndcg@100_c2i": 0.1860082146109344, + "eval_priorArt_ndcg@100_i2a": 0.07958331614440042, + "eval_priorArt_ndcg@100_i2all": 0.258873780699085, + "eval_priorArt_ndcg@100_i2c": 0.26489940063145956, + "eval_priorArt_ndcg@100_i2i": 0.20391609546831999, + "eval_priorArt_ndcg@10_a2a": 0.194115018402078, + "eval_priorArt_ndcg@10_a2all": 0.194115018402078, + "eval_priorArt_ndcg@10_a2c": 0.03295827480202853, + "eval_priorArt_ndcg@10_a2i": 0.12725387502072544, + "eval_priorArt_ndcg@10_c2a": 0.0185145668221913, + "eval_priorArt_ndcg@10_c2all": 0.1722187296142604, + "eval_priorArt_ndcg@10_c2c": 0.16017653399715642, + "eval_priorArt_ndcg@10_c2i": 0.1035918929150823, + "eval_priorArt_ndcg@10_i2a": 0.04635058322686614, + "eval_priorArt_ndcg@10_i2all": 0.16006697184532567, + "eval_priorArt_ndcg@10_i2c": 0.1341957819514477, + "eval_priorArt_ndcg@10_i2i": 0.1105605588567643, + "eval_priorArt_ndcg@20_a2a": 0.2311788374836688, + "eval_priorArt_ndcg@20_a2all": 0.2311788374836688, + "eval_priorArt_ndcg@20_a2c": 0.039121066761664706, + "eval_priorArt_ndcg@20_a2i": 0.15422333494127438, + "eval_priorArt_ndcg@20_c2a": 0.03048236210358436, + "eval_priorArt_ndcg@20_c2all": 0.19169572100203197, + "eval_priorArt_ndcg@20_c2c": 0.18820517958831387, + "eval_priorArt_ndcg@20_c2i": 0.11109223257049919, + "eval_priorArt_ndcg@20_i2a": 0.05370260026018665, + "eval_priorArt_ndcg@20_i2all": 0.19284775319711447, + "eval_priorArt_ndcg@20_i2c": 0.16832823068348174, + "eval_priorArt_ndcg@20_i2i": 0.14719580538349855, + "eval_priorArt_ndcg@50_a2a": 0.279052384994613, + "eval_priorArt_ndcg@50_a2all": 0.2694839059116972, + "eval_priorArt_ndcg@50_a2c": 0.08319038739029436, + "eval_priorArt_ndcg@50_a2i": 0.2246499085267326, + "eval_priorArt_ndcg@50_c2a": 0.035264196107003376, + "eval_priorArt_ndcg@50_c2all": 0.2369684197609084, + "eval_priorArt_ndcg@50_c2c": 0.230821398359753, + "eval_priorArt_ndcg@50_c2i": 0.1436799336399464, + "eval_priorArt_ndcg@50_i2a": 0.06333147374627557, + "eval_priorArt_ndcg@50_i2all": 0.2350764284349905, + "eval_priorArt_ndcg@50_i2c": 0.22845753234479527, + "eval_priorArt_ndcg@50_i2i": 0.17322845446412377, + "eval_priorArt_recall@100_a2a": 0.7583333333333333, + "eval_priorArt_recall@100_a2all": 0.775, + "eval_priorArt_recall@100_a2c": 0.4791666666666667, + "eval_priorArt_recall@100_a2i": 0.6291666666666667, + "eval_priorArt_recall@100_c2a": 0.1, + "eval_priorArt_recall@100_c2all": 0.6916666666666667, + "eval_priorArt_recall@100_c2c": 0.65, + "eval_priorArt_recall@100_c2i": 0.5041666666666667, + "eval_priorArt_recall@100_i2a": 0.225, + "eval_priorArt_recall@100_i2all": 0.6666666666666667, + "eval_priorArt_recall@100_i2c": 0.675, + "eval_priorArt_recall@100_i2i": 0.5458333333333333, + "eval_priorArt_recall@10_a2a": 0.36666666666666664, + "eval_priorArt_recall@10_a2all": 0.36666666666666664, + "eval_priorArt_recall@10_a2c": 0.05, + "eval_priorArt_recall@10_a2i": 0.15416666666666665, + "eval_priorArt_recall@10_c2a": 0.03333333333333333, + "eval_priorArt_recall@10_c2all": 0.32083333333333336, + "eval_priorArt_recall@10_c2c": 0.29583333333333334, + "eval_priorArt_recall@10_c2i": 0.14583333333333331, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.29583333333333334, + "eval_priorArt_recall@10_i2c": 0.175, + "eval_priorArt_recall@10_i2i": 0.18333333333333332, + "eval_priorArt_recall@20_a2a": 0.475, + "eval_priorArt_recall@20_a2all": 0.475, + "eval_priorArt_recall@20_a2c": 0.06666666666666667, + "eval_priorArt_recall@20_a2i": 0.25416666666666665, + "eval_priorArt_recall@20_c2a": 0.06666666666666667, + "eval_priorArt_recall@20_c2all": 0.37500000000000006, + "eval_priorArt_recall@20_c2c": 0.37500000000000006, + "eval_priorArt_recall@20_c2i": 0.17083333333333334, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.3916666666666667, + "eval_priorArt_recall@20_i2c": 0.275, + "eval_priorArt_recall@20_i2i": 0.29583333333333334, + "eval_priorArt_recall@50_a2a": 0.675, + "eval_priorArt_recall@50_a2all": 0.6333333333333334, + "eval_priorArt_recall@50_a2c": 0.24999999999999994, + "eval_priorArt_recall@50_a2i": 0.5416666666666667, + "eval_priorArt_recall@50_c2a": 0.08333333333333333, + "eval_priorArt_recall@50_c2all": 0.5458333333333334, + "eval_priorArt_recall@50_c2c": 0.5375, + "eval_priorArt_recall@50_c2i": 0.3041666666666667, + "eval_priorArt_recall@50_i2a": 0.13333333333333333, + "eval_priorArt_recall@50_i2all": 0.5458333333333334, + "eval_priorArt_recall@50_i2c": 0.5125, + "eval_priorArt_recall@50_i2i": 0.3958333333333333, + "eval_singularentropy_abstract": 0.42051233546382316, + "eval_singularentropy_claim": 0.5146187552771448, + "eval_singularentropy_global": 0.4205313211544845, + "eval_singularentropy_invention": 0.47561681163714337, + "eval_uniformity_abstract": -2.8453776836395264, + "eval_uniformity_claim": -1.554968237876892, + "eval_uniformity_global": -2.348696231842041, + "eval_uniformity_invention": -2.150458574295044, + "step": 250 + }, + { + "epoch": 0.0478909559771597, + "grad_norm": 0.07788033783435822, + "learning_rate": 4.769797421731124e-06, + "loss": 0.0051, + "step": 260 + }, + { + "epoch": 0.049732915822435074, + "grad_norm": 0.15617793798446655, + "learning_rate": 4.953959484346225e-06, + "loss": 0.0054, + "step": 270 + }, + { + "epoch": 0.05157487566771044, + "grad_norm": 0.07211226969957352, + "learning_rate": 5.1381215469613265e-06, + "loss": 0.0039, + "step": 280 + }, + { + "epoch": 0.053416835512985816, + "grad_norm": 0.0959433764219284, + "learning_rate": 5.322283609576427e-06, + "loss": 0.004, + "step": 290 + }, + { + "epoch": 0.05525879535826119, + "grad_norm": 0.18792204558849335, + "learning_rate": 5.506445672191529e-06, + "loss": 0.0045, + "step": 300 + }, + { + "epoch": 0.057100755203536566, + "grad_norm": 0.18843671679496765, + "learning_rate": 5.69060773480663e-06, + "loss": 0.0037, + "step": 310 + }, + { + "epoch": 0.05894271504881193, + "grad_norm": 0.12066592276096344, + "learning_rate": 5.874769797421732e-06, + "loss": 0.0038, + "step": 320 + }, + { + "epoch": 0.06078467489408731, + "grad_norm": 0.11188168823719025, + "learning_rate": 6.058931860036833e-06, + "loss": 0.0032, + "step": 330 + }, + { + "epoch": 0.06262663473936268, + "grad_norm": 0.0647154450416565, + "learning_rate": 6.2430939226519335e-06, + "loss": 0.0032, + "step": 340 + }, + { + "epoch": 0.06446859458463805, + "grad_norm": 0.048174358904361725, + "learning_rate": 6.427255985267036e-06, + "loss": 0.0027, + "step": 350 + }, + { + "epoch": 0.06631055442991343, + "grad_norm": 0.07540053129196167, + "learning_rate": 6.611418047882136e-06, + "loss": 0.0024, + "step": 360 + }, + { + "epoch": 0.0681525142751888, + "grad_norm": 0.06740115582942963, + "learning_rate": 6.795580110497239e-06, + "loss": 0.0025, + "step": 370 + }, + { + "epoch": 0.06907349419782649, + "eval_alignment_abstract": { + "mean_alignment": 0.6118882894515991 + }, + "eval_alignment_claim": { + "mean_alignment": 0.4445176422595978 + }, + "eval_alignment_global": { + "mean_alignment": 0.7692145109176636 + }, + "eval_alignment_invention": { + "mean_alignment": 0.5290772318840027 + }, + "eval_ipc_cls_abstract_accuracy_primary": 53.800000000000004, + "eval_ipc_cls_abstract_precision@1": 58.599999999999994, + "eval_ipc_cls_abstract_precision@3": 30.06666666666667, + "eval_ipc_cls_abstract_precision@5": 20.232, + "eval_ipc_cls_global_accuracy_primary": 53.800000000000004, + "eval_ipc_cls_global_precision@1": 58.599999999999994, + "eval_ipc_cls_global_precision@3": 30.06666666666667, + "eval_ipc_cls_global_precision@5": 20.232, + "eval_ipc_knn_abstract_accuracy_primary": 50.03999999999999, + "eval_ipc_knn_abstract_precision@1": 54.16, + "eval_ipc_knn_abstract_precision@3": 27.6, + "eval_ipc_knn_abstract_precision@5": 18.328, + "eval_ipc_knn_global_accuracy_primary": 50.03999999999999, + "eval_ipc_knn_global_precision@1": 54.16, + "eval_ipc_knn_global_precision@3": 27.6, + "eval_ipc_knn_global_precision@5": 18.328, + "eval_priorArt_ndcg@100_a2a": 0.3096150200879524, + "eval_priorArt_ndcg@100_a2all": 0.30458178773351474, + "eval_priorArt_ndcg@100_a2c": 0.15822417015357815, + "eval_priorArt_ndcg@100_a2i": 0.22849517462993876, + "eval_priorArt_ndcg@100_c2a": 0.037195997461467165, + "eval_priorArt_ndcg@100_c2all": 0.29610318834980665, + "eval_priorArt_ndcg@100_c2c": 0.2951772769734662, + "eval_priorArt_ndcg@100_c2i": 0.1793895291641167, + "eval_priorArt_ndcg@100_i2a": 0.09681320060443696, + "eval_priorArt_ndcg@100_i2all": 0.2686387936525508, + "eval_priorArt_ndcg@100_i2c": 0.2932811205452408, + "eval_priorArt_ndcg@100_i2i": 0.1976325460954172, + "eval_priorArt_ndcg@10_a2a": 0.18358401428732593, + "eval_priorArt_ndcg@10_a2all": 0.18358401428732593, + "eval_priorArt_ndcg@10_a2c": 0.03398655250018827, + "eval_priorArt_ndcg@10_a2i": 0.11291560319448266, + "eval_priorArt_ndcg@10_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@10_c2all": 0.21300856010454985, + "eval_priorArt_ndcg@10_c2c": 0.21122472095239891, + "eval_priorArt_ndcg@10_c2i": 0.08472242571265383, + "eval_priorArt_ndcg@10_i2a": 0.04635058322686614, + "eval_priorArt_ndcg@10_i2all": 0.1704047948049952, + "eval_priorArt_ndcg@10_i2c": 0.15424652111934706, + "eval_priorArt_ndcg@10_i2i": 0.13711742023769644, + "eval_priorArt_ndcg@20_a2a": 0.23931863061160588, + "eval_priorArt_ndcg@20_a2all": 0.2391359733022776, + "eval_priorArt_ndcg@20_a2c": 0.045515955038045716, + "eval_priorArt_ndcg@20_a2i": 0.1457260024782386, + "eval_priorArt_ndcg@20_c2a": 0.02381328372848948, + "eval_priorArt_ndcg@20_c2all": 0.22663538860590085, + "eval_priorArt_ndcg@20_c2c": 0.23220356648707038, + "eval_priorArt_ndcg@20_c2i": 0.1062079675332599, + "eval_priorArt_ndcg@20_i2a": 0.04635058322686614, + "eval_priorArt_ndcg@20_i2all": 0.2117470914390434, + "eval_priorArt_ndcg@20_i2c": 0.19832544177139527, + "eval_priorArt_ndcg@20_i2i": 0.14285788497399735, + "eval_priorArt_ndcg@50_a2a": 0.27229527934622844, + "eval_priorArt_ndcg@50_a2all": 0.2763368656177822, + "eval_priorArt_ndcg@50_a2c": 0.10655270605740083, + "eval_priorArt_ndcg@50_a2i": 0.2128221660245328, + "eval_priorArt_ndcg@50_c2a": 0.03341725319534268, + "eval_priorArt_ndcg@50_c2all": 0.2614140788919535, + "eval_priorArt_ndcg@50_c2c": 0.2525013244160815, + "eval_priorArt_ndcg@50_c2i": 0.15499632731635168, + "eval_priorArt_ndcg@50_i2a": 0.06841400914876736, + "eval_priorArt_ndcg@50_i2all": 0.23410181894996485, + "eval_priorArt_ndcg@50_i2c": 0.24210580308068225, + "eval_priorArt_ndcg@50_i2i": 0.17333686937225307, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8, + "eval_priorArt_recall@100_a2c": 0.5958333333333334, + "eval_priorArt_recall@100_a2i": 0.6125, + "eval_priorArt_recall@100_c2a": 0.1, + "eval_priorArt_recall@100_c2all": 0.6916666666666667, + "eval_priorArt_recall@100_c2c": 0.6916666666666667, + "eval_priorArt_recall@100_c2i": 0.5041666666666667, + "eval_priorArt_recall@100_i2a": 0.29166666666666663, + "eval_priorArt_recall@100_i2all": 0.7166666666666667, + "eval_priorArt_recall@100_i2c": 0.775, + "eval_priorArt_recall@100_i2i": 0.5291666666666667, + "eval_priorArt_recall@10_a2a": 0.35, + "eval_priorArt_recall@10_a2all": 0.35, + "eval_priorArt_recall@10_a2c": 0.05, + "eval_priorArt_recall@10_a2i": 0.15416666666666665, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.35000000000000003, + "eval_priorArt_recall@10_c2c": 0.35000000000000003, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.3375, + "eval_priorArt_recall@10_i2c": 0.21666666666666665, + "eval_priorArt_recall@10_i2i": 0.2791666666666667, + "eval_priorArt_recall@20_a2a": 0.5083333333333334, + "eval_priorArt_recall@20_a2all": 0.5083333333333334, + "eval_priorArt_recall@20_a2c": 0.08333333333333333, + "eval_priorArt_recall@20_a2i": 0.2708333333333333, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.3916666666666667, + "eval_priorArt_recall@20_c2c": 0.4166666666666667, + "eval_priorArt_recall@20_c2i": 0.19583333333333333, + "eval_priorArt_recall@20_i2a": 0.06666666666666667, + "eval_priorArt_recall@20_i2all": 0.4625, + "eval_priorArt_recall@20_i2c": 0.36666666666666664, + "eval_priorArt_recall@20_i2i": 0.29583333333333334, + "eval_priorArt_recall@50_a2a": 0.6500000000000001, + "eval_priorArt_recall@50_a2all": 0.6666666666666667, + "eval_priorArt_recall@50_a2c": 0.32916666666666666, + "eval_priorArt_recall@50_a2i": 0.5416666666666667, + "eval_priorArt_recall@50_c2a": 0.08333333333333333, + "eval_priorArt_recall@50_c2all": 0.5208333333333334, + "eval_priorArt_recall@50_c2c": 0.4875, + "eval_priorArt_recall@50_c2i": 0.4, + "eval_priorArt_recall@50_i2a": 0.15, + "eval_priorArt_recall@50_i2all": 0.5458333333333334, + "eval_priorArt_recall@50_i2c": 0.5291666666666666, + "eval_priorArt_recall@50_i2i": 0.4083333333333333, + "eval_singularentropy_abstract": 0.3869909942821052, + "eval_singularentropy_claim": 0.4725039611091792, + "eval_singularentropy_global": 0.38842327434372026, + "eval_singularentropy_invention": 0.4419268226244984, + "eval_uniformity_abstract": -2.940708637237549, + "eval_uniformity_claim": -1.7020050287246704, + "eval_uniformity_global": -2.4560446739196777, + "eval_uniformity_invention": -2.247450590133667, + "step": 375 + }, + { + "epoch": 0.06999447412046417, + "grad_norm": 0.05645899102091789, + "learning_rate": 6.979742173112339e-06, + "loss": 0.0028, + "step": 380 + }, + { + "epoch": 0.07183643396573955, + "grad_norm": 0.059702590107917786, + "learning_rate": 7.16390423572744e-06, + "loss": 0.0025, + "step": 390 + }, + { + "epoch": 0.07367839381101492, + "grad_norm": 0.05099449306726456, + "learning_rate": 7.348066298342542e-06, + "loss": 0.0022, + "step": 400 + }, + { + "epoch": 0.0755203536562903, + "grad_norm": 0.022538790479302406, + "learning_rate": 7.532228360957643e-06, + "loss": 0.0042, + "step": 410 + }, + { + "epoch": 0.07736231350156567, + "grad_norm": 0.18837958574295044, + "learning_rate": 7.716390423572744e-06, + "loss": 0.0023, + "step": 420 + }, + { + "epoch": 0.07920427334684103, + "grad_norm": 0.05147910490632057, + "learning_rate": 7.900552486187846e-06, + "loss": 0.0019, + "step": 430 + }, + { + "epoch": 0.08104623319211642, + "grad_norm": 0.14365865290164948, + "learning_rate": 8.084714548802947e-06, + "loss": 0.0024, + "step": 440 + }, + { + "epoch": 0.08288819303739178, + "grad_norm": 0.04228956997394562, + "learning_rate": 8.268876611418049e-06, + "loss": 0.0019, + "step": 450 + }, + { + "epoch": 0.08473015288266716, + "grad_norm": 0.10685523599386215, + "learning_rate": 8.45303867403315e-06, + "loss": 0.0023, + "step": 460 + }, + { + "epoch": 0.08657211272794253, + "grad_norm": 0.02113446593284607, + "learning_rate": 8.637200736648251e-06, + "loss": 0.0019, + "step": 470 + }, + { + "epoch": 0.0884140725732179, + "grad_norm": 0.11216375976800919, + "learning_rate": 8.821362799263353e-06, + "loss": 0.002, + "step": 480 + }, + { + "epoch": 0.09025603241849328, + "grad_norm": 0.05731487274169922, + "learning_rate": 9.005524861878454e-06, + "loss": 0.0015, + "step": 490 + }, + { + "epoch": 0.09209799226376865, + "grad_norm": 0.02028810605406761, + "learning_rate": 9.189686924493554e-06, + "loss": 0.0012, + "step": 500 + }, + { + "epoch": 0.09209799226376865, + "eval_alignment_abstract": { + "mean_alignment": 0.6759635210037231 + }, + "eval_alignment_claim": { + "mean_alignment": 0.4885254204273224 + }, + "eval_alignment_global": { + "mean_alignment": 0.7974989414215088 + }, + "eval_alignment_invention": { + "mean_alignment": 0.5733148455619812 + }, + "eval_ipc_cls_abstract_accuracy_primary": 53.32, + "eval_ipc_cls_abstract_precision@1": 58.120000000000005, + "eval_ipc_cls_abstract_precision@3": 29.85333333333333, + "eval_ipc_cls_abstract_precision@5": 20.151999999999997, + "eval_ipc_cls_global_accuracy_primary": 53.32, + "eval_ipc_cls_global_precision@1": 58.120000000000005, + "eval_ipc_cls_global_precision@3": 29.85333333333333, + "eval_ipc_cls_global_precision@5": 20.151999999999997, + "eval_ipc_knn_abstract_accuracy_primary": 48.559999999999995, + "eval_ipc_knn_abstract_precision@1": 53.44, + "eval_ipc_knn_abstract_precision@3": 27.439999999999998, + "eval_ipc_knn_abstract_precision@5": 18.352, + "eval_ipc_knn_global_accuracy_primary": 48.559999999999995, + "eval_ipc_knn_global_precision@1": 53.44, + "eval_ipc_knn_global_precision@3": 27.439999999999998, + "eval_ipc_knn_global_precision@5": 18.352, + "eval_priorArt_ndcg@100_a2a": 0.3116943355891783, + "eval_priorArt_ndcg@100_a2all": 0.3065842715364639, + "eval_priorArt_ndcg@100_a2c": 0.19135258389551588, + "eval_priorArt_ndcg@100_a2i": 0.23152842342563024, + "eval_priorArt_ndcg@100_c2a": 0.058647626789209886, + "eval_priorArt_ndcg@100_c2all": 0.29164045421466006, + "eval_priorArt_ndcg@100_c2c": 0.29606332273778857, + "eval_priorArt_ndcg@100_c2i": 0.1937381890022475, + "eval_priorArt_ndcg@100_i2a": 0.11157499409611349, + "eval_priorArt_ndcg@100_i2all": 0.2760518600363849, + "eval_priorArt_ndcg@100_i2c": 0.306109138883713, + "eval_priorArt_ndcg@100_i2i": 0.20475668231526473, + "eval_priorArt_ndcg@10_a2a": 0.18916053751342715, + "eval_priorArt_ndcg@10_a2all": 0.18916053751342715, + "eval_priorArt_ndcg@10_a2c": 0.04899067501746677, + "eval_priorArt_ndcg@10_a2i": 0.08708132026558166, + "eval_priorArt_ndcg@10_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@10_c2all": 0.17753456852510027, + "eval_priorArt_ndcg@10_c2c": 0.196982473243503, + "eval_priorArt_ndcg@10_c2i": 0.07552660250635478, + "eval_priorArt_ndcg@10_i2a": 0.05034180447213323, + "eval_priorArt_ndcg@10_i2all": 0.17524741500353627, + "eval_priorArt_ndcg@10_i2c": 0.18195825129275853, + "eval_priorArt_ndcg@10_i2i": 0.11524232312177474, + "eval_priorArt_ndcg@20_a2a": 0.2330955875115302, + "eval_priorArt_ndcg@20_a2all": 0.23225113181242266, + "eval_priorArt_ndcg@20_a2c": 0.08845988865670765, + "eval_priorArt_ndcg@20_a2i": 0.15462009721292463, + "eval_priorArt_ndcg@20_c2a": 0.023364695380244854, + "eval_priorArt_ndcg@20_c2all": 0.21202206269972165, + "eval_priorArt_ndcg@20_c2c": 0.21552083922029466, + "eval_priorArt_ndcg@20_c2i": 0.10982788170050187, + "eval_priorArt_ndcg@20_i2a": 0.05034180447213323, + "eval_priorArt_ndcg@20_i2all": 0.207439630214488, + "eval_priorArt_ndcg@20_i2c": 0.21706664521366026, + "eval_priorArt_ndcg@20_i2i": 0.14872754965720633, + "eval_priorArt_ndcg@50_a2a": 0.2777391843735103, + "eval_priorArt_ndcg@50_a2all": 0.27671751238907066, + "eval_priorArt_ndcg@50_a2c": 0.14331714239918628, + "eval_priorArt_ndcg@50_a2i": 0.2007035569490554, + "eval_priorArt_ndcg@50_c2a": 0.037353789696942766, + "eval_priorArt_ndcg@50_c2all": 0.26549853574707105, + "eval_priorArt_ndcg@50_c2c": 0.26982407288991117, + "eval_priorArt_ndcg@50_c2i": 0.15770884295942544, + "eval_priorArt_ndcg@50_i2a": 0.09161880699342624, + "eval_priorArt_ndcg@50_i2all": 0.2498168937380126, + "eval_priorArt_ndcg@50_i2c": 0.251694159834882, + "eval_priorArt_ndcg@50_i2i": 0.18146634772561626, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8083333333333333, + "eval_priorArt_recall@100_a2c": 0.6625, + "eval_priorArt_recall@100_a2i": 0.6833333333333333, + "eval_priorArt_recall@100_c2a": 0.19999999999999998, + "eval_priorArt_recall@100_c2all": 0.7333333333333333, + "eval_priorArt_recall@100_c2c": 0.7333333333333334, + "eval_priorArt_recall@100_c2i": 0.6208333333333333, + "eval_priorArt_recall@100_i2a": 0.35000000000000003, + "eval_priorArt_recall@100_i2all": 0.7166666666666667, + "eval_priorArt_recall@100_i2c": 0.8, + "eval_priorArt_recall@100_i2i": 0.5791666666666667, + "eval_priorArt_recall@10_a2a": 0.36666666666666664, + "eval_priorArt_recall@10_a2all": 0.36666666666666664, + "eval_priorArt_recall@10_a2c": 0.06666666666666667, + "eval_priorArt_recall@10_a2i": 0.13749999999999998, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.275, + "eval_priorArt_recall@10_c2c": 0.32500000000000007, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.08333333333333333, + "eval_priorArt_recall@10_i2all": 0.3291666666666667, + "eval_priorArt_recall@10_i2c": 0.2833333333333333, + "eval_priorArt_recall@10_i2i": 0.22083333333333335, + "eval_priorArt_recall@20_a2a": 0.4916666666666666, + "eval_priorArt_recall@20_a2all": 0.4916666666666666, + "eval_priorArt_recall@20_a2c": 0.2, + "eval_priorArt_recall@20_a2i": 0.3416666666666667, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.3916666666666667, + "eval_priorArt_recall@20_c2c": 0.3916666666666667, + "eval_priorArt_recall@20_c2i": 0.2458333333333333, + "eval_priorArt_recall@20_i2a": 0.08333333333333333, + "eval_priorArt_recall@20_i2all": 0.4208333333333334, + "eval_priorArt_recall@20_i2c": 0.3958333333333333, + "eval_priorArt_recall@20_i2i": 0.32083333333333336, + "eval_priorArt_recall@50_a2a": 0.6666666666666667, + "eval_priorArt_recall@50_a2all": 0.6666666666666667, + "eval_priorArt_recall@50_a2c": 0.4208333333333333, + "eval_priorArt_recall@50_a2i": 0.5375000000000001, + "eval_priorArt_recall@50_c2a": 0.09999999999999999, + "eval_priorArt_recall@50_c2all": 0.6083333333333333, + "eval_priorArt_recall@50_c2c": 0.6083333333333333, + "eval_priorArt_recall@50_c2i": 0.4291666666666666, + "eval_priorArt_recall@50_i2a": 0.24166666666666664, + "eval_priorArt_recall@50_i2all": 0.5958333333333334, + "eval_priorArt_recall@50_i2c": 0.5291666666666666, + "eval_priorArt_recall@50_i2i": 0.4583333333333333, + "eval_singularentropy_abstract": 0.36187810512897634, + "eval_singularentropy_claim": 0.4369999790977396, + "eval_singularentropy_global": 0.36323245084091527, + "eval_singularentropy_invention": 0.4149352412979668, + "eval_uniformity_abstract": -3.000401735305786, + "eval_uniformity_claim": -1.8529603481292725, + "eval_uniformity_global": -2.549118757247925, + "eval_uniformity_invention": -2.3322200775146484, + "step": 500 + }, + { + "epoch": 0.09393995210904402, + "grad_norm": 0.02860737405717373, + "learning_rate": 9.373848987108657e-06, + "loss": 0.0013, + "step": 510 + }, + { + "epoch": 0.0957819119543194, + "grad_norm": 0.023148564621806145, + "learning_rate": 9.558011049723757e-06, + "loss": 0.0012, + "step": 520 + }, + { + "epoch": 0.09762387179959477, + "grad_norm": 0.02656615898013115, + "learning_rate": 9.742173112338858e-06, + "loss": 0.0015, + "step": 530 + }, + { + "epoch": 0.09946583164487015, + "grad_norm": 0.013540227897465229, + "learning_rate": 9.92633517495396e-06, + "loss": 0.0012, + "step": 540 + }, + { + "epoch": 0.10130779149014552, + "grad_norm": 0.027699440717697144, + "learning_rate": 9.999962792131562e-06, + "loss": 0.0009, + "step": 550 + }, + { + "epoch": 0.10314975133542088, + "grad_norm": 0.043529972434043884, + "learning_rate": 9.999735412718742e-06, + "loss": 0.0012, + "step": 560 + }, + { + "epoch": 0.10499171118069626, + "grad_norm": 0.012735619209706783, + "learning_rate": 9.999301334320046e-06, + "loss": 0.0012, + "step": 570 + }, + { + "epoch": 0.10683367102597163, + "grad_norm": 0.03972307965159416, + "learning_rate": 9.998660574881138e-06, + "loss": 0.001, + "step": 580 + }, + { + "epoch": 0.108675630871247, + "grad_norm": 0.03420274332165718, + "learning_rate": 9.997813160892284e-06, + "loss": 0.0019, + "step": 590 + }, + { + "epoch": 0.11051759071652238, + "grad_norm": 0.18235044181346893, + "learning_rate": 9.996759127387259e-06, + "loss": 0.002, + "step": 600 + }, + { + "epoch": 0.11235955056179775, + "grad_norm": 0.017516696825623512, + "learning_rate": 9.995498517941901e-06, + "loss": 0.0014, + "step": 610 + }, + { + "epoch": 0.11420151040707313, + "grad_norm": 0.157538041472435, + "learning_rate": 9.994031384672308e-06, + "loss": 0.0021, + "step": 620 + }, + { + "epoch": 0.11512249032971081, + "eval_alignment_abstract": { + "mean_alignment": 0.726749062538147 + }, + "eval_alignment_claim": { + "mean_alignment": 0.51494961977005 + }, + "eval_alignment_global": { + "mean_alignment": 0.8360570669174194 + }, + "eval_alignment_invention": { + "mean_alignment": 0.6067895293235779 + }, + "eval_ipc_cls_abstract_accuracy_primary": 52.400000000000006, + "eval_ipc_cls_abstract_precision@1": 57.120000000000005, + "eval_ipc_cls_abstract_precision@3": 29.599999999999998, + "eval_ipc_cls_abstract_precision@5": 20.016000000000002, + "eval_ipc_cls_global_accuracy_primary": 52.400000000000006, + "eval_ipc_cls_global_precision@1": 57.120000000000005, + "eval_ipc_cls_global_precision@3": 29.599999999999998, + "eval_ipc_cls_global_precision@5": 20.016000000000002, + "eval_ipc_knn_abstract_accuracy_primary": 47.4, + "eval_ipc_knn_abstract_precision@1": 52.080000000000005, + "eval_ipc_knn_abstract_precision@3": 26.919999999999998, + "eval_ipc_knn_abstract_precision@5": 18.16, + "eval_ipc_knn_global_accuracy_primary": 47.4, + "eval_ipc_knn_global_precision@1": 52.080000000000005, + "eval_ipc_knn_global_precision@3": 26.919999999999998, + "eval_ipc_knn_global_precision@5": 18.16, + "eval_priorArt_ndcg@100_a2a": 0.31356722188563535, + "eval_priorArt_ndcg@100_a2all": 0.3121999339105207, + "eval_priorArt_ndcg@100_a2c": 0.20093826386284128, + "eval_priorArt_ndcg@100_a2i": 0.22392971691832697, + "eval_priorArt_ndcg@100_c2a": 0.06109025627830337, + "eval_priorArt_ndcg@100_c2all": 0.2827946384190527, + "eval_priorArt_ndcg@100_c2c": 0.2838367408982389, + "eval_priorArt_ndcg@100_c2i": 0.1847645763642936, + "eval_priorArt_ndcg@100_i2a": 0.10013382554078301, + "eval_priorArt_ndcg@100_i2all": 0.27705791765968224, + "eval_priorArt_ndcg@100_i2c": 0.2995810170118659, + "eval_priorArt_ndcg@100_i2i": 0.2082802482431124, + "eval_priorArt_ndcg@10_a2a": 0.1926202042145525, + "eval_priorArt_ndcg@10_a2all": 0.18549890641177494, + "eval_priorArt_ndcg@10_a2c": 0.06063011373693249, + "eval_priorArt_ndcg@10_a2i": 0.10033062317910435, + "eval_priorArt_ndcg@10_c2a": 0.014804095548293261, + "eval_priorArt_ndcg@10_c2all": 0.17035417671864683, + "eval_priorArt_ndcg@10_c2c": 0.18197580052103896, + "eval_priorArt_ndcg@10_c2i": 0.07434762332974311, + "eval_priorArt_ndcg@10_i2a": 0.040623577305440514, + "eval_priorArt_ndcg@10_i2all": 0.17965189854671132, + "eval_priorArt_ndcg@10_i2c": 0.18639882745812175, + "eval_priorArt_ndcg@10_i2i": 0.11732215355924853, + "eval_priorArt_ndcg@20_a2a": 0.2577690929154127, + "eval_priorArt_ndcg@20_a2all": 0.25523780775810195, + "eval_priorArt_ndcg@20_a2c": 0.09237959380136694, + "eval_priorArt_ndcg@20_a2i": 0.14446776608287276, + "eval_priorArt_ndcg@20_c2a": 0.0262389219932475, + "eval_priorArt_ndcg@20_c2all": 0.222294291410515, + "eval_priorArt_ndcg@20_c2c": 0.2260857787145933, + "eval_priorArt_ndcg@20_c2i": 0.10483073941528716, + "eval_priorArt_ndcg@20_i2a": 0.04625052174521389, + "eval_priorArt_ndcg@20_i2all": 0.20627050428523536, + "eval_priorArt_ndcg@20_i2c": 0.22203180790727622, + "eval_priorArt_ndcg@20_i2i": 0.1497253182086084, + "eval_priorArt_ndcg@50_a2a": 0.2844843046649932, + "eval_priorArt_ndcg@50_a2all": 0.28096616576379646, + "eval_priorArt_ndcg@50_a2c": 0.15283309057565592, + "eval_priorArt_ndcg@50_a2i": 0.19741410193848663, + "eval_priorArt_ndcg@50_c2a": 0.0401713748203673, + "eval_priorArt_ndcg@50_c2all": 0.24325799881903634, + "eval_priorArt_ndcg@50_c2c": 0.24728149161529123, + "eval_priorArt_ndcg@50_c2i": 0.14748060384556952, + "eval_priorArt_ndcg@50_i2a": 0.07576904023060155, + "eval_priorArt_ndcg@50_i2all": 0.2534439072826262, + "eval_priorArt_ndcg@50_i2c": 0.26080668550559866, + "eval_priorArt_ndcg@50_i2i": 0.1779881475481224, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6791666666666666, + "eval_priorArt_recall@100_a2i": 0.6583333333333334, + "eval_priorArt_recall@100_c2a": 0.19999999999999998, + "eval_priorArt_recall@100_c2all": 0.7333333333333333, + "eval_priorArt_recall@100_c2c": 0.7166666666666666, + "eval_priorArt_recall@100_c2i": 0.5708333333333333, + "eval_priorArt_recall@100_i2a": 0.325, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.7333333333333334, + "eval_priorArt_recall@100_i2i": 0.5958333333333333, + "eval_priorArt_recall@10_a2a": 0.38333333333333336, + "eval_priorArt_recall@10_a2all": 0.3666666666666667, + "eval_priorArt_recall@10_a2c": 0.09166666666666665, + "eval_priorArt_recall@10_a2i": 0.17916666666666664, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.28750000000000003, + "eval_priorArt_recall@10_c2c": 0.31250000000000006, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.3291666666666667, + "eval_priorArt_recall@10_i2c": 0.2833333333333333, + "eval_priorArt_recall@10_i2i": 0.22083333333333335, + "eval_priorArt_recall@20_a2a": 0.5916666666666666, + "eval_priorArt_recall@20_a2all": 0.5916666666666666, + "eval_priorArt_recall@20_a2c": 0.2, + "eval_priorArt_recall@20_a2i": 0.3166666666666667, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.45833333333333337, + "eval_priorArt_recall@20_c2c": 0.45833333333333337, + "eval_priorArt_recall@20_c2i": 0.2208333333333333, + "eval_priorArt_recall@20_i2a": 0.08333333333333333, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3958333333333333, + "eval_priorArt_recall@20_i2i": 0.32083333333333336, + "eval_priorArt_recall@50_a2a": 0.6916666666666667, + "eval_priorArt_recall@50_a2all": 0.6833333333333333, + "eval_priorArt_recall@50_a2c": 0.4375, + "eval_priorArt_recall@50_a2i": 0.5375000000000001, + "eval_priorArt_recall@50_c2a": 0.09999999999999999, + "eval_priorArt_recall@50_c2all": 0.5333333333333334, + "eval_priorArt_recall@50_c2c": 0.5333333333333334, + "eval_priorArt_recall@50_c2i": 0.3875, + "eval_priorArt_recall@50_i2a": 0.2, + "eval_priorArt_recall@50_i2all": 0.5958333333333334, + "eval_priorArt_recall@50_i2c": 0.5458333333333333, + "eval_priorArt_recall@50_i2i": 0.4416666666666666, + "eval_singularentropy_abstract": 0.3461520231016122, + "eval_singularentropy_claim": 0.4223375816536326, + "eval_singularentropy_global": 0.34912524171405745, + "eval_singularentropy_invention": 0.4002467855332116, + "eval_uniformity_abstract": -3.0383431911468506, + "eval_uniformity_claim": -1.8785239458084106, + "eval_uniformity_global": -2.5778391361236572, + "eval_uniformity_invention": -2.356555938720703, + "step": 625 + }, + { + "epoch": 0.1160434702523485, + "grad_norm": 0.06025092303752899, + "learning_rate": 9.992357788232679e-06, + "loss": 0.0023, + "step": 630 + }, + { + "epoch": 0.11788543009762387, + "grad_norm": 0.01629123091697693, + "learning_rate": 9.990477797812814e-06, + "loss": 0.0009, + "step": 640 + }, + { + "epoch": 0.11972738994289925, + "grad_norm": 0.017885245382785797, + "learning_rate": 9.98839149113525e-06, + "loss": 0.0013, + "step": 650 + }, + { + "epoch": 0.12156934978817462, + "grad_norm": 0.02201315388083458, + "learning_rate": 9.986098954452043e-06, + "loss": 0.0006, + "step": 660 + }, + { + "epoch": 0.12341130963345, + "grad_norm": 0.012830154970288277, + "learning_rate": 9.983600282541213e-06, + "loss": 0.0009, + "step": 670 + }, + { + "epoch": 0.12525326947872537, + "grad_norm": 0.012374057434499264, + "learning_rate": 9.980895578702816e-06, + "loss": 0.0009, + "step": 680 + }, + { + "epoch": 0.12709522932400075, + "grad_norm": 0.1611994355916977, + "learning_rate": 9.977984954754675e-06, + "loss": 0.0021, + "step": 690 + }, + { + "epoch": 0.1289371891692761, + "grad_norm": 0.011421822011470795, + "learning_rate": 9.974868531027761e-06, + "loss": 0.001, + "step": 700 + }, + { + "epoch": 0.13077914901455148, + "grad_norm": 0.01805511675775051, + "learning_rate": 9.971546436361222e-06, + "loss": 0.0014, + "step": 710 + }, + { + "epoch": 0.13262110885982686, + "grad_norm": 0.01893543265759945, + "learning_rate": 9.96801880809704e-06, + "loss": 0.0007, + "step": 720 + }, + { + "epoch": 0.13446306870510222, + "grad_norm": 0.009467133320868015, + "learning_rate": 9.96428579207437e-06, + "loss": 0.0012, + "step": 730 + }, + { + "epoch": 0.1363050285503776, + "grad_norm": 0.12831702828407288, + "learning_rate": 9.960347542623506e-06, + "loss": 0.0012, + "step": 740 + }, + { + "epoch": 0.13814698839565298, + "grad_norm": 0.012784408405423164, + "learning_rate": 9.956204222559495e-06, + "loss": 0.0006, + "step": 750 + }, + { + "epoch": 0.13814698839565298, + "eval_alignment_abstract": { + "mean_alignment": 0.7640389800071716 + }, + "eval_alignment_claim": { + "mean_alignment": 0.537428617477417 + }, + "eval_alignment_global": { + "mean_alignment": 0.8641329407691956 + }, + "eval_alignment_invention": { + "mean_alignment": 0.6320456266403198 + }, + "eval_ipc_cls_abstract_accuracy_primary": 51.480000000000004, + "eval_ipc_cls_abstract_precision@1": 56.32, + "eval_ipc_cls_abstract_precision@3": 29.25333333333333, + "eval_ipc_cls_abstract_precision@5": 19.864, + "eval_ipc_cls_global_accuracy_primary": 51.480000000000004, + "eval_ipc_cls_global_precision@1": 56.32, + "eval_ipc_cls_global_precision@3": 29.25333333333333, + "eval_ipc_cls_global_precision@5": 19.864, + "eval_ipc_knn_abstract_accuracy_primary": 46.800000000000004, + "eval_ipc_knn_abstract_precision@1": 49.64, + "eval_ipc_knn_abstract_precision@3": 19.946666666666665, + "eval_ipc_knn_abstract_precision@5": 12.128, + "eval_ipc_knn_global_accuracy_primary": 46.800000000000004, + "eval_ipc_knn_global_precision@1": 49.64, + "eval_ipc_knn_global_precision@3": 19.946666666666665, + "eval_ipc_knn_global_precision@5": 12.128, + "eval_priorArt_ndcg@100_a2a": 0.316691944708081, + "eval_priorArt_ndcg@100_a2all": 0.31871538035838365, + "eval_priorArt_ndcg@100_a2c": 0.20516554191120645, + "eval_priorArt_ndcg@100_a2i": 0.22258782279473968, + "eval_priorArt_ndcg@100_c2a": 0.05282409665555071, + "eval_priorArt_ndcg@100_c2all": 0.27718847596827795, + "eval_priorArt_ndcg@100_c2c": 0.2828115951589574, + "eval_priorArt_ndcg@100_c2i": 0.18404582782320775, + "eval_priorArt_ndcg@100_i2a": 0.09275619732099058, + "eval_priorArt_ndcg@100_i2all": 0.2772557414092748, + "eval_priorArt_ndcg@100_i2c": 0.2918559010355918, + "eval_priorArt_ndcg@100_i2i": 0.20854876936444602, + "eval_priorArt_ndcg@10_a2a": 0.2106798078909587, + "eval_priorArt_ndcg@10_a2all": 0.1926171800813987, + "eval_priorArt_ndcg@10_a2c": 0.061569627534489094, + "eval_priorArt_ndcg@10_a2i": 0.10158037598533305, + "eval_priorArt_ndcg@10_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@10_c2all": 0.1698967083737521, + "eval_priorArt_ndcg@10_c2c": 0.17222221077786906, + "eval_priorArt_ndcg@10_c2i": 0.09165228768191523, + "eval_priorArt_ndcg@10_i2a": 0.03832908635019526, + "eval_priorArt_ndcg@10_i2all": 0.17058083364010335, + "eval_priorArt_ndcg@10_i2c": 0.17577705619910786, + "eval_priorArt_ndcg@10_i2i": 0.1179348264152597, + "eval_priorArt_ndcg@20_a2a": 0.2548291850624327, + "eval_priorArt_ndcg@20_a2all": 0.25209983549935394, + "eval_priorArt_ndcg@20_a2c": 0.09754961392994357, + "eval_priorArt_ndcg@20_a2i": 0.1570679583947429, + "eval_priorArt_ndcg@20_c2a": 0.01735891259034229, + "eval_priorArt_ndcg@20_c2all": 0.2222161624362799, + "eval_priorArt_ndcg@20_c2c": 0.22569082205283847, + "eval_priorArt_ndcg@20_c2i": 0.10571021172627822, + "eval_priorArt_ndcg@20_i2a": 0.03832908635019526, + "eval_priorArt_ndcg@20_i2all": 0.2062506065309388, + "eval_priorArt_ndcg@20_i2c": 0.2223714921263653, + "eval_priorArt_ndcg@20_i2i": 0.14478445342564933, + "eval_priorArt_ndcg@50_a2a": 0.2916341814799983, + "eval_priorArt_ndcg@50_a2all": 0.28897482111925576, + "eval_priorArt_ndcg@50_a2c": 0.16073059436535592, + "eval_priorArt_ndcg@50_a2i": 0.19607692122792608, + "eval_priorArt_ndcg@50_c2a": 0.036120013276551496, + "eval_priorArt_ndcg@50_c2all": 0.24325587755441141, + "eval_priorArt_ndcg@50_c2c": 0.2470386558196583, + "eval_priorArt_ndcg@50_c2i": 0.14408493425561458, + "eval_priorArt_ndcg@50_i2a": 0.060335556272248826, + "eval_priorArt_ndcg@50_i2all": 0.2532490242139372, + "eval_priorArt_ndcg@50_i2c": 0.26057048040499253, + "eval_priorArt_ndcg@50_i2i": 0.17285254898746, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.85, + "eval_priorArt_recall@100_a2c": 0.6791666666666666, + "eval_priorArt_recall@100_a2i": 0.6583333333333334, + "eval_priorArt_recall@100_c2a": 0.175, + "eval_priorArt_recall@100_c2all": 0.7083333333333333, + "eval_priorArt_recall@100_c2c": 0.7166666666666666, + "eval_priorArt_recall@100_c2i": 0.5708333333333333, + "eval_priorArt_recall@100_i2a": 0.3083333333333333, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.7000000000000001, + "eval_priorArt_recall@100_i2i": 0.5958333333333333, + "eval_priorArt_recall@10_a2a": 0.4291666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.09166666666666665, + "eval_priorArt_recall@10_a2i": 0.18749999999999997, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.28750000000000003, + "eval_priorArt_recall@10_c2c": 0.28750000000000003, + "eval_priorArt_recall@10_c2i": 0.17916666666666664, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.25, + "eval_priorArt_recall@10_i2i": 0.22083333333333335, + "eval_priorArt_recall@20_a2a": 0.575, + "eval_priorArt_recall@20_a2all": 0.575, + "eval_priorArt_recall@20_a2c": 0.20833333333333334, + "eval_priorArt_recall@20_a2i": 0.3791666666666667, + "eval_priorArt_recall@20_c2a": 0.03333333333333333, + "eval_priorArt_recall@20_c2all": 0.45833333333333337, + "eval_priorArt_recall@20_c2c": 0.45833333333333337, + "eval_priorArt_recall@20_c2i": 0.2208333333333333, + "eval_priorArt_recall@20_i2a": 0.06666666666666667, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3958333333333333, + "eval_priorArt_recall@20_i2i": 0.3041666666666667, + "eval_priorArt_recall@50_a2a": 0.7083333333333333, + "eval_priorArt_recall@50_a2all": 0.7083333333333333, + "eval_priorArt_recall@50_a2c": 0.4541666666666667, + "eval_priorArt_recall@50_a2i": 0.5375000000000001, + "eval_priorArt_recall@50_c2a": 0.09999999999999999, + "eval_priorArt_recall@50_c2all": 0.5333333333333334, + "eval_priorArt_recall@50_c2c": 0.5333333333333334, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.15, + "eval_priorArt_recall@50_i2all": 0.5958333333333334, + "eval_priorArt_recall@50_i2c": 0.5458333333333333, + "eval_priorArt_recall@50_i2i": 0.41666666666666663, + "eval_singularentropy_abstract": 0.3357152223350543, + "eval_singularentropy_claim": 0.4113084475782164, + "eval_singularentropy_global": 0.3393235930590418, + "eval_singularentropy_invention": 0.38993265818617495, + "eval_uniformity_abstract": -3.060763120651245, + "eval_uniformity_claim": -1.9041553735733032, + "eval_uniformity_global": -2.600064992904663, + "eval_uniformity_invention": -2.3752777576446533, + "step": 750 + }, + { + "epoch": 0.13998894824092833, + "grad_norm": 0.5106983780860901, + "learning_rate": 9.951856003175415e-06, + "loss": 0.0008, + "step": 760 + }, + { + "epoch": 0.14183090808620372, + "grad_norm": 0.13383276760578156, + "learning_rate": 9.947303064235283e-06, + "loss": 0.0009, + "step": 770 + }, + { + "epoch": 0.1436728679314791, + "grad_norm": 0.021732600405812263, + "learning_rate": 9.942545593966636e-06, + "loss": 0.0006, + "step": 780 + }, + { + "epoch": 0.14551482777675448, + "grad_norm": 0.011728727258741856, + "learning_rate": 9.937583789052735e-06, + "loss": 0.001, + "step": 790 + }, + { + "epoch": 0.14735678762202983, + "grad_norm": 0.018592191860079765, + "learning_rate": 9.932417854624444e-06, + "loss": 0.0008, + "step": 800 + }, + { + "epoch": 0.14919874746730521, + "grad_norm": 0.009225791320204735, + "learning_rate": 9.927048004251748e-06, + "loss": 0.001, + "step": 810 + }, + { + "epoch": 0.1510407073125806, + "grad_norm": 0.009824294596910477, + "learning_rate": 9.921474459934916e-06, + "loss": 0.0007, + "step": 820 + }, + { + "epoch": 0.15288266715785595, + "grad_norm": 0.02136806957423687, + "learning_rate": 9.915697452095337e-06, + "loss": 0.0005, + "step": 830 + }, + { + "epoch": 0.15472462700313133, + "grad_norm": 0.09184900671243668, + "learning_rate": 9.909717219565979e-06, + "loss": 0.0007, + "step": 840 + }, + { + "epoch": 0.1565665868484067, + "grad_norm": 0.00915403850376606, + "learning_rate": 9.903534009581527e-06, + "loss": 0.0008, + "step": 850 + }, + { + "epoch": 0.15840854669368207, + "grad_norm": 0.03411712870001793, + "learning_rate": 9.897148077768155e-06, + "loss": 0.0015, + "step": 860 + }, + { + "epoch": 0.16025050653895745, + "grad_norm": 0.061017416417598724, + "learning_rate": 9.890559688132957e-06, + "loss": 0.0011, + "step": 870 + }, + { + "epoch": 0.16117148646159513, + "eval_alignment_abstract": { + "mean_alignment": 0.7860222458839417 + }, + "eval_alignment_claim": { + "mean_alignment": 0.553977370262146 + }, + "eval_alignment_global": { + "mean_alignment": 0.8802431225776672 + }, + "eval_alignment_invention": { + "mean_alignment": 0.6486285924911499 + }, + "eval_ipc_cls_abstract_accuracy_primary": 51.44, + "eval_ipc_cls_abstract_precision@1": 56.120000000000005, + "eval_ipc_cls_abstract_precision@3": 29.12, + "eval_ipc_cls_abstract_precision@5": 19.784000000000002, + "eval_ipc_cls_global_accuracy_primary": 51.44, + "eval_ipc_cls_global_precision@1": 56.120000000000005, + "eval_ipc_cls_global_precision@3": 29.12, + "eval_ipc_cls_global_precision@5": 19.784000000000002, + "eval_ipc_knn_abstract_accuracy_primary": 46.08, + "eval_ipc_knn_abstract_precision@1": 49.0, + "eval_ipc_knn_abstract_precision@3": 19.73333333333333, + "eval_ipc_knn_abstract_precision@5": 12.024, + "eval_ipc_knn_global_accuracy_primary": 46.08, + "eval_ipc_knn_global_precision@1": 49.0, + "eval_ipc_knn_global_precision@3": 19.73333333333333, + "eval_ipc_knn_global_precision@5": 12.024, + "eval_priorArt_ndcg@100_a2a": 0.31725114974308494, + "eval_priorArt_ndcg@100_a2all": 0.31578675759259356, + "eval_priorArt_ndcg@100_a2c": 0.20539912741058877, + "eval_priorArt_ndcg@100_a2i": 0.21898304957966994, + "eval_priorArt_ndcg@100_c2a": 0.05289993323357921, + "eval_priorArt_ndcg@100_c2all": 0.27526617239000367, + "eval_priorArt_ndcg@100_c2c": 0.27895560319391344, + "eval_priorArt_ndcg@100_c2i": 0.17136429920290425, + "eval_priorArt_ndcg@100_i2a": 0.08605057559330798, + "eval_priorArt_ndcg@100_i2all": 0.27784196142185025, + "eval_priorArt_ndcg@100_i2c": 0.2880990546282488, + "eval_priorArt_ndcg@100_i2i": 0.20780754132715754, + "eval_priorArt_ndcg@10_a2a": 0.20260392837776492, + "eval_priorArt_ndcg@10_a2all": 0.1929558792125539, + "eval_priorArt_ndcg@10_a2c": 0.07211381149501139, + "eval_priorArt_ndcg@10_a2i": 0.10987083341996243, + "eval_priorArt_ndcg@10_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@10_c2all": 0.18122092062006614, + "eval_priorArt_ndcg@10_c2c": 0.18181781611662348, + "eval_priorArt_ndcg@10_c2i": 0.08151211041400107, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.1720846083128276, + "eval_priorArt_ndcg@10_i2c": 0.1756964910040304, + "eval_priorArt_ndcg@10_i2i": 0.10262469486614281, + "eval_priorArt_ndcg@20_a2a": 0.25106185068761, + "eval_priorArt_ndcg@20_a2all": 0.2484622914806187, + "eval_priorArt_ndcg@20_a2c": 0.09963671977998317, + "eval_priorArt_ndcg@20_a2i": 0.17182533532933203, + "eval_priorArt_ndcg@20_c2a": 0.01735891259034229, + "eval_priorArt_ndcg@20_c2all": 0.22522983005973876, + "eval_priorArt_ndcg@20_c2c": 0.23221094912666035, + "eval_priorArt_ndcg@20_c2i": 0.10950550969508673, + "eval_priorArt_ndcg@20_i2a": 0.03688852789166239, + "eval_priorArt_ndcg@20_i2all": 0.20725486825473755, + "eval_priorArt_ndcg@20_i2c": 0.222366425343493, + "eval_priorArt_ndcg@20_i2i": 0.1441365697471658, + "eval_priorArt_ndcg@50_a2a": 0.2918925966774953, + "eval_priorArt_ndcg@50_a2all": 0.28917371505123485, + "eval_priorArt_ndcg@50_a2c": 0.16893419642854499, + "eval_priorArt_ndcg@50_a2i": 0.2040356976308752, + "eval_priorArt_ndcg@50_c2a": 0.035755937853879226, + "eval_priorArt_ndcg@50_c2all": 0.24279466176366457, + "eval_priorArt_ndcg@50_c2c": 0.2482303338833473, + "eval_priorArt_ndcg@50_c2i": 0.14264755302208723, + "eval_priorArt_ndcg@50_i2a": 0.0545188559338915, + "eval_priorArt_ndcg@50_i2all": 0.2537759780906338, + "eval_priorArt_ndcg@50_i2c": 0.25482510857069696, + "eval_priorArt_ndcg@50_i2i": 0.17197428641072837, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6, + "eval_priorArt_recall@100_c2a": 0.175, + "eval_priorArt_recall@100_c2all": 0.6833333333333333, + "eval_priorArt_recall@100_c2c": 0.6916666666666667, + "eval_priorArt_recall@100_c2i": 0.5041666666666667, + "eval_priorArt_recall@100_i2a": 0.2833333333333333, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.6875000000000001, + "eval_priorArt_recall@100_i2i": 0.5958333333333333, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.11666666666666665, + "eval_priorArt_recall@10_a2i": 0.18749999999999997, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.31250000000000006, + "eval_priorArt_recall@10_c2c": 0.31250000000000006, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.25, + "eval_priorArt_recall@10_i2i": 0.17916666666666667, + "eval_priorArt_recall@20_a2a": 0.5625, + "eval_priorArt_recall@20_a2all": 0.5625, + "eval_priorArt_recall@20_a2c": 0.20833333333333334, + "eval_priorArt_recall@20_a2i": 0.4041666666666667, + "eval_priorArt_recall@20_c2a": 0.03333333333333333, + "eval_priorArt_recall@20_c2all": 0.45833333333333337, + "eval_priorArt_recall@20_c2c": 0.475, + "eval_priorArt_recall@20_c2i": 0.2375, + "eval_priorArt_recall@20_i2a": 0.06666666666666667, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3958333333333333, + "eval_priorArt_recall@20_i2i": 0.3041666666666667, + "eval_priorArt_recall@50_a2a": 0.7083333333333333, + "eval_priorArt_recall@50_a2all": 0.7083333333333333, + "eval_priorArt_recall@50_a2c": 0.4791666666666667, + "eval_priorArt_recall@50_a2i": 0.5375000000000001, + "eval_priorArt_recall@50_c2a": 0.09999999999999999, + "eval_priorArt_recall@50_c2all": 0.5208333333333334, + "eval_priorArt_recall@50_c2c": 0.5333333333333334, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.13333333333333333, + "eval_priorArt_recall@50_i2all": 0.5958333333333334, + "eval_priorArt_recall@50_i2c": 0.5208333333333333, + "eval_priorArt_recall@50_i2i": 0.41666666666666663, + "eval_singularentropy_abstract": 0.32983897777176674, + "eval_singularentropy_claim": 0.40416820694211364, + "eval_singularentropy_global": 0.33353158622238643, + "eval_singularentropy_invention": 0.3835294569792626, + "eval_uniformity_abstract": -3.073512077331543, + "eval_uniformity_claim": -1.9281816482543945, + "eval_uniformity_global": -2.616962194442749, + "eval_uniformity_invention": -2.390439987182617, + "step": 875 + }, + { + "epoch": 0.16209246638423283, + "grad_norm": 0.015986790880560875, + "learning_rate": 9.883769113053039e-06, + "loss": 0.0012, + "step": 880 + }, + { + "epoch": 0.16393442622950818, + "grad_norm": 0.008032659068703651, + "learning_rate": 9.876776633264253e-06, + "loss": 0.0006, + "step": 890 + }, + { + "epoch": 0.16577638607478357, + "grad_norm": 0.007085428573191166, + "learning_rate": 9.869582537849594e-06, + "loss": 0.0009, + "step": 900 + }, + { + "epoch": 0.16761834592005895, + "grad_norm": 0.011931194923818111, + "learning_rate": 9.862187124227244e-06, + "loss": 0.001, + "step": 910 + }, + { + "epoch": 0.16946030576533433, + "grad_norm": 0.008650043979287148, + "learning_rate": 9.854590698138284e-06, + "loss": 0.0005, + "step": 920 + }, + { + "epoch": 0.17130226561060968, + "grad_norm": 0.005008697975426912, + "learning_rate": 9.846793573634044e-06, + "loss": 0.0008, + "step": 930 + }, + { + "epoch": 0.17314422545588506, + "grad_norm": 0.010316969826817513, + "learning_rate": 9.838796073063128e-06, + "loss": 0.0008, + "step": 940 + }, + { + "epoch": 0.17498618530116045, + "grad_norm": 0.03808463364839554, + "learning_rate": 9.830598527058083e-06, + "loss": 0.0005, + "step": 950 + }, + { + "epoch": 0.1768281451464358, + "grad_norm": 0.11096948385238647, + "learning_rate": 9.822201274521735e-06, + "loss": 0.0007, + "step": 960 + }, + { + "epoch": 0.17867010499171118, + "grad_norm": 0.007765874266624451, + "learning_rate": 9.813604662613168e-06, + "loss": 0.0009, + "step": 970 + }, + { + "epoch": 0.18051206483698656, + "grad_norm": 0.00501444423571229, + "learning_rate": 9.804809046733384e-06, + "loss": 0.0007, + "step": 980 + }, + { + "epoch": 0.18235402468226192, + "grad_norm": 0.0073341731913387775, + "learning_rate": 9.7958147905106e-06, + "loss": 0.0005, + "step": 990 + }, + { + "epoch": 0.1841959845275373, + "grad_norm": 0.00545383570715785, + "learning_rate": 9.786622265785221e-06, + "loss": 0.0007, + "step": 1000 + }, + { + "epoch": 0.1841959845275373, + "eval_alignment_abstract": { + "mean_alignment": 0.7989728450775146 + }, + "eval_alignment_claim": { + "mean_alignment": 0.567542552947998 + }, + "eval_alignment_global": { + "mean_alignment": 0.8885245323181152 + }, + "eval_alignment_invention": { + "mean_alignment": 0.6597501635551453 + }, + "eval_ipc_cls_abstract_accuracy_primary": 51.160000000000004, + "eval_ipc_cls_abstract_precision@1": 55.800000000000004, + "eval_ipc_cls_abstract_precision@3": 29.04, + "eval_ipc_cls_abstract_precision@5": 19.768, + "eval_ipc_cls_global_accuracy_primary": 51.160000000000004, + "eval_ipc_cls_global_precision@1": 55.800000000000004, + "eval_ipc_cls_global_precision@3": 29.04, + "eval_ipc_cls_global_precision@5": 19.768, + "eval_ipc_knn_abstract_accuracy_primary": 45.800000000000004, + "eval_ipc_knn_abstract_precision@1": 48.84, + "eval_ipc_knn_abstract_precision@3": 19.64, + "eval_ipc_knn_abstract_precision@5": 11.952, + "eval_ipc_knn_global_accuracy_primary": 45.800000000000004, + "eval_ipc_knn_global_precision@1": 48.84, + "eval_ipc_knn_global_precision@3": 19.64, + "eval_ipc_knn_global_precision@5": 11.952, + "eval_priorArt_ndcg@100_a2a": 0.3170974970326682, + "eval_priorArt_ndcg@100_a2all": 0.31582637111158907, + "eval_priorArt_ndcg@100_a2c": 0.20838619183131835, + "eval_priorArt_ndcg@100_a2i": 0.22586766103655584, + "eval_priorArt_ndcg@100_c2a": 0.057143617240533406, + "eval_priorArt_ndcg@100_c2all": 0.28856757914074355, + "eval_priorArt_ndcg@100_c2c": 0.2882593920563022, + "eval_priorArt_ndcg@100_c2i": 0.1793631702070184, + "eval_priorArt_ndcg@100_i2a": 0.08658708103575749, + "eval_priorArt_ndcg@100_i2all": 0.2784619898875698, + "eval_priorArt_ndcg@100_i2c": 0.29926186106703623, + "eval_priorArt_ndcg@100_i2i": 0.2129769808069483, + "eval_priorArt_ndcg@10_a2a": 0.20280411315405655, + "eval_priorArt_ndcg@10_a2all": 0.19323662918392295, + "eval_priorArt_ndcg@10_a2c": 0.07314208919317114, + "eval_priorArt_ndcg@10_a2i": 0.10579354164628836, + "eval_priorArt_ndcg@10_c2a": 0.01173196815056891, + "eval_priorArt_ndcg@10_c2all": 0.1965569565214773, + "eval_priorArt_ndcg@10_c2c": 0.1982031704912836, + "eval_priorArt_ndcg@10_c2i": 0.09009332478183439, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.17374341493970102, + "eval_priorArt_ndcg@10_i2c": 0.19340579357529425, + "eval_priorArt_ndcg@10_i2i": 0.10968804350913426, + "eval_priorArt_ndcg@20_a2a": 0.25126203546390163, + "eval_priorArt_ndcg@20_a2all": 0.24874304145198778, + "eval_priorArt_ndcg@20_a2c": 0.10643001285881418, + "eval_priorArt_ndcg@20_a2i": 0.16354516332926083, + "eval_priorArt_ndcg@20_c2a": 0.017255587898523782, + "eval_priorArt_ndcg@20_c2all": 0.23406382402053919, + "eval_priorArt_ndcg@20_c2c": 0.23650401974425725, + "eval_priorArt_ndcg@20_c2i": 0.10963839455135264, + "eval_priorArt_ndcg@20_i2a": 0.03707010742652775, + "eval_priorArt_ndcg@20_i2all": 0.2079466847453466, + "eval_priorArt_ndcg@20_i2c": 0.23392956275563184, + "eval_priorArt_ndcg@20_i2i": 0.14435969874537777, + "eval_priorArt_ndcg@50_a2a": 0.287536133051136, + "eval_priorArt_ndcg@50_a2all": 0.2890643502605661, + "eval_priorArt_ndcg@50_a2c": 0.174981087518837, + "eval_priorArt_ndcg@50_a2i": 0.21020533242449962, + "eval_priorArt_ndcg@50_c2a": 0.04548991701040473, + "eval_priorArt_ndcg@50_c2all": 0.25161780514940574, + "eval_priorArt_ndcg@50_c2c": 0.2542279565917689, + "eval_priorArt_ndcg@50_c2i": 0.14323048516524092, + "eval_priorArt_ndcg@50_i2a": 0.06703320621277502, + "eval_priorArt_ndcg@50_i2all": 0.2543045513448542, + "eval_priorArt_ndcg@50_i2c": 0.2663587522834893, + "eval_priorArt_ndcg@50_i2i": 0.17222969007174968, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.625, + "eval_priorArt_recall@100_c2a": 0.19166666666666665, + "eval_priorArt_recall@100_c2all": 0.7083333333333333, + "eval_priorArt_recall@100_c2c": 0.6916666666666667, + "eval_priorArt_recall@100_c2i": 0.5541666666666666, + "eval_priorArt_recall@100_i2a": 0.2833333333333333, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.6875000000000001, + "eval_priorArt_recall@100_i2i": 0.6208333333333333, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.11666666666666665, + "eval_priorArt_recall@10_a2i": 0.17083333333333334, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.3291666666666667, + "eval_priorArt_recall@10_c2c": 0.3291666666666667, + "eval_priorArt_recall@10_c2i": 0.17916666666666664, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.26666666666666666, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5625, + "eval_priorArt_recall@20_a2all": 0.5625, + "eval_priorArt_recall@20_a2c": 0.225, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.03333333333333333, + "eval_priorArt_recall@20_c2all": 0.45833333333333337, + "eval_priorArt_recall@20_c2c": 0.45833333333333337, + "eval_priorArt_recall@20_c2i": 0.2375, + "eval_priorArt_recall@20_i2a": 0.06666666666666667, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3958333333333333, + "eval_priorArt_recall@20_i2i": 0.3041666666666667, + "eval_priorArt_recall@50_a2a": 0.6916666666666667, + "eval_priorArt_recall@50_a2all": 0.7083333333333333, + "eval_priorArt_recall@50_a2c": 0.5041666666666667, + "eval_priorArt_recall@50_a2i": 0.5541666666666667, + "eval_priorArt_recall@50_c2a": 0.14166666666666666, + "eval_priorArt_recall@50_c2all": 0.5208333333333334, + "eval_priorArt_recall@50_c2c": 0.5208333333333334, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.18333333333333332, + "eval_priorArt_recall@50_i2all": 0.5958333333333334, + "eval_priorArt_recall@50_i2c": 0.5208333333333333, + "eval_priorArt_recall@50_i2i": 0.41666666666666663, + "eval_singularentropy_abstract": 0.32537797097048815, + "eval_singularentropy_claim": 0.3978099518321419, + "eval_singularentropy_global": 0.32886811405565036, + "eval_singularentropy_invention": 0.37830565399562305, + "eval_uniformity_abstract": -3.08292818069458, + "eval_uniformity_claim": -1.9583877325057983, + "eval_uniformity_global": -2.6364102363586426, + "eval_uniformity_invention": -2.4104690551757812, + "step": 1000 + }, + { + "epoch": 0.18603794437281268, + "grad_norm": 0.11187700182199478, + "learning_rate": 9.777231852594467e-06, + "loss": 0.0008, + "step": 1010 + }, + { + "epoch": 0.18787990421808803, + "grad_norm": 0.15845072269439697, + "learning_rate": 9.767643939156658e-06, + "loss": 0.0008, + "step": 1020 + }, + { + "epoch": 0.18972186406336342, + "grad_norm": 0.006690701004117727, + "learning_rate": 9.757858921855166e-06, + "loss": 0.0005, + "step": 1030 + }, + { + "epoch": 0.1915638239086388, + "grad_norm": 0.006714352406561375, + "learning_rate": 9.747877205222026e-06, + "loss": 0.0004, + "step": 1040 + }, + { + "epoch": 0.19340578375391415, + "grad_norm": 0.008759786374866962, + "learning_rate": 9.73769920192122e-06, + "loss": 0.0009, + "step": 1050 + }, + { + "epoch": 0.19524774359918953, + "grad_norm": 0.011584833264350891, + "learning_rate": 9.727325332731604e-06, + "loss": 0.0006, + "step": 1060 + }, + { + "epoch": 0.19708970344446491, + "grad_norm": 0.04837445914745331, + "learning_rate": 9.716756026529524e-06, + "loss": 0.0006, + "step": 1070 + }, + { + "epoch": 0.1989316632897403, + "grad_norm": 0.034599900245666504, + "learning_rate": 9.705991720271074e-06, + "loss": 0.0004, + "step": 1080 + }, + { + "epoch": 0.20077362313501565, + "grad_norm": 0.007874892093241215, + "learning_rate": 9.695032858974042e-06, + "loss": 0.0007, + "step": 1090 + }, + { + "epoch": 0.20261558298029103, + "grad_norm": 0.006387913133949041, + "learning_rate": 9.683879895699506e-06, + "loss": 0.0007, + "step": 1100 + }, + { + "epoch": 0.2044575428255664, + "grad_norm": 0.012966107577085495, + "learning_rate": 9.672533291533105e-06, + "loss": 0.0004, + "step": 1110 + }, + { + "epoch": 0.20629950267084177, + "grad_norm": 0.0076812636107206345, + "learning_rate": 9.660993515565979e-06, + "loss": 0.0007, + "step": 1120 + }, + { + "epoch": 0.20722048259347947, + "eval_alignment_abstract": { + "mean_alignment": 0.8140127658843994 + }, + "eval_alignment_claim": { + "mean_alignment": 0.5775724649429321 + }, + "eval_alignment_global": { + "mean_alignment": 0.8995444774627686 + }, + "eval_alignment_invention": { + "mean_alignment": 0.670034646987915 + }, + "eval_ipc_cls_abstract_accuracy_primary": 51.080000000000005, + "eval_ipc_cls_abstract_precision@1": 55.64, + "eval_ipc_cls_abstract_precision@3": 28.933333333333326, + "eval_ipc_cls_abstract_precision@5": 19.704, + "eval_ipc_cls_global_accuracy_primary": 51.080000000000005, + "eval_ipc_cls_global_precision@1": 55.64, + "eval_ipc_cls_global_precision@3": 28.933333333333326, + "eval_ipc_cls_global_precision@5": 19.704, + "eval_ipc_knn_abstract_accuracy_primary": 45.4, + "eval_ipc_knn_abstract_precision@1": 48.52, + "eval_ipc_knn_abstract_precision@3": 19.49333333333333, + "eval_ipc_knn_abstract_precision@5": 11.88, + "eval_ipc_knn_global_accuracy_primary": 45.4, + "eval_ipc_knn_global_precision@1": 48.52, + "eval_ipc_knn_global_precision@3": 19.49333333333333, + "eval_ipc_knn_global_precision@5": 11.88, + "eval_priorArt_ndcg@100_a2a": 0.3161078436012923, + "eval_priorArt_ndcg@100_a2all": 0.31527705183119986, + "eval_priorArt_ndcg@100_a2c": 0.2105897756746357, + "eval_priorArt_ndcg@100_a2i": 0.237387802506346, + "eval_priorArt_ndcg@100_c2a": 0.059973484299980374, + "eval_priorArt_ndcg@100_c2all": 0.2869344969565881, + "eval_priorArt_ndcg@100_c2c": 0.2846928714806985, + "eval_priorArt_ndcg@100_c2i": 0.17627598900995353, + "eval_priorArt_ndcg@100_i2a": 0.08268425239780472, + "eval_priorArt_ndcg@100_i2all": 0.273992575513332, + "eval_priorArt_ndcg@100_i2c": 0.2939028389906511, + "eval_priorArt_ndcg@100_i2i": 0.20747305307507485, + "eval_priorArt_ndcg@10_a2a": 0.20276975308777417, + "eval_priorArt_ndcg@10_a2all": 0.19354096824879574, + "eval_priorArt_ndcg@10_a2c": 0.0747968113873335, + "eval_priorArt_ndcg@10_a2i": 0.11299742470885694, + "eval_priorArt_ndcg@10_c2a": 0.014804095548293261, + "eval_priorArt_ndcg@10_c2all": 0.18705685428585989, + "eval_priorArt_ndcg@10_c2c": 0.19478047953245906, + "eval_priorArt_ndcg@10_c2i": 0.0730284429309682, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.17027410277647387, + "eval_priorArt_ndcg@10_i2c": 0.19231684950275402, + "eval_priorArt_ndcg@10_i2i": 0.10681777565527809, + "eval_priorArt_ndcg@20_a2a": 0.25018245521872473, + "eval_priorArt_ndcg@20_a2all": 0.2480963895932152, + "eval_priorArt_ndcg@20_a2c": 0.10784178983576169, + "eval_priorArt_ndcg@20_a2i": 0.17014866028651063, + "eval_priorArt_ndcg@20_c2a": 0.020146135761382772, + "eval_priorArt_ndcg@20_c2all": 0.2212466010560869, + "eval_priorArt_ndcg@20_c2c": 0.22699234439915167, + "eval_priorArt_ndcg@20_c2i": 0.10657914809473139, + "eval_priorArt_ndcg@20_i2a": 0.03697553133362456, + "eval_priorArt_ndcg@20_i2all": 0.20374403711648958, + "eval_priorArt_ndcg@20_i2c": 0.23271355148258538, + "eval_priorArt_ndcg@20_i2i": 0.14580100782017147, + "eval_priorArt_ndcg@50_a2a": 0.28772586803067396, + "eval_priorArt_ndcg@50_a2all": 0.284144938674184, + "eval_priorArt_ndcg@50_a2c": 0.17714036348590806, + "eval_priorArt_ndcg@50_a2i": 0.21705206589767556, + "eval_priorArt_ndcg@50_c2a": 0.05235365307199865, + "eval_priorArt_ndcg@50_c2all": 0.2500127733958323, + "eval_priorArt_ndcg@50_c2c": 0.25488808430771526, + "eval_priorArt_ndcg@50_c2i": 0.1403549708102989, + "eval_priorArt_ndcg@50_i2a": 0.06665875746885094, + "eval_priorArt_ndcg@50_i2all": 0.24439046476337753, + "eval_priorArt_ndcg@50_i2c": 0.26059326072246436, + "eval_priorArt_ndcg@50_i2i": 0.16949147961512825, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.65, + "eval_priorArt_recall@100_c2a": 0.19166666666666665, + "eval_priorArt_recall@100_c2all": 0.7083333333333333, + "eval_priorArt_recall@100_c2c": 0.6916666666666667, + "eval_priorArt_recall@100_c2i": 0.5541666666666666, + "eval_priorArt_recall@100_i2a": 0.26666666666666666, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.6708333333333334, + "eval_priorArt_recall@100_i2i": 0.6083333333333333, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.11666666666666665, + "eval_priorArt_recall@10_a2i": 0.17083333333333334, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.3041666666666667, + "eval_priorArt_recall@10_c2c": 0.3291666666666667, + "eval_priorArt_recall@10_c2i": 0.1375, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.26666666666666666, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5625, + "eval_priorArt_recall@20_a2all": 0.5625, + "eval_priorArt_recall@20_a2c": 0.225, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.03333333333333333, + "eval_priorArt_recall@20_c2all": 0.4083333333333334, + "eval_priorArt_recall@20_c2c": 0.425, + "eval_priorArt_recall@20_c2i": 0.2375, + "eval_priorArt_recall@20_i2a": 0.06666666666666667, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3958333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7, + "eval_priorArt_recall@50_a2all": 0.6916666666666667, + "eval_priorArt_recall@50_a2c": 0.5041666666666667, + "eval_priorArt_recall@50_a2i": 0.5541666666666667, + "eval_priorArt_recall@50_c2a": 0.15833333333333333, + "eval_priorArt_recall@50_c2all": 0.5208333333333334, + "eval_priorArt_recall@50_c2c": 0.5375, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.18333333333333332, + "eval_priorArt_recall@50_i2all": 0.5708333333333333, + "eval_priorArt_recall@50_i2c": 0.5041666666666667, + "eval_priorArt_recall@50_i2i": 0.41666666666666663, + "eval_singularentropy_abstract": 0.3216782826330532, + "eval_singularentropy_claim": 0.3935057338893037, + "eval_singularentropy_global": 0.3252304759468587, + "eval_singularentropy_invention": 0.3744362782994898, + "eval_uniformity_abstract": -3.0894434452056885, + "eval_uniformity_claim": -1.9723461866378784, + "eval_uniformity_global": -2.6465353965759277, + "eval_uniformity_invention": -2.419201135635376, + "step": 1125 + }, + { + "epoch": 0.20814146251611715, + "grad_norm": 0.008187680505216122, + "learning_rate": 9.649261044875371e-06, + "loss": 0.0003, + "step": 1130 + }, + { + "epoch": 0.20998342236139253, + "grad_norm": 0.024632569402456284, + "learning_rate": 9.637336364504903e-06, + "loss": 0.0006, + "step": 1140 + }, + { + "epoch": 0.21182538220666788, + "grad_norm": 0.013813748955726624, + "learning_rate": 9.625219967444536e-06, + "loss": 0.0003, + "step": 1150 + }, + { + "epoch": 0.21366734205194327, + "grad_norm": 0.01741108112037182, + "learning_rate": 9.61291235461017e-06, + "loss": 0.0003, + "step": 1160 + }, + { + "epoch": 0.21550930189721865, + "grad_norm": 0.00833036471158266, + "learning_rate": 9.600414034822953e-06, + "loss": 0.001, + "step": 1170 + }, + { + "epoch": 0.217351261742494, + "grad_norm": 0.006646502763032913, + "learning_rate": 9.587725524788229e-06, + "loss": 0.0007, + "step": 1180 + }, + { + "epoch": 0.21919322158776938, + "grad_norm": 0.009150848723948002, + "learning_rate": 9.57484734907419e-06, + "loss": 0.0003, + "step": 1190 + }, + { + "epoch": 0.22103518143304476, + "grad_norm": 0.004953073803335428, + "learning_rate": 9.56178004009018e-06, + "loss": 0.0004, + "step": 1200 + }, + { + "epoch": 0.22287714127832015, + "grad_norm": 0.007138879969716072, + "learning_rate": 9.548524138064694e-06, + "loss": 0.0004, + "step": 1210 + }, + { + "epoch": 0.2247191011235955, + "grad_norm": 0.01761290803551674, + "learning_rate": 9.535080191023028e-06, + "loss": 0.0005, + "step": 1220 + }, + { + "epoch": 0.22656106096887088, + "grad_norm": 0.007043901830911636, + "learning_rate": 9.52144875476464e-06, + "loss": 0.0006, + "step": 1230 + }, + { + "epoch": 0.22840302081414626, + "grad_norm": 0.013663400895893574, + "learning_rate": 9.50763039284016e-06, + "loss": 0.0007, + "step": 1240 + }, + { + "epoch": 0.23024498065942162, + "grad_norm": 0.007123424205929041, + "learning_rate": 9.4936256765281e-06, + "loss": 0.0004, + "step": 1250 + }, + { + "epoch": 0.23024498065942162, + "eval_alignment_abstract": { + "mean_alignment": 0.8316641449928284 + }, + "eval_alignment_claim": { + "mean_alignment": 0.5917600989341736 + }, + "eval_alignment_global": { + "mean_alignment": 0.9108633995056152 + }, + "eval_alignment_invention": { + "mean_alignment": 0.6836990118026733 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.760000000000005, + "eval_ipc_cls_abstract_precision@1": 55.32, + "eval_ipc_cls_abstract_precision@3": 28.906666666666663, + "eval_ipc_cls_abstract_precision@5": 19.567999999999998, + "eval_ipc_cls_global_accuracy_primary": 50.760000000000005, + "eval_ipc_cls_global_precision@1": 55.32, + "eval_ipc_cls_global_precision@3": 28.906666666666663, + "eval_ipc_cls_global_precision@5": 19.567999999999998, + "eval_ipc_knn_abstract_accuracy_primary": 45.12, + "eval_ipc_knn_abstract_precision@1": 48.08, + "eval_ipc_knn_abstract_precision@3": 19.41333333333333, + "eval_ipc_knn_abstract_precision@5": 11.799999999999999, + "eval_ipc_knn_global_accuracy_primary": 45.12, + "eval_ipc_knn_global_precision@1": 48.08, + "eval_ipc_knn_global_precision@3": 19.41333333333333, + "eval_ipc_knn_global_precision@5": 11.799999999999999, + "eval_priorArt_ndcg@100_a2a": 0.31679548604990426, + "eval_priorArt_ndcg@100_a2all": 0.3155994210118218, + "eval_priorArt_ndcg@100_a2c": 0.21403004806433024, + "eval_priorArt_ndcg@100_a2i": 0.23467073821072523, + "eval_priorArt_ndcg@100_c2a": 0.0691416266018073, + "eval_priorArt_ndcg@100_c2all": 0.2801807359518728, + "eval_priorArt_ndcg@100_c2c": 0.2810384853401945, + "eval_priorArt_ndcg@100_c2i": 0.17317251485956836, + "eval_priorArt_ndcg@100_i2a": 0.08302914529674374, + "eval_priorArt_ndcg@100_i2all": 0.2711299026436066, + "eval_priorArt_ndcg@100_i2c": 0.28805496979844886, + "eval_priorArt_ndcg@100_i2i": 0.20544663721872772, + "eval_priorArt_ndcg@10_a2a": 0.19807043451327022, + "eval_priorArt_ndcg@10_a2all": 0.19708009947282432, + "eval_priorArt_ndcg@10_a2c": 0.07523934672921864, + "eval_priorArt_ndcg@10_a2i": 0.10319594657209796, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.18800810768338366, + "eval_priorArt_ndcg@10_c2c": 0.1987395772944828, + "eval_priorArt_ndcg@10_c2i": 0.0798788172833795, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.16809970225237153, + "eval_priorArt_ndcg@10_i2c": 0.18553425083113165, + "eval_priorArt_ndcg@10_i2i": 0.10508809480410412, + "eval_priorArt_ndcg@20_a2a": 0.25802738165598027, + "eval_priorArt_ndcg@20_a2all": 0.2418435947347533, + "eval_priorArt_ndcg@20_a2c": 0.10950005833495724, + "eval_priorArt_ndcg@20_a2i": 0.16269715126069623, + "eval_priorArt_ndcg@20_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@20_c2all": 0.22747857548656597, + "eval_priorArt_ndcg@20_c2c": 0.23113302169604077, + "eval_priorArt_ndcg@20_c2i": 0.10415280648680951, + "eval_priorArt_ndcg@20_i2a": 0.03688852789166239, + "eval_priorArt_ndcg@20_i2all": 0.20129222124361124, + "eval_priorArt_ndcg@20_i2c": 0.23226994590447042, + "eval_priorArt_ndcg@20_i2i": 0.14350502732635637, + "eval_priorArt_ndcg@50_a2a": 0.2966721651713276, + "eval_priorArt_ndcg@50_a2all": 0.2899090195586659, + "eval_priorArt_ndcg@50_a2c": 0.18572687877929328, + "eval_priorArt_ndcg@50_a2i": 0.2107752092237268, + "eval_priorArt_ndcg@50_c2a": 0.06528715768544041, + "eval_priorArt_ndcg@50_c2all": 0.2509110571165316, + "eval_priorArt_ndcg@50_c2c": 0.2590519116828788, + "eval_priorArt_ndcg@50_c2i": 0.13741211154806288, + "eval_priorArt_ndcg@50_i2a": 0.06680185482110548, + "eval_priorArt_ndcg@50_i2all": 0.2511322510534132, + "eval_priorArt_ndcg@50_i2c": 0.25989080199329523, + "eval_priorArt_ndcg@50_i2i": 0.16310290587221224, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.65, + "eval_priorArt_recall@100_c2a": 0.19166666666666665, + "eval_priorArt_recall@100_c2all": 0.6583333333333333, + "eval_priorArt_recall@100_c2c": 0.6416666666666666, + "eval_priorArt_recall@100_c2i": 0.5541666666666666, + "eval_priorArt_recall@100_i2a": 0.26666666666666666, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.6458333333333334, + "eval_priorArt_recall@100_i2i": 0.6083333333333333, + "eval_priorArt_recall@10_a2a": 0.3916666666666667, + "eval_priorArt_recall@10_a2all": 0.3916666666666667, + "eval_priorArt_recall@10_a2c": 0.11666666666666665, + "eval_priorArt_recall@10_a2i": 0.14583333333333331, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.3041666666666667, + "eval_priorArt_recall@10_c2c": 0.3291666666666667, + "eval_priorArt_recall@10_c2i": 0.1625, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.25, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5875, + "eval_priorArt_recall@20_a2all": 0.5375, + "eval_priorArt_recall@20_a2c": 0.225, + "eval_priorArt_recall@20_a2i": 0.35416666666666663, + "eval_priorArt_recall@20_c2a": 0.016666666666666666, + "eval_priorArt_recall@20_c2all": 0.425, + "eval_priorArt_recall@20_c2c": 0.425, + "eval_priorArt_recall@20_c2i": 0.2375, + "eval_priorArt_recall@20_i2a": 0.06666666666666667, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3958333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7333333333333333, + "eval_priorArt_recall@50_a2all": 0.7166666666666666, + "eval_priorArt_recall@50_a2c": 0.5291666666666667, + "eval_priorArt_recall@50_a2i": 0.5416666666666667, + "eval_priorArt_recall@50_c2a": 0.175, + "eval_priorArt_recall@50_c2all": 0.5208333333333334, + "eval_priorArt_recall@50_c2c": 0.5375, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.18333333333333332, + "eval_priorArt_recall@50_i2all": 0.6125, + "eval_priorArt_recall@50_i2c": 0.5041666666666667, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.31782555597658746, + "eval_singularentropy_claim": 0.38814495519303616, + "eval_singularentropy_global": 0.32119422781947465, + "eval_singularentropy_invention": 0.36977607817023433, + "eval_uniformity_abstract": -3.0947327613830566, + "eval_uniformity_claim": -1.995383381843567, + "eval_uniformity_global": -2.6590211391448975, + "eval_uniformity_invention": -2.431262254714966, + "step": 1250 + }, + { + "epoch": 0.232086940504697, + "grad_norm": 0.00776262441650033, + "learning_rate": 9.47943518481123e-06, + "loss": 0.0005, + "step": 1260 + }, + { + "epoch": 0.23392890034997238, + "grad_norm": 0.028108472004532814, + "learning_rate": 9.465059504352643e-06, + "loss": 0.0004, + "step": 1270 + }, + { + "epoch": 0.23577086019524773, + "grad_norm": 0.03139244019985199, + "learning_rate": 9.450499229471501e-06, + "loss": 0.0005, + "step": 1280 + }, + { + "epoch": 0.23761282004052312, + "grad_norm": 0.0049329181201756, + "learning_rate": 9.435754962118475e-06, + "loss": 0.0004, + "step": 1290 + }, + { + "epoch": 0.2394547798857985, + "grad_norm": 0.013123974204063416, + "learning_rate": 9.420827311850836e-06, + "loss": 0.001, + "step": 1300 + }, + { + "epoch": 0.24129673973107385, + "grad_norm": 0.006013141013681889, + "learning_rate": 9.40571689580728e-06, + "loss": 0.0004, + "step": 1310 + }, + { + "epoch": 0.24313869957634923, + "grad_norm": 0.0046897828578948975, + "learning_rate": 9.390424338682397e-06, + "loss": 0.0005, + "step": 1320 + }, + { + "epoch": 0.2449806594216246, + "grad_norm": 0.003990974742919207, + "learning_rate": 9.374950272700852e-06, + "loss": 0.0003, + "step": 1330 + }, + { + "epoch": 0.2468226192669, + "grad_norm": 0.005022110417485237, + "learning_rate": 9.359295337591249e-06, + "loss": 0.0003, + "step": 1340 + }, + { + "epoch": 0.24866457911217535, + "grad_norm": 0.004396867472678423, + "learning_rate": 9.343460180559677e-06, + "loss": 0.0003, + "step": 1350 + }, + { + "epoch": 0.25050653895745073, + "grad_norm": 0.07811731845140457, + "learning_rate": 9.32744545626296e-06, + "loss": 0.0005, + "step": 1360 + }, + { + "epoch": 0.2523484988027261, + "grad_norm": 0.0044674864038825035, + "learning_rate": 9.311251826781587e-06, + "loss": 0.0004, + "step": 1370 + }, + { + "epoch": 0.25326947872536376, + "eval_alignment_abstract": { + "mean_alignment": 0.8406429290771484 + }, + "eval_alignment_claim": { + "mean_alignment": 0.5936228036880493 + }, + "eval_alignment_global": { + "mean_alignment": 0.918285071849823 + }, + "eval_alignment_invention": { + "mean_alignment": 0.6877518892288208 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.480000000000004, + "eval_ipc_cls_abstract_precision@1": 55.04, + "eval_ipc_cls_abstract_precision@3": 28.786666666666665, + "eval_ipc_cls_abstract_precision@5": 19.488, + "eval_ipc_cls_global_accuracy_primary": 50.480000000000004, + "eval_ipc_cls_global_precision@1": 55.04, + "eval_ipc_cls_global_precision@3": 28.786666666666665, + "eval_ipc_cls_global_precision@5": 19.488, + "eval_ipc_knn_abstract_accuracy_primary": 44.72, + "eval_ipc_knn_abstract_precision@1": 47.72, + "eval_ipc_knn_abstract_precision@3": 19.25333333333333, + "eval_ipc_knn_abstract_precision@5": 11.704, + "eval_ipc_knn_global_accuracy_primary": 44.72, + "eval_ipc_knn_global_precision@1": 47.72, + "eval_ipc_knn_global_precision@3": 19.25333333333333, + "eval_ipc_knn_global_precision@5": 11.704, + "eval_priorArt_ndcg@100_a2a": 0.31639792794028526, + "eval_priorArt_ndcg@100_a2all": 0.3152610772629958, + "eval_priorArt_ndcg@100_a2c": 0.2129582149458515, + "eval_priorArt_ndcg@100_a2i": 0.23805380169156284, + "eval_priorArt_ndcg@100_c2a": 0.06793628158979671, + "eval_priorArt_ndcg@100_c2all": 0.2804218103316949, + "eval_priorArt_ndcg@100_c2c": 0.2806984054435909, + "eval_priorArt_ndcg@100_c2i": 0.16024470374192237, + "eval_priorArt_ndcg@100_i2a": 0.08121255717342116, + "eval_priorArt_ndcg@100_i2all": 0.2687973689986116, + "eval_priorArt_ndcg@100_i2c": 0.27238639542813237, + "eval_priorArt_ndcg@100_i2i": 0.20332564272188058, + "eval_priorArt_ndcg@10_a2a": 0.19807043451327022, + "eval_priorArt_ndcg@10_a2all": 0.19708009947282432, + "eval_priorArt_ndcg@10_a2c": 0.07523934672921864, + "eval_priorArt_ndcg@10_a2i": 0.10319594657209796, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1881860259533506, + "eval_priorArt_ndcg@10_c2c": 0.1985405520439388, + "eval_priorArt_ndcg@10_c2i": 0.07995453212548861, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.1667870150987587, + "eval_priorArt_ndcg@10_i2c": 0.1779532738441363, + "eval_priorArt_ndcg@10_i2i": 0.10394440211536968, + "eval_priorArt_ndcg@20_a2a": 0.258006056741858, + "eval_priorArt_ndcg@20_a2all": 0.2419137374561328, + "eval_priorArt_ndcg@20_a2c": 0.11436834308983486, + "eval_priorArt_ndcg@20_a2i": 0.151580504740973, + "eval_priorArt_ndcg@20_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@20_c2all": 0.2277284974418318, + "eval_priorArt_ndcg@20_c2c": 0.23089164973575366, + "eval_priorArt_ndcg@20_c2i": 0.10414151788695647, + "eval_priorArt_ndcg@20_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@20_i2all": 0.1993331608050854, + "eval_priorArt_ndcg@20_i2c": 0.21021759827809502, + "eval_priorArt_ndcg@20_i2i": 0.13658596754870703, + "eval_priorArt_ndcg@50_a2a": 0.29636908689749775, + "eval_priorArt_ndcg@50_a2all": 0.28962456854510754, + "eval_priorArt_ndcg@50_a2c": 0.1795281130735696, + "eval_priorArt_ndcg@50_a2i": 0.21069014637900704, + "eval_priorArt_ndcg@50_c2a": 0.06026339101276575, + "eval_priorArt_ndcg@50_c2all": 0.2509944255108655, + "eval_priorArt_ndcg@50_c2c": 0.26415744059670754, + "eval_priorArt_ndcg@50_c2i": 0.13713278025666042, + "eval_priorArt_ndcg@50_i2a": 0.05220728630237772, + "eval_priorArt_ndcg@50_i2all": 0.24882709115246993, + "eval_priorArt_ndcg@50_i2c": 0.24428219295031628, + "eval_priorArt_ndcg@50_i2i": 0.1613721047213921, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6666666666666667, + "eval_priorArt_recall@100_c2a": 0.19166666666666665, + "eval_priorArt_recall@100_c2all": 0.6583333333333333, + "eval_priorArt_recall@100_c2c": 0.6416666666666666, + "eval_priorArt_recall@100_c2i": 0.47916666666666663, + "eval_priorArt_recall@100_i2a": 0.26666666666666666, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.6458333333333334, + "eval_priorArt_recall@100_i2i": 0.6083333333333333, + "eval_priorArt_recall@10_a2a": 0.3916666666666667, + "eval_priorArt_recall@10_a2all": 0.3916666666666667, + "eval_priorArt_recall@10_a2c": 0.11666666666666665, + "eval_priorArt_recall@10_a2i": 0.14583333333333331, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.3041666666666667, + "eval_priorArt_recall@10_c2c": 0.3291666666666667, + "eval_priorArt_recall@10_c2i": 0.1625, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.26666666666666666, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5875, + "eval_priorArt_recall@20_a2all": 0.5375, + "eval_priorArt_recall@20_a2c": 0.24166666666666664, + "eval_priorArt_recall@20_a2i": 0.30416666666666664, + "eval_priorArt_recall@20_c2a": 0.016666666666666666, + "eval_priorArt_recall@20_c2all": 0.425, + "eval_priorArt_recall@20_c2c": 0.425, + "eval_priorArt_recall@20_c2i": 0.2375, + "eval_priorArt_recall@20_i2a": 0.05, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3, + "eval_priorArt_recall@50_a2a": 0.7333333333333333, + "eval_priorArt_recall@50_a2all": 0.7166666666666666, + "eval_priorArt_recall@50_a2c": 0.5041666666666667, + "eval_priorArt_recall@50_a2i": 0.5416666666666667, + "eval_priorArt_recall@50_c2a": 0.15833333333333333, + "eval_priorArt_recall@50_c2all": 0.5208333333333334, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.125, + "eval_priorArt_recall@50_i2all": 0.6125, + "eval_priorArt_recall@50_i2c": 0.5041666666666667, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3166296649027709, + "eval_singularentropy_claim": 0.3878819014164103, + "eval_singularentropy_global": 0.32036990186663417, + "eval_singularentropy_invention": 0.3688627579891671, + "eval_uniformity_abstract": -3.0929832458496094, + "eval_uniformity_claim": -1.9813178777694702, + "eval_uniformity_global": -2.6503851413726807, + "eval_uniformity_invention": -2.4197468757629395, + "step": 1375 + }, + { + "epoch": 0.2541904586480015, + "grad_norm": 0.0037673055194318295, + "learning_rate": 9.294879961592343e-06, + "loss": 0.0003, + "step": 1380 + }, + { + "epoch": 0.25603241849327685, + "grad_norm": 0.08006953448057175, + "learning_rate": 9.278330537540631e-06, + "loss": 0.0004, + "step": 1390 + }, + { + "epoch": 0.2578743783385522, + "grad_norm": 0.004243559669703245, + "learning_rate": 9.261604238812492e-06, + "loss": 0.0003, + "step": 1400 + }, + { + "epoch": 0.2597163381838276, + "grad_norm": 0.0036308327689766884, + "learning_rate": 9.244701756906313e-06, + "loss": 0.0003, + "step": 1410 + }, + { + "epoch": 0.26155829802910296, + "grad_norm": 0.004197478760033846, + "learning_rate": 9.227623790604248e-06, + "loss": 0.0003, + "step": 1420 + }, + { + "epoch": 0.2634002578743783, + "grad_norm": 0.0028885232750326395, + "learning_rate": 9.210371045943318e-06, + "loss": 0.0003, + "step": 1430 + }, + { + "epoch": 0.26524221771965373, + "grad_norm": 0.002892896067351103, + "learning_rate": 9.192944236186237e-06, + "loss": 0.0009, + "step": 1440 + }, + { + "epoch": 0.2670841775649291, + "grad_norm": 0.032664474099874496, + "learning_rate": 9.175344081791906e-06, + "loss": 0.0008, + "step": 1450 + }, + { + "epoch": 0.26892613741020444, + "grad_norm": 0.007610515225678682, + "learning_rate": 9.157571310385644e-06, + "loss": 0.0003, + "step": 1460 + }, + { + "epoch": 0.27076809725547984, + "grad_norm": 0.003870542161166668, + "learning_rate": 9.139626656729099e-06, + "loss": 0.0004, + "step": 1470 + }, + { + "epoch": 0.2726100571007552, + "grad_norm": 0.007231815252453089, + "learning_rate": 9.121510862689868e-06, + "loss": 0.0008, + "step": 1480 + }, + { + "epoch": 0.27445201694603055, + "grad_norm": 0.2334667593240738, + "learning_rate": 9.103224677210841e-06, + "loss": 0.0008, + "step": 1490 + }, + { + "epoch": 0.27629397679130596, + "grad_norm": 0.006540215108543634, + "learning_rate": 9.084768856279212e-06, + "loss": 0.0003, + "step": 1500 + }, + { + "epoch": 0.27629397679130596, + "eval_alignment_abstract": { + "mean_alignment": 0.8513660430908203 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6011577844619751 + }, + "eval_alignment_global": { + "mean_alignment": 0.9294100403785706 + }, + "eval_alignment_invention": { + "mean_alignment": 0.6959805488586426 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.4, + "eval_ipc_cls_abstract_precision@1": 54.92, + "eval_ipc_cls_abstract_precision@3": 28.69333333333334, + "eval_ipc_cls_abstract_precision@5": 19.400000000000002, + "eval_ipc_cls_global_accuracy_primary": 50.4, + "eval_ipc_cls_global_precision@1": 54.92, + "eval_ipc_cls_global_precision@3": 28.69333333333334, + "eval_ipc_cls_global_precision@5": 19.400000000000002, + "eval_ipc_knn_abstract_accuracy_primary": 44.4, + "eval_ipc_knn_abstract_precision@1": 47.4, + "eval_ipc_knn_abstract_precision@3": 19.173333333333336, + "eval_ipc_knn_abstract_precision@5": 11.655999999999999, + "eval_ipc_knn_global_accuracy_primary": 44.4, + "eval_ipc_knn_global_precision@1": 47.4, + "eval_ipc_knn_global_precision@3": 19.173333333333336, + "eval_ipc_knn_global_precision@5": 11.655999999999999, + "eval_priorArt_ndcg@100_a2a": 0.3129257216903346, + "eval_priorArt_ndcg@100_a2all": 0.3165531099200925, + "eval_priorArt_ndcg@100_a2c": 0.21214098356514413, + "eval_priorArt_ndcg@100_a2i": 0.24000710952244084, + "eval_priorArt_ndcg@100_c2a": 0.06339399025820178, + "eval_priorArt_ndcg@100_c2all": 0.26825816234364896, + "eval_priorArt_ndcg@100_c2c": 0.2683444693098118, + "eval_priorArt_ndcg@100_c2i": 0.1694850313653558, + "eval_priorArt_ndcg@100_i2a": 0.08050983777961661, + "eval_priorArt_ndcg@100_i2all": 0.2664648306897409, + "eval_priorArt_ndcg@100_i2c": 0.2699584768512081, + "eval_priorArt_ndcg@100_i2i": 0.19927647158104866, + "eval_priorArt_ndcg@10_a2a": 0.20459481473156452, + "eval_priorArt_ndcg@10_a2all": 0.1957328503923621, + "eval_priorArt_ndcg@10_a2c": 0.07546012069110357, + "eval_priorArt_ndcg@10_a2i": 0.1029151966007289, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1762237362056597, + "eval_priorArt_ndcg@10_c2c": 0.1865025474541388, + "eval_priorArt_ndcg@10_c2i": 0.08898119337810921, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.16528448958112454, + "eval_priorArt_ndcg@10_i2c": 0.17632667301859478, + "eval_priorArt_ndcg@10_i2i": 0.10446864570157988, + "eval_priorArt_ndcg@20_a2a": 0.24445488855698017, + "eval_priorArt_ndcg@20_a2all": 0.23677055353229398, + "eval_priorArt_ndcg@20_a2c": 0.10844606691579291, + "eval_priorArt_ndcg@20_a2i": 0.14329707278354592, + "eval_priorArt_ndcg@20_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@20_c2all": 0.21552896066824237, + "eval_priorArt_ndcg@20_c2c": 0.2185703212096728, + "eval_priorArt_ndcg@20_c2i": 0.11293572951411217, + "eval_priorArt_ndcg@20_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@20_i2all": 0.19044257833514588, + "eval_priorArt_ndcg@20_i2c": 0.20788949103143067, + "eval_priorArt_ndcg@20_i2i": 0.14223770134343097, + "eval_priorArt_ndcg@50_a2a": 0.2889275865482775, + "eval_priorArt_ndcg@50_a2all": 0.2875343304421597, + "eval_priorArt_ndcg@50_a2c": 0.17886720851894516, + "eval_priorArt_ndcg@50_a2i": 0.20495483318518065, + "eval_priorArt_ndcg@50_c2a": 0.05028672489502284, + "eval_priorArt_ndcg@50_c2all": 0.23478466681659485, + "eval_priorArt_ndcg@50_c2c": 0.24649597629820663, + "eval_priorArt_ndcg@50_c2i": 0.14650616286949414, + "eval_priorArt_ndcg@50_i2a": 0.052080775978263626, + "eval_priorArt_ndcg@50_i2all": 0.24648097571078903, + "eval_priorArt_ndcg@50_i2c": 0.24188098135410518, + "eval_priorArt_ndcg@50_i2i": 0.16191221080311263, + "eval_priorArt_recall@100_a2a": 0.8083333333333333, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6833333333333333, + "eval_priorArt_recall@100_c2a": 0.175, + "eval_priorArt_recall@100_c2all": 0.6583333333333333, + "eval_priorArt_recall@100_c2c": 0.6416666666666666, + "eval_priorArt_recall@100_c2i": 0.47916666666666663, + "eval_priorArt_recall@100_i2a": 0.26666666666666666, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.6458333333333334, + "eval_priorArt_recall@100_i2i": 0.5833333333333333, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.11666666666666665, + "eval_priorArt_recall@10_a2i": 0.14583333333333331, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.3041666666666667, + "eval_priorArt_recall@10_c2c": 0.3291666666666667, + "eval_priorArt_recall@10_c2i": 0.1625, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.26666666666666666, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5375, + "eval_priorArt_recall@20_a2all": 0.5125, + "eval_priorArt_recall@20_a2c": 0.225, + "eval_priorArt_recall@20_a2i": 0.2791666666666667, + "eval_priorArt_recall@20_c2a": 0.016666666666666666, + "eval_priorArt_recall@20_c2all": 0.425, + "eval_priorArt_recall@20_c2c": 0.425, + "eval_priorArt_recall@20_c2i": 0.2375, + "eval_priorArt_recall@20_i2a": 0.05, + "eval_priorArt_recall@20_i2all": 0.3791666666666667, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7041666666666666, + "eval_priorArt_recall@50_a2c": 0.5041666666666667, + "eval_priorArt_recall@50_a2i": 0.525, + "eval_priorArt_recall@50_c2a": 0.11666666666666667, + "eval_priorArt_recall@50_c2all": 0.5041666666666667, + "eval_priorArt_recall@50_c2c": 0.5375, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.125, + "eval_priorArt_recall@50_i2all": 0.6125, + "eval_priorArt_recall@50_i2c": 0.5041666666666667, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.31612672769512007, + "eval_singularentropy_claim": 0.3860539208247227, + "eval_singularentropy_global": 0.31938349803747745, + "eval_singularentropy_invention": 0.367772169311299, + "eval_uniformity_abstract": -3.0932533740997314, + "eval_uniformity_claim": -1.9901883602142334, + "eval_uniformity_global": -2.6590378284454346, + "eval_uniformity_invention": -2.4263837337493896, + "step": 1500 + }, + { + "epoch": 0.2781359366365813, + "grad_norm": 0.004281407687813044, + "learning_rate": 9.066144162895259e-06, + "loss": 0.0012, + "step": 1510 + }, + { + "epoch": 0.27997789648185667, + "grad_norm": 0.0034163566306233406, + "learning_rate": 9.04735136704077e-06, + "loss": 0.0009, + "step": 1520 + }, + { + "epoch": 0.2818198563271321, + "grad_norm": 0.00447881268337369, + "learning_rate": 9.028391245647232e-06, + "loss": 0.0003, + "step": 1530 + }, + { + "epoch": 0.28366181617240743, + "grad_norm": 0.004002731293439865, + "learning_rate": 9.009264582563691e-06, + "loss": 0.001, + "step": 1540 + }, + { + "epoch": 0.28550377601768284, + "grad_norm": 0.0055146124213933945, + "learning_rate": 8.989972168524368e-06, + "loss": 0.0007, + "step": 1550 + }, + { + "epoch": 0.2873457358629582, + "grad_norm": 0.003957095555961132, + "learning_rate": 8.97051480111595e-06, + "loss": 0.0002, + "step": 1560 + }, + { + "epoch": 0.28918769570823355, + "grad_norm": 0.006022744812071323, + "learning_rate": 8.950893284744628e-06, + "loss": 0.0003, + "step": 1570 + }, + { + "epoch": 0.29102965555350896, + "grad_norm": 0.011217271909117699, + "learning_rate": 8.931108430602834e-06, + "loss": 0.0008, + "step": 1580 + }, + { + "epoch": 0.2928716153987843, + "grad_norm": 0.004308633040636778, + "learning_rate": 8.911161056635711e-06, + "loss": 0.0006, + "step": 1590 + }, + { + "epoch": 0.29471357524405967, + "grad_norm": 0.006736104842275381, + "learning_rate": 8.891051987507288e-06, + "loss": 0.0002, + "step": 1600 + }, + { + "epoch": 0.2965555350893351, + "grad_norm": 0.13336576521396637, + "learning_rate": 8.8707820545664e-06, + "loss": 0.0003, + "step": 1610 + }, + { + "epoch": 0.29839749493461043, + "grad_norm": 0.06240663304924965, + "learning_rate": 8.85035209581231e-06, + "loss": 0.0003, + "step": 1620 + }, + { + "epoch": 0.2993184748572481, + "eval_alignment_abstract": { + "mean_alignment": 0.8622000217437744 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6103088855743408 + }, + "eval_alignment_global": { + "mean_alignment": 0.9349515438079834 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7040549516677856 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.160000000000004, + "eval_ipc_cls_abstract_precision@1": 54.76, + "eval_ipc_cls_abstract_precision@3": 28.61333333333333, + "eval_ipc_cls_abstract_precision@5": 19.432, + "eval_ipc_cls_global_accuracy_primary": 50.160000000000004, + "eval_ipc_cls_global_precision@1": 54.76, + "eval_ipc_cls_global_precision@3": 28.61333333333333, + "eval_ipc_cls_global_precision@5": 19.432, + "eval_ipc_knn_abstract_accuracy_primary": 44.84, + "eval_ipc_knn_abstract_precision@1": 47.64, + "eval_ipc_knn_abstract_precision@3": 19.32, + "eval_ipc_knn_abstract_precision@5": 11.744, + "eval_ipc_knn_global_accuracy_primary": 44.84, + "eval_ipc_knn_global_precision@1": 47.64, + "eval_ipc_knn_global_precision@3": 19.32, + "eval_ipc_knn_global_precision@5": 11.744, + "eval_priorArt_ndcg@100_a2a": 0.3144598706101225, + "eval_priorArt_ndcg@100_a2all": 0.3172930689863702, + "eval_priorArt_ndcg@100_a2c": 0.21602713442290072, + "eval_priorArt_ndcg@100_a2i": 0.24124454138087698, + "eval_priorArt_ndcg@100_c2a": 0.0636410253130313, + "eval_priorArt_ndcg@100_c2all": 0.27042318786567066, + "eval_priorArt_ndcg@100_c2c": 0.27081396912741323, + "eval_priorArt_ndcg@100_c2i": 0.16792631766276386, + "eval_priorArt_ndcg@100_i2a": 0.08118541729776095, + "eval_priorArt_ndcg@100_i2all": 0.26469073517442826, + "eval_priorArt_ndcg@100_i2c": 0.26962341890799735, + "eval_priorArt_ndcg@100_i2i": 0.19860336673903625, + "eval_priorArt_ndcg@10_a2a": 0.20019127664104386, + "eval_priorArt_ndcg@10_a2all": 0.1903389772613956, + "eval_priorArt_ndcg@10_a2c": 0.0768270975204185, + "eval_priorArt_ndcg@10_a2i": 0.09707211172666312, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1779679692653478, + "eval_priorArt_ndcg@10_c2c": 0.1794605310167336, + "eval_priorArt_ndcg@10_c2i": 0.09229938120558054, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.16394490855807842, + "eval_priorArt_ndcg@10_i2c": 0.17598797388743959, + "eval_priorArt_ndcg@10_i2i": 0.10392084600301912, + "eval_priorArt_ndcg@20_a2a": 0.24177232772307117, + "eval_priorArt_ndcg@20_a2all": 0.23325271811452555, + "eval_priorArt_ndcg@20_a2c": 0.1108306284469501, + "eval_priorArt_ndcg@20_a2i": 0.15121610313702608, + "eval_priorArt_ndcg@20_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@20_c2all": 0.22845616211931166, + "eval_priorArt_ndcg@20_c2c": 0.231746795346782, + "eval_priorArt_ndcg@20_c2i": 0.1036667903816548, + "eval_priorArt_ndcg@20_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@20_i2all": 0.18910299731209976, + "eval_priorArt_ndcg@20_i2c": 0.2070383458353084, + "eval_priorArt_ndcg@20_i2i": 0.14186285805277948, + "eval_priorArt_ndcg@50_a2a": 0.29479671434780924, + "eval_priorArt_ndcg@50_a2all": 0.2924954168091419, + "eval_priorArt_ndcg@50_a2c": 0.19138080501764743, + "eval_priorArt_ndcg@50_a2i": 0.20616690102173396, + "eval_priorArt_ndcg@50_c2a": 0.06002665882121962, + "eval_priorArt_ndcg@50_c2all": 0.23664421318271697, + "eval_priorArt_ndcg@50_c2c": 0.25408843689883753, + "eval_priorArt_ndcg@50_c2i": 0.1497149262643556, + "eval_priorArt_ndcg@50_i2a": 0.052289542323482284, + "eval_priorArt_ndcg@50_i2all": 0.23421283939345616, + "eval_priorArt_ndcg@50_i2c": 0.23503964418109463, + "eval_priorArt_ndcg@50_i2i": 0.16153736751246112, + "eval_priorArt_recall@100_a2a": 0.8083333333333333, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6833333333333333, + "eval_priorArt_recall@100_c2a": 0.175, + "eval_priorArt_recall@100_c2all": 0.6583333333333333, + "eval_priorArt_recall@100_c2c": 0.6416666666666666, + "eval_priorArt_recall@100_c2i": 0.4541666666666666, + "eval_priorArt_recall@100_i2a": 0.26666666666666666, + "eval_priorArt_recall@100_i2all": 0.7041666666666668, + "eval_priorArt_recall@100_i2c": 0.6541666666666667, + "eval_priorArt_recall@100_i2i": 0.5833333333333333, + "eval_priorArt_recall@10_a2a": 0.38750000000000007, + "eval_priorArt_recall@10_a2all": 0.36250000000000004, + "eval_priorArt_recall@10_a2c": 0.11666666666666665, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.3041666666666667, + "eval_priorArt_recall@10_c2c": 0.3041666666666667, + "eval_priorArt_recall@10_c2i": 0.1625, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.26666666666666666, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5125, + "eval_priorArt_recall@20_a2all": 0.4875, + "eval_priorArt_recall@20_a2c": 0.225, + "eval_priorArt_recall@20_a2i": 0.30416666666666664, + "eval_priorArt_recall@20_c2a": 0.016666666666666666, + "eval_priorArt_recall@20_c2all": 0.475, + "eval_priorArt_recall@20_c2c": 0.475, + "eval_priorArt_recall@20_c2i": 0.19583333333333333, + "eval_priorArt_recall@20_i2a": 0.05, + "eval_priorArt_recall@20_i2all": 0.3791666666666667, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7208333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.525, + "eval_priorArt_recall@50_c2a": 0.15833333333333333, + "eval_priorArt_recall@50_c2all": 0.5041666666666667, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.125, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.47916666666666663, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.31442848234475806, + "eval_singularentropy_claim": 0.38299461339381846, + "eval_singularentropy_global": 0.317786870558295, + "eval_singularentropy_invention": 0.36644011352358274, + "eval_uniformity_abstract": -3.1019551753997803, + "eval_uniformity_claim": -2.0098228454589844, + "eval_uniformity_global": -2.668058395385742, + "eval_uniformity_invention": -2.4334287643432617, + "step": 1625 + }, + { + "epoch": 0.3002394547798858, + "grad_norm": 0.004578591790050268, + "learning_rate": 8.829762955860061e-06, + "loss": 0.0004, + "step": 1630 + }, + { + "epoch": 0.3020814146251612, + "grad_norm": 0.00338447792455554, + "learning_rate": 8.809015485905565e-06, + "loss": 0.0003, + "step": 1640 + }, + { + "epoch": 0.30392337447043655, + "grad_norm": 0.002679108874872327, + "learning_rate": 8.788110543690415e-06, + "loss": 0.0002, + "step": 1650 + }, + { + "epoch": 0.3057653343157119, + "grad_norm": 0.06584904342889786, + "learning_rate": 8.767048993466413e-06, + "loss": 0.0003, + "step": 1660 + }, + { + "epoch": 0.3076072941609873, + "grad_norm": 0.04672503098845482, + "learning_rate": 8.745831705959854e-06, + "loss": 0.0004, + "step": 1670 + }, + { + "epoch": 0.30944925400626266, + "grad_norm": 0.004854481667280197, + "learning_rate": 8.724459558335512e-06, + "loss": 0.0003, + "step": 1680 + }, + { + "epoch": 0.311291213851538, + "grad_norm": 0.004200099501758814, + "learning_rate": 8.702933434160394e-06, + "loss": 0.0008, + "step": 1690 + }, + { + "epoch": 0.3131331736968134, + "grad_norm": 0.0041999309323728085, + "learning_rate": 8.681254223367201e-06, + "loss": 0.0005, + "step": 1700 + }, + { + "epoch": 0.3149751335420888, + "grad_norm": 0.0027222121134400368, + "learning_rate": 8.659422822217537e-06, + "loss": 0.0007, + "step": 1710 + }, + { + "epoch": 0.31681709338736413, + "grad_norm": 0.07526164501905441, + "learning_rate": 8.637440133264858e-06, + "loss": 0.0004, + "step": 1720 + }, + { + "epoch": 0.31865905323263954, + "grad_norm": 0.008450007997453213, + "learning_rate": 8.61530706531716e-06, + "loss": 0.0003, + "step": 1730 + }, + { + "epoch": 0.3205010130779149, + "grad_norm": 0.004357011057436466, + "learning_rate": 8.593024533399403e-06, + "loss": 0.0005, + "step": 1740 + }, + { + "epoch": 0.32234297292319025, + "grad_norm": 0.002969801891595125, + "learning_rate": 8.570593458715683e-06, + "loss": 0.0004, + "step": 1750 + }, + { + "epoch": 0.32234297292319025, + "eval_alignment_abstract": { + "mean_alignment": 0.8357446789741516 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6346178650856018 + }, + "eval_alignment_global": { + "mean_alignment": 0.9091535806655884 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7068139910697937 + }, + "eval_ipc_cls_abstract_accuracy_primary": 51.28, + "eval_ipc_cls_abstract_precision@1": 56.120000000000005, + "eval_ipc_cls_abstract_precision@3": 28.85333333333333, + "eval_ipc_cls_abstract_precision@5": 19.648, + "eval_ipc_cls_global_accuracy_primary": 51.28, + "eval_ipc_cls_global_precision@1": 56.120000000000005, + "eval_ipc_cls_global_precision@3": 28.85333333333333, + "eval_ipc_cls_global_precision@5": 19.648, + "eval_ipc_knn_abstract_accuracy_primary": 46.64, + "eval_ipc_knn_abstract_precision@1": 49.96, + "eval_ipc_knn_abstract_precision@3": 20.24, + "eval_ipc_knn_abstract_precision@5": 12.296, + "eval_ipc_knn_global_accuracy_primary": 46.64, + "eval_ipc_knn_global_precision@1": 49.96, + "eval_ipc_knn_global_precision@3": 20.24, + "eval_ipc_knn_global_precision@5": 12.296, + "eval_priorArt_ndcg@100_a2a": 0.33411920566838627, + "eval_priorArt_ndcg@100_a2all": 0.3316691912159797, + "eval_priorArt_ndcg@100_a2c": 0.21226962386292175, + "eval_priorArt_ndcg@100_a2i": 0.23637347197379405, + "eval_priorArt_ndcg@100_c2a": 0.09746508711718786, + "eval_priorArt_ndcg@100_c2all": 0.27286667793509967, + "eval_priorArt_ndcg@100_c2c": 0.27756395496489955, + "eval_priorArt_ndcg@100_c2i": 0.17177727038283605, + "eval_priorArt_ndcg@100_i2a": 0.11421677260890986, + "eval_priorArt_ndcg@100_i2all": 0.2626285249657534, + "eval_priorArt_ndcg@100_i2c": 0.26928859733003757, + "eval_priorArt_ndcg@100_i2i": 0.20429351133785123, + "eval_priorArt_ndcg@10_a2a": 0.2288682380369531, + "eval_priorArt_ndcg@10_a2all": 0.21820658281564365, + "eval_priorArt_ndcg@10_a2c": 0.09723678339613337, + "eval_priorArt_ndcg@10_a2i": 0.10118427034585961, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.16719652940672022, + "eval_priorArt_ndcg@10_c2c": 0.1863897488208583, + "eval_priorArt_ndcg@10_c2i": 0.08197122446645867, + "eval_priorArt_ndcg@10_i2a": 0.04165185500360026, + "eval_priorArt_ndcg@10_i2all": 0.16958716562552517, + "eval_priorArt_ndcg@10_i2c": 0.17371337776602827, + "eval_priorArt_ndcg@10_i2i": 0.10311585244543983, + "eval_priorArt_ndcg@20_a2a": 0.2615237942082597, + "eval_priorArt_ndcg@20_a2all": 0.24686085707115302, + "eval_priorArt_ndcg@20_a2c": 0.1312631465643092, + "eval_priorArt_ndcg@20_a2i": 0.16201974380660905, + "eval_priorArt_ndcg@20_c2a": 0.03475896403147395, + "eval_priorArt_ndcg@20_c2all": 0.22884162803394398, + "eval_priorArt_ndcg@20_c2c": 0.23310739373726044, + "eval_priorArt_ndcg@20_c2i": 0.0986643526057661, + "eval_priorArt_ndcg@20_i2a": 0.052821363394952824, + "eval_priorArt_ndcg@20_i2all": 0.1972768425077548, + "eval_priorArt_ndcg@20_i2c": 0.2094586318455396, + "eval_priorArt_ndcg@20_i2i": 0.14213830733040753, + "eval_priorArt_ndcg@50_a2a": 0.31079631910806765, + "eval_priorArt_ndcg@50_a2all": 0.3063997033963105, + "eval_priorArt_ndcg@50_a2c": 0.18703713304796016, + "eval_priorArt_ndcg@50_a2i": 0.2112474082869739, + "eval_priorArt_ndcg@50_c2a": 0.08285428345389044, + "eval_priorArt_ndcg@50_c2all": 0.24747590964215402, + "eval_priorArt_ndcg@50_c2c": 0.2608691696997961, + "eval_priorArt_ndcg@50_c2i": 0.14076546533515286, + "eval_priorArt_ndcg@50_i2a": 0.08609994309240582, + "eval_priorArt_ndcg@50_i2all": 0.23050464277456362, + "eval_priorArt_ndcg@50_i2c": 0.24723782166369843, + "eval_priorArt_ndcg@50_i2i": 0.16183909006053165, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.65, + "eval_priorArt_recall@100_c2a": 0.3041666666666667, + "eval_priorArt_recall@100_c2all": 0.6625, + "eval_priorArt_recall@100_c2c": 0.6583333333333333, + "eval_priorArt_recall@100_c2i": 0.5291666666666666, + "eval_priorArt_recall@100_i2a": 0.375, + "eval_priorArt_recall@100_i2all": 0.6875000000000001, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.6083333333333333, + "eval_priorArt_recall@10_a2a": 0.4208333333333334, + "eval_priorArt_recall@10_a2all": 0.39583333333333337, + "eval_priorArt_recall@10_a2c": 0.20833333333333331, + "eval_priorArt_recall@10_a2i": 0.14583333333333331, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.27083333333333337, + "eval_priorArt_recall@10_c2c": 0.32083333333333336, + "eval_priorArt_recall@10_c2i": 0.1625, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.3166666666666667, + "eval_priorArt_recall@10_i2c": 0.2625, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5375, + "eval_priorArt_recall@20_a2all": 0.4875, + "eval_priorArt_recall@20_a2c": 0.32499999999999996, + "eval_priorArt_recall@20_a2i": 0.35416666666666663, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.475, + "eval_priorArt_recall@20_c2c": 0.475, + "eval_priorArt_recall@20_c2i": 0.2125, + "eval_priorArt_recall@20_i2a": 0.09999999999999999, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7208333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5375, + "eval_priorArt_recall@50_c2a": 0.22916666666666666, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5791666666666666, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.225, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.5208333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.31840954266373245, + "eval_singularentropy_claim": 0.37523238349935994, + "eval_singularentropy_global": 0.31927987695635146, + "eval_singularentropy_invention": 0.36696072503154126, + "eval_uniformity_abstract": -3.080179452896118, + "eval_uniformity_claim": -2.1073360443115234, + "eval_uniformity_global": -2.692031145095825, + "eval_uniformity_invention": -2.464261531829834, + "step": 1750 + }, + { + "epoch": 0.32418493276846566, + "grad_norm": 0.008579733781516552, + "learning_rate": 8.548014768611154e-06, + "loss": 0.0003, + "step": 1760 + }, + { + "epoch": 0.326026892613741, + "grad_norm": 0.05227883905172348, + "learning_rate": 8.525289396533678e-06, + "loss": 0.0003, + "step": 1770 + }, + { + "epoch": 0.32786885245901637, + "grad_norm": 0.005130525678396225, + "learning_rate": 8.502418281995245e-06, + "loss": 0.0002, + "step": 1780 + }, + { + "epoch": 0.3297108123042918, + "grad_norm": 0.005981923546642065, + "learning_rate": 8.479402370533127e-06, + "loss": 0.0005, + "step": 1790 + }, + { + "epoch": 0.33155277214956713, + "grad_norm": 0.0035810854751616716, + "learning_rate": 8.456242613670788e-06, + "loss": 0.0005, + "step": 1800 + }, + { + "epoch": 0.3333947319948425, + "grad_norm": 0.1086144894361496, + "learning_rate": 8.432939968878545e-06, + "loss": 0.0005, + "step": 1810 + }, + { + "epoch": 0.3352366918401179, + "grad_norm": 0.0022622724063694477, + "learning_rate": 8.409495399533989e-06, + "loss": 0.0002, + "step": 1820 + }, + { + "epoch": 0.33707865168539325, + "grad_norm": 0.002271204022690654, + "learning_rate": 8.38590987488215e-06, + "loss": 0.0002, + "step": 1830 + }, + { + "epoch": 0.33892061153066866, + "grad_norm": 0.002847225172445178, + "learning_rate": 8.36218436999543e-06, + "loss": 0.0002, + "step": 1840 + }, + { + "epoch": 0.340762571375944, + "grad_norm": 0.003028955776244402, + "learning_rate": 8.338319865733298e-06, + "loss": 0.0005, + "step": 1850 + }, + { + "epoch": 0.34260453122121937, + "grad_norm": 0.006072906777262688, + "learning_rate": 8.314317348701724e-06, + "loss": 0.0002, + "step": 1860 + }, + { + "epoch": 0.3444464910664948, + "grad_norm": 0.006564526353031397, + "learning_rate": 8.290177811212408e-06, + "loss": 0.0004, + "step": 1870 + }, + { + "epoch": 0.34536747098913245, + "eval_alignment_abstract": { + "mean_alignment": 0.8478606939315796 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6404015421867371 + }, + "eval_alignment_global": { + "mean_alignment": 0.9212982654571533 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7149560451507568 + }, + "eval_ipc_cls_abstract_accuracy_primary": 51.2, + "eval_ipc_cls_abstract_precision@1": 55.92, + "eval_ipc_cls_abstract_precision@3": 28.68, + "eval_ipc_cls_abstract_precision@5": 19.544, + "eval_ipc_cls_global_accuracy_primary": 51.2, + "eval_ipc_cls_global_precision@1": 55.92, + "eval_ipc_cls_global_precision@3": 28.68, + "eval_ipc_cls_global_precision@5": 19.544, + "eval_ipc_knn_abstract_accuracy_primary": 46.160000000000004, + "eval_ipc_knn_abstract_precision@1": 49.4, + "eval_ipc_knn_abstract_precision@3": 20.039999999999996, + "eval_ipc_knn_abstract_precision@5": 12.176, + "eval_ipc_knn_global_accuracy_primary": 46.160000000000004, + "eval_ipc_knn_global_precision@1": 49.4, + "eval_ipc_knn_global_precision@3": 20.039999999999996, + "eval_ipc_knn_global_precision@5": 12.176, + "eval_priorArt_ndcg@100_a2a": 0.33268473140066807, + "eval_priorArt_ndcg@100_a2all": 0.33004979094855874, + "eval_priorArt_ndcg@100_a2c": 0.2132414929526414, + "eval_priorArt_ndcg@100_a2i": 0.2391101443964015, + "eval_priorArt_ndcg@100_c2a": 0.09612334549097402, + "eval_priorArt_ndcg@100_c2all": 0.2631845898020755, + "eval_priorArt_ndcg@100_c2c": 0.2712382006236883, + "eval_priorArt_ndcg@100_c2i": 0.16468149714819322, + "eval_priorArt_ndcg@100_i2a": 0.10873668607208029, + "eval_priorArt_ndcg@100_i2all": 0.2615285535541529, + "eval_priorArt_ndcg@100_i2c": 0.2669586262872784, + "eval_priorArt_ndcg@100_i2i": 0.20528747178013376, + "eval_priorArt_ndcg@10_a2a": 0.2277483044327576, + "eval_priorArt_ndcg@10_a2all": 0.2171623640535573, + "eval_priorArt_ndcg@10_a2c": 0.09811579183480709, + "eval_priorArt_ndcg@10_a2i": 0.10118427034585961, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1621922338236837, + "eval_priorArt_ndcg@10_c2c": 0.17226477227902062, + "eval_priorArt_ndcg@10_c2i": 0.08093051718872205, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.16958716562552517, + "eval_priorArt_ndcg@10_i2c": 0.1636227932589321, + "eval_priorArt_ndcg@10_i2i": 0.10425954513417428, + "eval_priorArt_ndcg@20_a2a": 0.24890667176915443, + "eval_priorArt_ndcg@20_a2all": 0.2457029619090044, + "eval_priorArt_ndcg@20_a2c": 0.13121688638548956, + "eval_priorArt_ndcg@20_a2i": 0.16863160706991978, + "eval_priorArt_ndcg@20_c2a": 0.04010100424456346, + "eval_priorArt_ndcg@20_c2all": 0.21862523836248543, + "eval_priorArt_ndcg@20_c2c": 0.22272384840908432, + "eval_priorArt_ndcg@20_c2i": 0.09201302213811245, + "eval_priorArt_ndcg@20_i2a": 0.04344974437450995, + "eval_priorArt_ndcg@20_i2all": 0.1963181463465941, + "eval_priorArt_ndcg@20_i2c": 0.20760826238864527, + "eval_priorArt_ndcg@20_i2i": 0.14329767765119691, + "eval_priorArt_ndcg@50_a2a": 0.3094995283626431, + "eval_priorArt_ndcg@50_a2all": 0.31023689144659256, + "eval_priorArt_ndcg@50_a2c": 0.18821504065029848, + "eval_priorArt_ndcg@50_a2i": 0.2146244267095278, + "eval_priorArt_ndcg@50_c2a": 0.07811255315029507, + "eval_priorArt_ndcg@50_c2all": 0.24133219630930647, + "eval_priorArt_ndcg@50_c2c": 0.2545635616196784, + "eval_priorArt_ndcg@50_c2i": 0.13865321204218525, + "eval_priorArt_ndcg@50_i2a": 0.08117848374029639, + "eval_priorArt_ndcg@50_i2all": 0.234901988949969, + "eval_priorArt_ndcg@50_i2c": 0.23962661786353073, + "eval_priorArt_ndcg@50_i2i": 0.16299846038132107, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6666666666666667, + "eval_priorArt_recall@100_c2a": 0.3041666666666667, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6583333333333333, + "eval_priorArt_recall@100_c2i": 0.5041666666666667, + "eval_priorArt_recall@100_i2a": 0.375, + "eval_priorArt_recall@100_i2all": 0.6875000000000001, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.6083333333333333, + "eval_priorArt_recall@10_a2a": 0.4208333333333334, + "eval_priorArt_recall@10_a2all": 0.39583333333333337, + "eval_priorArt_recall@10_a2c": 0.20833333333333331, + "eval_priorArt_recall@10_a2i": 0.14583333333333331, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.27083333333333337, + "eval_priorArt_recall@10_c2c": 0.29583333333333334, + "eval_priorArt_recall@10_c2i": 0.1625, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3166666666666667, + "eval_priorArt_recall@10_i2c": 0.2375, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.4875, + "eval_priorArt_recall@20_a2all": 0.4875, + "eval_priorArt_recall@20_a2c": 0.3208333333333333, + "eval_priorArt_recall@20_a2i": 0.37916666666666665, + "eval_priorArt_recall@20_c2a": 0.06666666666666667, + "eval_priorArt_recall@20_c2all": 0.4625, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.19583333333333333, + "eval_priorArt_recall@20_i2a": 0.08333333333333333, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5541666666666667, + "eval_priorArt_recall@50_c2a": 0.2125, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5791666666666666, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.225, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4958333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3167896509856291, + "eval_singularentropy_claim": 0.37409577649978276, + "eval_singularentropy_global": 0.31767749334824835, + "eval_singularentropy_invention": 0.36515013247843253, + "eval_uniformity_abstract": -3.084104299545288, + "eval_uniformity_claim": -2.1080973148345947, + "eval_uniformity_global": -2.697862386703491, + "eval_uniformity_invention": -2.4684345722198486, + "step": 1875 + }, + { + "epoch": 0.34628845091177013, + "grad_norm": 0.006082837004214525, + "learning_rate": 8.265902251241741e-06, + "loss": 0.0002, + "step": 1880 + }, + { + "epoch": 0.3481304107570455, + "grad_norm": 0.0924968495965004, + "learning_rate": 8.241491672389559e-06, + "loss": 0.0005, + "step": 1890 + }, + { + "epoch": 0.3499723706023209, + "grad_norm": 0.002188632497563958, + "learning_rate": 8.216947083837643e-06, + "loss": 0.0002, + "step": 1900 + }, + { + "epoch": 0.35181433044759625, + "grad_norm": 0.0018024514429271221, + "learning_rate": 8.192269500308001e-06, + "loss": 0.0006, + "step": 1910 + }, + { + "epoch": 0.3536562902928716, + "grad_norm": 0.1269661784172058, + "learning_rate": 8.16745994202092e-06, + "loss": 0.0005, + "step": 1920 + }, + { + "epoch": 0.355498250138147, + "grad_norm": 0.00442531006410718, + "learning_rate": 8.142519434652782e-06, + "loss": 0.0002, + "step": 1930 + }, + { + "epoch": 0.35734020998342236, + "grad_norm": 0.0031679216772317886, + "learning_rate": 8.117449009293668e-06, + "loss": 0.0002, + "step": 1940 + }, + { + "epoch": 0.3591821698286977, + "grad_norm": 0.002440362237393856, + "learning_rate": 8.092249702404724e-06, + "loss": 0.0004, + "step": 1950 + }, + { + "epoch": 0.3610241296739731, + "grad_norm": 0.0032547307200729847, + "learning_rate": 8.066922555775313e-06, + "loss": 0.0002, + "step": 1960 + }, + { + "epoch": 0.3628660895192485, + "grad_norm": 0.00593746080994606, + "learning_rate": 8.041468616479945e-06, + "loss": 0.0005, + "step": 1970 + }, + { + "epoch": 0.36470804936452383, + "grad_norm": 0.004016190301626921, + "learning_rate": 8.015888936835004e-06, + "loss": 0.0002, + "step": 1980 + }, + { + "epoch": 0.36655000920979924, + "grad_norm": 0.025820700451731682, + "learning_rate": 7.990184574355208e-06, + "loss": 0.0002, + "step": 1990 + }, + { + "epoch": 0.3683919690550746, + "grad_norm": 0.00712008960545063, + "learning_rate": 7.96435659170993e-06, + "loss": 0.0006, + "step": 2000 + }, + { + "epoch": 0.3683919690550746, + "eval_alignment_abstract": { + "mean_alignment": 0.8582565188407898 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6460273861885071 + }, + "eval_alignment_global": { + "mean_alignment": 0.9308685660362244 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7231383919715881 + }, + "eval_ipc_cls_abstract_accuracy_primary": 51.44, + "eval_ipc_cls_abstract_precision@1": 56.08, + "eval_ipc_cls_abstract_precision@3": 28.54666666666667, + "eval_ipc_cls_abstract_precision@5": 19.432, + "eval_ipc_cls_global_accuracy_primary": 51.44, + "eval_ipc_cls_global_precision@1": 56.08, + "eval_ipc_cls_global_precision@3": 28.54666666666667, + "eval_ipc_cls_global_precision@5": 19.432, + "eval_ipc_knn_abstract_accuracy_primary": 45.519999999999996, + "eval_ipc_knn_abstract_precision@1": 48.88, + "eval_ipc_knn_abstract_precision@3": 19.786666666666665, + "eval_ipc_knn_abstract_precision@5": 12.031999999999998, + "eval_ipc_knn_global_accuracy_primary": 45.519999999999996, + "eval_ipc_knn_global_precision@1": 48.88, + "eval_ipc_knn_global_precision@3": 19.786666666666665, + "eval_ipc_knn_global_precision@5": 12.031999999999998, + "eval_priorArt_ndcg@100_a2a": 0.3325310166644683, + "eval_priorArt_ndcg@100_a2all": 0.3298508910615256, + "eval_priorArt_ndcg@100_a2c": 0.21271134959175214, + "eval_priorArt_ndcg@100_a2i": 0.23829954269815926, + "eval_priorArt_ndcg@100_c2a": 0.08766296715837421, + "eval_priorArt_ndcg@100_c2all": 0.2627717083944848, + "eval_priorArt_ndcg@100_c2c": 0.27435440822781054, + "eval_priorArt_ndcg@100_c2i": 0.16345606140690075, + "eval_priorArt_ndcg@100_i2a": 0.10330804006216124, + "eval_priorArt_ndcg@100_i2all": 0.25863772077577657, + "eval_priorArt_ndcg@100_i2c": 0.2676866834437912, + "eval_priorArt_ndcg@100_i2i": 0.20357923302652448, + "eval_priorArt_ndcg@10_a2a": 0.2277483044327576, + "eval_priorArt_ndcg@10_a2all": 0.2171623640535573, + "eval_priorArt_ndcg@10_a2c": 0.0895925266267599, + "eval_priorArt_ndcg@10_a2i": 0.10118427034585961, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1557618815308428, + "eval_priorArt_ndcg@10_c2c": 0.16091070134745886, + "eval_priorArt_ndcg@10_c2i": 0.07170173234974365, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.16705297703910443, + "eval_priorArt_ndcg@10_i2c": 0.16538557807532947, + "eval_priorArt_ndcg@10_i2i": 0.10311585244543983, + "eval_priorArt_ndcg@20_a2a": 0.253207090818946, + "eval_priorArt_ndcg@20_a2all": 0.23863618977380474, + "eval_priorArt_ndcg@20_a2c": 0.12082002735079359, + "eval_priorArt_ndcg@20_a2i": 0.1733486659191236, + "eval_priorArt_ndcg@20_c2a": 0.03467196058951179, + "eval_priorArt_ndcg@20_c2all": 0.21826321780459823, + "eval_priorArt_ndcg@20_c2c": 0.22595439071653142, + "eval_priorArt_ndcg@20_c2i": 0.1027194039373676, + "eval_priorArt_ndcg@20_i2a": 0.042810572162828645, + "eval_priorArt_ndcg@20_i2all": 0.1935658652783453, + "eval_priorArt_ndcg@20_i2c": 0.2087562135662786, + "eval_priorArt_ndcg@20_i2i": 0.14173228801762314, + "eval_priorArt_ndcg@50_a2a": 0.309464278566637, + "eval_priorArt_ndcg@50_a2all": 0.3101754482057618, + "eval_priorArt_ndcg@50_a2c": 0.18788761127413361, + "eval_priorArt_ndcg@50_a2i": 0.20979128662508773, + "eval_priorArt_ndcg@50_c2a": 0.07417029323628126, + "eval_priorArt_ndcg@50_c2all": 0.24084590227620647, + "eval_priorArt_ndcg@50_c2c": 0.25765968118748833, + "eval_priorArt_ndcg@50_c2i": 0.1378655236008648, + "eval_priorArt_ndcg@50_i2a": 0.07963024908468437, + "eval_priorArt_ndcg@50_i2all": 0.232254925675905, + "eval_priorArt_ndcg@50_i2c": 0.24039523798816104, + "eval_priorArt_ndcg@50_i2i": 0.1614969634983635, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6666666666666667, + "eval_priorArt_recall@100_c2a": 0.2541666666666667, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6583333333333333, + "eval_priorArt_recall@100_c2i": 0.5041666666666667, + "eval_priorArt_recall@100_i2a": 0.3583333333333333, + "eval_priorArt_recall@100_i2all": 0.6875000000000001, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.6083333333333333, + "eval_priorArt_recall@10_a2a": 0.4208333333333334, + "eval_priorArt_recall@10_a2all": 0.39583333333333337, + "eval_priorArt_recall@10_a2c": 0.18333333333333332, + "eval_priorArt_recall@10_a2i": 0.14583333333333331, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.2541666666666667, + "eval_priorArt_recall@10_c2c": 0.2541666666666667, + "eval_priorArt_recall@10_c2i": 0.1375, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3166666666666667, + "eval_priorArt_recall@10_i2c": 0.2375, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5125, + "eval_priorArt_recall@20_a2all": 0.4625, + "eval_priorArt_recall@20_a2c": 0.29166666666666663, + "eval_priorArt_recall@20_a2i": 0.39583333333333337, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4625, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.2458333333333333, + "eval_priorArt_recall@20_i2a": 0.08333333333333333, + "eval_priorArt_recall@20_i2all": 0.4041666666666667, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5375, + "eval_priorArt_recall@50_c2a": 0.19999999999999998, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5791666666666666, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.225, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4958333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3160526381093023, + "eval_singularentropy_claim": 0.37354554550235125, + "eval_singularentropy_global": 0.31693948062819877, + "eval_singularentropy_invention": 0.36415613138497477, + "eval_uniformity_abstract": -3.0834996700286865, + "eval_uniformity_claim": -2.1082842350006104, + "eval_uniformity_global": -2.700314521789551, + "eval_uniformity_invention": -2.470363140106201, + "step": 2000 + }, + { + "epoch": 0.37023392890034995, + "grad_norm": 0.06046128645539284, + "learning_rate": 7.938406056679235e-06, + "loss": 0.0005, + "step": 2010 + }, + { + "epoch": 0.37207588874562536, + "grad_norm": 0.0035497841890901327, + "learning_rate": 7.912334042109748e-06, + "loss": 0.0007, + "step": 2020 + }, + { + "epoch": 0.3739178485909007, + "grad_norm": 0.00416388176381588, + "learning_rate": 7.886141625870308e-06, + "loss": 0.0003, + "step": 2030 + }, + { + "epoch": 0.37575980843617607, + "grad_norm": 0.004917060490697622, + "learning_rate": 7.859829890807383e-06, + "loss": 0.0005, + "step": 2040 + }, + { + "epoch": 0.3776017682814515, + "grad_norm": 0.0021706493571400642, + "learning_rate": 7.833399924700331e-06, + "loss": 0.0002, + "step": 2050 + }, + { + "epoch": 0.37944372812672683, + "grad_norm": 0.003420398570597172, + "learning_rate": 7.806852820216413e-06, + "loss": 0.0003, + "step": 2060 + }, + { + "epoch": 0.3812856879720022, + "grad_norm": 0.01063848752528429, + "learning_rate": 7.780189674865617e-06, + "loss": 0.0002, + "step": 2070 + }, + { + "epoch": 0.3831276478172776, + "grad_norm": 0.0030355595517903566, + "learning_rate": 7.753411590955298e-06, + "loss": 0.0002, + "step": 2080 + }, + { + "epoch": 0.38496960766255295, + "grad_norm": 0.0031918161548674107, + "learning_rate": 7.726519675544596e-06, + "loss": 0.0002, + "step": 2090 + }, + { + "epoch": 0.3868115675078283, + "grad_norm": 0.007996337488293648, + "learning_rate": 7.699515040398671e-06, + "loss": 0.0004, + "step": 2100 + }, + { + "epoch": 0.3886535273531037, + "grad_norm": 0.00369887868873775, + "learning_rate": 7.67239880194274e-06, + "loss": 0.0008, + "step": 2110 + }, + { + "epoch": 0.39049548719837907, + "grad_norm": 0.0023360727354884148, + "learning_rate": 7.645172081215926e-06, + "loss": 0.0005, + "step": 2120 + }, + { + "epoch": 0.39141646712101674, + "eval_alignment_abstract": { + "mean_alignment": 0.8652573227882385 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6512244939804077 + }, + "eval_alignment_global": { + "mean_alignment": 0.9364169836044312 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7288646697998047 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.96000000000001, + "eval_ipc_cls_abstract_precision@1": 55.559999999999995, + "eval_ipc_cls_abstract_precision@3": 28.439999999999998, + "eval_ipc_cls_abstract_precision@5": 19.352, + "eval_ipc_cls_global_accuracy_primary": 50.96000000000001, + "eval_ipc_cls_global_precision@1": 55.559999999999995, + "eval_ipc_cls_global_precision@3": 28.439999999999998, + "eval_ipc_cls_global_precision@5": 19.352, + "eval_ipc_knn_abstract_accuracy_primary": 45.4, + "eval_ipc_knn_abstract_precision@1": 48.44, + "eval_ipc_knn_abstract_precision@3": 19.666666666666664, + "eval_ipc_knn_abstract_precision@5": 11.952, + "eval_ipc_knn_global_accuracy_primary": 45.4, + "eval_ipc_knn_global_precision@1": 48.44, + "eval_ipc_knn_global_precision@3": 19.666666666666664, + "eval_ipc_knn_global_precision@5": 11.952, + "eval_priorArt_ndcg@100_a2a": 0.3335112874356672, + "eval_priorArt_ndcg@100_a2all": 0.33010828292374306, + "eval_priorArt_ndcg@100_a2c": 0.21250889267064021, + "eval_priorArt_ndcg@100_a2i": 0.2376530582292696, + "eval_priorArt_ndcg@100_c2a": 0.08478150447119082, + "eval_priorArt_ndcg@100_c2all": 0.259355345881087, + "eval_priorArt_ndcg@100_c2c": 0.26629312372566577, + "eval_priorArt_ndcg@100_c2i": 0.15330106494943355, + "eval_priorArt_ndcg@100_i2a": 0.09821953372802102, + "eval_priorArt_ndcg@100_i2all": 0.25658310842171506, + "eval_priorArt_ndcg@100_i2c": 0.2657051955485651, + "eval_priorArt_ndcg@100_i2i": 0.20097362400790875, + "eval_priorArt_ndcg@10_a2a": 0.2220856393653307, + "eval_priorArt_ndcg@10_a2all": 0.2107227321825374, + "eval_priorArt_ndcg@10_a2c": 0.08899426815945521, + "eval_priorArt_ndcg@10_a2i": 0.09440167167423723, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1444359443699783, + "eval_priorArt_ndcg@10_c2c": 0.162893254650482, + "eval_priorArt_ndcg@10_c2i": 0.07170173234974365, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.1606889759155703, + "eval_priorArt_ndcg@10_i2c": 0.16538557807532947, + "eval_priorArt_ndcg@10_i2i": 0.10162425768220813, + "eval_priorArt_ndcg@20_a2a": 0.2541928499517475, + "eval_priorArt_ndcg@20_a2all": 0.23930067080384526, + "eval_priorArt_ndcg@20_a2c": 0.12504936308572273, + "eval_priorArt_ndcg@20_a2i": 0.15459359942814266, + "eval_priorArt_ndcg@20_c2a": 0.03495686481619566, + "eval_priorArt_ndcg@20_c2all": 0.21503851625389325, + "eval_priorArt_ndcg@20_c2c": 0.2211367107511079, + "eval_priorArt_ndcg@20_c2i": 0.0854147136439246, + "eval_priorArt_ndcg@20_i2a": 0.03697553133362456, + "eval_priorArt_ndcg@20_i2all": 0.1853164872986265, + "eval_priorArt_ndcg@20_i2c": 0.21398311666792552, + "eval_priorArt_ndcg@20_i2i": 0.13953321683353542, + "eval_priorArt_ndcg@50_a2a": 0.31051650599509717, + "eval_priorArt_ndcg@50_a2all": 0.3105766140673178, + "eval_priorArt_ndcg@50_a2c": 0.1876928908783935, + "eval_priorArt_ndcg@50_a2i": 0.20504075182884654, + "eval_priorArt_ndcg@50_c2a": 0.0785310309761559, + "eval_priorArt_ndcg@50_c2all": 0.2415303812786048, + "eval_priorArt_ndcg@50_c2c": 0.2579196951873922, + "eval_priorArt_ndcg@50_c2i": 0.1353782421293146, + "eval_priorArt_ndcg@50_i2a": 0.0783482732684927, + "eval_priorArt_ndcg@50_i2all": 0.23042462485248594, + "eval_priorArt_ndcg@50_i2c": 0.23842471682558872, + "eval_priorArt_ndcg@50_i2i": 0.15929789231427577, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6666666666666667, + "eval_priorArt_recall@100_c2a": 0.24166666666666664, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.4541666666666666, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6875000000000001, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.6083333333333333, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.18333333333333332, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.22916666666666669, + "eval_priorArt_recall@10_c2c": 0.27083333333333337, + "eval_priorArt_recall@10_c2i": 0.1375, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.2375, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5125, + "eval_priorArt_recall@20_a2all": 0.4625, + "eval_priorArt_recall@20_a2c": 0.30416666666666664, + "eval_priorArt_recall@20_a2i": 0.32083333333333336, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4625, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.17916666666666667, + "eval_priorArt_recall@20_i2a": 0.06666666666666667, + "eval_priorArt_recall@20_i2all": 0.3791666666666667, + "eval_priorArt_recall@20_i2c": 0.3958333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5208333333333333, + "eval_priorArt_recall@50_c2a": 0.21666666666666665, + "eval_priorArt_recall@50_c2all": 0.5625, + "eval_priorArt_recall@50_c2c": 0.6041666666666666, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.225, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4958333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.31570147907414187, + "eval_singularentropy_claim": 0.37308204534755074, + "eval_singularentropy_global": 0.31669169286834403, + "eval_singularentropy_invention": 0.3634739752949391, + "eval_uniformity_abstract": -3.077702283859253, + "eval_uniformity_claim": -2.103621006011963, + "eval_uniformity_global": -2.6943435668945312, + "eval_uniformity_invention": -2.464282751083374, + "step": 2125 + }, + { + "epoch": 0.3923374470436545, + "grad_norm": 0.008231478743255138, + "learning_rate": 7.6178360038249055e-06, + "loss": 0.0005, + "step": 2130 + }, + { + "epoch": 0.39417940688892983, + "grad_norm": 0.0040185824036598206, + "learning_rate": 7.5903916998973745e-06, + "loss": 0.0002, + "step": 2140 + }, + { + "epoch": 0.3960213667342052, + "grad_norm": 0.0032570038456469774, + "learning_rate": 7.562840304035335e-06, + "loss": 0.0002, + "step": 2150 + }, + { + "epoch": 0.3978633265794806, + "grad_norm": 0.0023305448703467846, + "learning_rate": 7.5351829552681736e-06, + "loss": 0.0004, + "step": 2160 + }, + { + "epoch": 0.39970528642475595, + "grad_norm": 0.0027989335358142853, + "learning_rate": 7.507420797005588e-06, + "loss": 0.0004, + "step": 2170 + }, + { + "epoch": 0.4015472462700313, + "grad_norm": 0.0021941137965768576, + "learning_rate": 7.479554976990306e-06, + "loss": 0.0004, + "step": 2180 + }, + { + "epoch": 0.4033892061153067, + "grad_norm": 0.0035548945888876915, + "learning_rate": 7.451586647250635e-06, + "loss": 0.0002, + "step": 2190 + }, + { + "epoch": 0.40523116596058206, + "grad_norm": 0.008035973645746708, + "learning_rate": 7.423516964052844e-06, + "loss": 0.0002, + "step": 2200 + }, + { + "epoch": 0.4070731258058574, + "grad_norm": 0.0021309712901711464, + "learning_rate": 7.395347087853349e-06, + "loss": 0.0004, + "step": 2210 + }, + { + "epoch": 0.4089150856511328, + "grad_norm": 0.0140406908467412, + "learning_rate": 7.367078183250746e-06, + "loss": 0.0005, + "step": 2220 + }, + { + "epoch": 0.4107570454964082, + "grad_norm": 0.0024579092860221863, + "learning_rate": 7.338711418937663e-06, + "loss": 0.0002, + "step": 2230 + }, + { + "epoch": 0.41259900534168353, + "grad_norm": 0.042866189032793045, + "learning_rate": 7.3102479676524415e-06, + "loss": 0.0004, + "step": 2240 + }, + { + "epoch": 0.41444096518695894, + "grad_norm": 0.0065995631739497185, + "learning_rate": 7.281689006130653e-06, + "loss": 0.0002, + "step": 2250 + }, + { + "epoch": 0.41444096518695894, + "eval_alignment_abstract": { + "mean_alignment": 0.8748607635498047 + }, + "eval_alignment_claim": { + "mean_alignment": 0.660905122756958 + }, + "eval_alignment_global": { + "mean_alignment": 0.9455320239067078 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7374482154846191 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.839999999999996, + "eval_ipc_cls_abstract_precision@1": 55.48, + "eval_ipc_cls_abstract_precision@3": 28.306666666666665, + "eval_ipc_cls_abstract_precision@5": 19.344, + "eval_ipc_cls_global_accuracy_primary": 50.839999999999996, + "eval_ipc_cls_global_precision@1": 55.48, + "eval_ipc_cls_global_precision@3": 28.306666666666665, + "eval_ipc_cls_global_precision@5": 19.344, + "eval_ipc_knn_abstract_accuracy_primary": 44.76, + "eval_ipc_knn_abstract_precision@1": 47.760000000000005, + "eval_ipc_knn_abstract_precision@3": 19.386666666666667, + "eval_ipc_knn_abstract_precision@5": 11.776, + "eval_ipc_knn_global_accuracy_primary": 44.76, + "eval_ipc_knn_global_precision@1": 47.760000000000005, + "eval_ipc_knn_global_precision@3": 19.386666666666667, + "eval_ipc_knn_global_precision@5": 11.776, + "eval_priorArt_ndcg@100_a2a": 0.333935875718072, + "eval_priorArt_ndcg@100_a2all": 0.3304170273643482, + "eval_priorArt_ndcg@100_a2c": 0.21400302094295212, + "eval_priorArt_ndcg@100_a2i": 0.22842889334843203, + "eval_priorArt_ndcg@100_c2a": 0.0847476641948339, + "eval_priorArt_ndcg@100_c2all": 0.2619634478088819, + "eval_priorArt_ndcg@100_c2c": 0.26910364168489787, + "eval_priorArt_ndcg@100_c2i": 0.1516252650490459, + "eval_priorArt_ndcg@100_i2a": 0.09820307477414329, + "eval_priorArt_ndcg@100_i2all": 0.24846969165242788, + "eval_priorArt_ndcg@100_i2c": 0.2646796539420241, + "eval_priorArt_ndcg@100_i2i": 0.19255763704968426, + "eval_priorArt_ndcg@10_a2a": 0.23166667058309068, + "eval_priorArt_ndcg@10_a2all": 0.2114417990610949, + "eval_priorArt_ndcg@10_a2c": 0.07598856886795322, + "eval_priorArt_ndcg@10_a2i": 0.08785518399566436, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1475080717677027, + "eval_priorArt_ndcg@10_c2c": 0.16997934259079694, + "eval_priorArt_ndcg@10_c2i": 0.0729235735270172, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15377566773722143, + "eval_priorArt_ndcg@10_i2c": 0.1651048281039604, + "eval_priorArt_ndcg@10_i2i": 0.10162425768220813, + "eval_priorArt_ndcg@20_a2a": 0.2549146536075128, + "eval_priorArt_ndcg@20_a2all": 0.23996113260745147, + "eval_priorArt_ndcg@20_a2c": 0.13676189494491842, + "eval_priorArt_ndcg@20_a2i": 0.15530114118619523, + "eval_priorArt_ndcg@20_c2a": 0.03521018382734128, + "eval_priorArt_ndcg@20_c2all": 0.2175734902287561, + "eval_priorArt_ndcg@20_c2c": 0.22760321842413758, + "eval_priorArt_ndcg@20_c2i": 0.08659369622648799, + "eval_priorArt_ndcg@20_i2a": 0.04406897642692427, + "eval_priorArt_ndcg@20_i2all": 0.17078373458913249, + "eval_priorArt_ndcg@20_i2c": 0.2063586732294623, + "eval_priorArt_ndcg@20_i2i": 0.13937079686978712, + "eval_priorArt_ndcg@50_a2a": 0.31107825800720723, + "eval_priorArt_ndcg@50_a2all": 0.3109746970427131, + "eval_priorArt_ndcg@50_a2c": 0.1893972786336907, + "eval_priorArt_ndcg@50_a2i": 0.1986082780068405, + "eval_priorArt_ndcg@50_c2a": 0.0744035085086682, + "eval_priorArt_ndcg@50_c2all": 0.2399633091171775, + "eval_priorArt_ndcg@50_c2c": 0.25886224343442094, + "eval_priorArt_ndcg@50_c2i": 0.13670265316627023, + "eval_priorArt_ndcg@50_i2a": 0.07824790843171342, + "eval_priorArt_ndcg@50_i2all": 0.22252018738718826, + "eval_priorArt_ndcg@50_i2c": 0.22674737186070332, + "eval_priorArt_ndcg@50_i2i": 0.1591354723505275, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.24166666666666664, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6291666666666667, + "eval_priorArt_recall@100_c2i": 0.4416666666666666, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6875000000000001, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5666666666666667, + "eval_priorArt_recall@10_a2a": 0.4291666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.22916666666666669, + "eval_priorArt_recall@10_c2c": 0.27083333333333337, + "eval_priorArt_recall@10_c2i": 0.1375, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.2375, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5125, + "eval_priorArt_recall@20_a2all": 0.4625, + "eval_priorArt_recall@20_a2c": 0.33749999999999997, + "eval_priorArt_recall@20_a2i": 0.3458333333333333, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4625, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.17916666666666667, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.3541666666666667, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5208333333333333, + "eval_priorArt_recall@50_c2a": 0.19999999999999998, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5791666666666666, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.225, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4458333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3151421027791719, + "eval_singularentropy_claim": 0.3714005440630943, + "eval_singularentropy_global": 0.3159152497248632, + "eval_singularentropy_invention": 0.36238022053187885, + "eval_uniformity_abstract": -3.072584629058838, + "eval_uniformity_claim": -2.1149375438690186, + "eval_uniformity_global": -2.6993846893310547, + "eval_uniformity_invention": -2.468191623687744, + "step": 2250 + }, + { + "epoch": 0.4162829250322343, + "grad_norm": 0.09823961555957794, + "learning_rate": 7.2530357150564555e-06, + "loss": 0.0005, + "step": 2260 + }, + { + "epoch": 0.41812488487750965, + "grad_norm": 0.00247363094240427, + "learning_rate": 7.224289279013774e-06, + "loss": 0.0003, + "step": 2270 + }, + { + "epoch": 0.41996684472278506, + "grad_norm": 0.0035277155693620443, + "learning_rate": 7.195450886437334e-06, + "loss": 0.0002, + "step": 2280 + }, + { + "epoch": 0.4218088045680604, + "grad_norm": 0.00261277356185019, + "learning_rate": 7.166521729563524e-06, + "loss": 0.0002, + "step": 2290 + }, + { + "epoch": 0.42365076441333577, + "grad_norm": 0.0028012071270495653, + "learning_rate": 7.137503004381111e-06, + "loss": 0.0002, + "step": 2300 + }, + { + "epoch": 0.4254927242586112, + "grad_norm": 0.02372455596923828, + "learning_rate": 7.108395910581793e-06, + "loss": 0.0002, + "step": 2310 + }, + { + "epoch": 0.42733468410388653, + "grad_norm": 0.006548259407281876, + "learning_rate": 7.079201651510603e-06, + "loss": 0.0002, + "step": 2320 + }, + { + "epoch": 0.4291766439491619, + "grad_norm": 0.0024886270985007286, + "learning_rate": 7.049921434116158e-06, + "loss": 0.0002, + "step": 2330 + }, + { + "epoch": 0.4310186037944373, + "grad_norm": 0.007220782805234194, + "learning_rate": 7.020556468900761e-06, + "loss": 0.0005, + "step": 2340 + }, + { + "epoch": 0.43286056363971265, + "grad_norm": 0.010874384082853794, + "learning_rate": 6.991107969870363e-06, + "loss": 0.0002, + "step": 2350 + }, + { + "epoch": 0.434702523484988, + "grad_norm": 0.02153344452381134, + "learning_rate": 6.961577154484363e-06, + "loss": 0.0005, + "step": 2360 + }, + { + "epoch": 0.4365444833302634, + "grad_norm": 0.007441684603691101, + "learning_rate": 6.9319652436052865e-06, + "loss": 0.0002, + "step": 2370 + }, + { + "epoch": 0.4374654632529011, + "eval_alignment_abstract": { + "mean_alignment": 0.8756746053695679 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6639180779457092 + }, + "eval_alignment_global": { + "mean_alignment": 0.9473251700401306 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7405945062637329 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.519999999999996, + "eval_ipc_cls_abstract_precision@1": 55.2, + "eval_ipc_cls_abstract_precision@3": 28.4, + "eval_ipc_cls_abstract_precision@5": 19.28, + "eval_ipc_cls_global_accuracy_primary": 50.519999999999996, + "eval_ipc_cls_global_precision@1": 55.2, + "eval_ipc_cls_global_precision@3": 28.4, + "eval_ipc_cls_global_precision@5": 19.28, + "eval_ipc_knn_abstract_accuracy_primary": 45.0, + "eval_ipc_knn_abstract_precision@1": 48.0, + "eval_ipc_knn_abstract_precision@3": 19.52, + "eval_ipc_knn_abstract_precision@5": 11.864, + "eval_ipc_knn_global_accuracy_primary": 45.0, + "eval_ipc_knn_global_precision@1": 48.0, + "eval_ipc_knn_global_precision@3": 19.52, + "eval_ipc_knn_global_precision@5": 11.864, + "eval_priorArt_ndcg@100_a2a": 0.3311259557917044, + "eval_priorArt_ndcg@100_a2all": 0.3313020183220573, + "eval_priorArt_ndcg@100_a2c": 0.21266185716986857, + "eval_priorArt_ndcg@100_a2i": 0.2292086941883555, + "eval_priorArt_ndcg@100_c2a": 0.0882702744976085, + "eval_priorArt_ndcg@100_c2all": 0.2612198147409137, + "eval_priorArt_ndcg@100_c2c": 0.2678220814652503, + "eval_priorArt_ndcg@100_c2i": 0.15250232889330245, + "eval_priorArt_ndcg@100_i2a": 0.0984825790622892, + "eval_priorArt_ndcg@100_i2all": 0.24796910955354184, + "eval_priorArt_ndcg@100_i2c": 0.26456918141134717, + "eval_priorArt_ndcg@100_i2i": 0.19974688230675305, + "eval_priorArt_ndcg@10_a2a": 0.22383298394204795, + "eval_priorArt_ndcg@10_a2all": 0.2124700767592546, + "eval_priorArt_ndcg@10_a2c": 0.07518073808879255, + "eval_priorArt_ndcg@10_a2i": 0.08785518399566436, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.14735031117048827, + "eval_priorArt_ndcg@10_c2c": 0.15710341770900393, + "eval_priorArt_ndcg@10_c2i": 0.0729235735270172, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15377566773722143, + "eval_priorArt_ndcg@10_i2c": 0.1651048281039604, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.2556326211698561, + "eval_priorArt_ndcg@20_a2all": 0.24075676327181017, + "eval_priorArt_ndcg@20_a2c": 0.13462638578566022, + "eval_priorArt_ndcg@20_a2i": 0.16758755782460905, + "eval_priorArt_ndcg@20_c2a": 0.035632511050676566, + "eval_priorArt_ndcg@20_c2all": 0.21688622137026078, + "eval_priorArt_ndcg@20_c2c": 0.22293503109606294, + "eval_priorArt_ndcg@20_c2i": 0.0869287642782051, + "eval_priorArt_ndcg@20_i2a": 0.04426687721164596, + "eval_priorArt_ndcg@20_i2all": 0.17046738124969146, + "eval_priorArt_ndcg@20_i2c": 0.1993789045362248, + "eval_priorArt_ndcg@20_i2i": 0.13858375034306633, + "eval_priorArt_ndcg@50_a2a": 0.31185401179956596, + "eval_priorArt_ndcg@50_a2all": 0.3119285809016614, + "eval_priorArt_ndcg@50_a2c": 0.18819098800664166, + "eval_priorArt_ndcg@50_a2i": 0.1995422754614407, + "eval_priorArt_ndcg@50_c2a": 0.07899688068870786, + "eval_priorArt_ndcg@50_c2all": 0.23930227105386614, + "eval_priorArt_ndcg@50_c2c": 0.2541414148210891, + "eval_priorArt_ndcg@50_c2i": 0.13764755960759545, + "eval_priorArt_ndcg@50_i2a": 0.07839877104806323, + "eval_priorArt_ndcg@50_i2all": 0.22202864160047722, + "eval_priorArt_ndcg@50_i2c": 0.2320726704689719, + "eval_priorArt_ndcg@50_i2i": 0.15831128328728053, + "eval_priorArt_recall@100_a2a": 0.8083333333333333, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.2541666666666667, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.4416666666666666, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6875000000000001, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.6083333333333333, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.22916666666666669, + "eval_priorArt_recall@10_c2c": 0.24583333333333335, + "eval_priorArt_recall@10_c2i": 0.1375, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.2375, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5125, + "eval_priorArt_recall@20_a2all": 0.4625, + "eval_priorArt_recall@20_a2c": 0.3333333333333333, + "eval_priorArt_recall@20_a2i": 0.39583333333333337, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4625, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.17916666666666667, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.3541666666666667, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5208333333333333, + "eval_priorArt_recall@50_c2a": 0.21666666666666665, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5791666666666666, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.225, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4708333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3164268629212508, + "eval_singularentropy_claim": 0.37153513799120474, + "eval_singularentropy_global": 0.3167083479958425, + "eval_singularentropy_invention": 0.3628951123026645, + "eval_uniformity_abstract": -3.0692665576934814, + "eval_uniformity_claim": -2.1229612827301025, + "eval_uniformity_global": -2.7034173011779785, + "eval_uniformity_invention": -2.472806215286255, + "step": 2375 + }, + { + "epoch": 0.43838644317553876, + "grad_norm": 0.0021436770912259817, + "learning_rate": 6.902273461448304e-06, + "loss": 0.0002, + "step": 2380 + }, + { + "epoch": 0.4402284030208141, + "grad_norm": 0.06984543800354004, + "learning_rate": 6.872503035530626e-06, + "loss": 0.0002, + "step": 2390 + }, + { + "epoch": 0.44207036286608953, + "grad_norm": 0.003865930251777172, + "learning_rate": 6.8426551966207534e-06, + "loss": 0.0008, + "step": 2400 + }, + { + "epoch": 0.4439123227113649, + "grad_norm": 0.0038262302987277508, + "learning_rate": 6.812731178687587e-06, + "loss": 0.0002, + "step": 2410 + }, + { + "epoch": 0.4457542825566403, + "grad_norm": 0.003680159104987979, + "learning_rate": 6.782732218849425e-06, + "loss": 0.0002, + "step": 2420 + }, + { + "epoch": 0.44759624240191564, + "grad_norm": 0.0019058368634432554, + "learning_rate": 6.752659557322813e-06, + "loss": 0.0002, + "step": 2430 + }, + { + "epoch": 0.449438202247191, + "grad_norm": 0.04597422108054161, + "learning_rate": 6.722514437371267e-06, + "loss": 0.0004, + "step": 2440 + }, + { + "epoch": 0.4512801620924664, + "grad_norm": 0.0021125527564436197, + "learning_rate": 6.6922981052538825e-06, + "loss": 0.0002, + "step": 2450 + }, + { + "epoch": 0.45312212193774176, + "grad_norm": 0.0019925215747207403, + "learning_rate": 6.662011810173806e-06, + "loss": 0.0002, + "step": 2460 + }, + { + "epoch": 0.4549640817830171, + "grad_norm": 0.019068460911512375, + "learning_rate": 6.63165680422659e-06, + "loss": 0.0006, + "step": 2470 + }, + { + "epoch": 0.4568060416282925, + "grad_norm": 0.019788367673754692, + "learning_rate": 6.60123434234843e-06, + "loss": 0.0003, + "step": 2480 + }, + { + "epoch": 0.4586480014735679, + "grad_norm": 0.02693263627588749, + "learning_rate": 6.570745682264288e-06, + "loss": 0.0002, + "step": 2490 + }, + { + "epoch": 0.46048996131884323, + "grad_norm": 0.0019178717629984021, + "learning_rate": 6.540192084435886e-06, + "loss": 0.0009, + "step": 2500 + }, + { + "epoch": 0.46048996131884323, + "eval_alignment_abstract": { + "mean_alignment": 0.8808672428131104 + }, + "eval_alignment_claim": { + "mean_alignment": 0.664247453212738 + }, + "eval_alignment_global": { + "mean_alignment": 0.9516467452049255 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7415239810943604 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.28, + "eval_ipc_cls_abstract_precision@1": 54.92, + "eval_ipc_cls_abstract_precision@3": 28.25333333333333, + "eval_ipc_cls_abstract_precision@5": 19.28, + "eval_ipc_cls_global_accuracy_primary": 50.28, + "eval_ipc_cls_global_precision@1": 54.92, + "eval_ipc_cls_global_precision@3": 28.25333333333333, + "eval_ipc_cls_global_precision@5": 19.28, + "eval_ipc_knn_abstract_accuracy_primary": 44.48, + "eval_ipc_knn_abstract_precision@1": 47.64, + "eval_ipc_knn_abstract_precision@3": 19.386666666666667, + "eval_ipc_knn_abstract_precision@5": 11.784, + "eval_ipc_knn_global_accuracy_primary": 44.48, + "eval_ipc_knn_global_precision@1": 47.64, + "eval_ipc_knn_global_precision@3": 19.386666666666667, + "eval_ipc_knn_global_precision@5": 11.784, + "eval_priorArt_ndcg@100_a2a": 0.32489763909582997, + "eval_priorArt_ndcg@100_a2all": 0.32554737138254064, + "eval_priorArt_ndcg@100_a2c": 0.2064820729420893, + "eval_priorArt_ndcg@100_a2i": 0.22147523808755537, + "eval_priorArt_ndcg@100_c2a": 0.08470621545554761, + "eval_priorArt_ndcg@100_c2all": 0.26016068261099307, + "eval_priorArt_ndcg@100_c2c": 0.2659845893120229, + "eval_priorArt_ndcg@100_c2i": 0.16037627221262785, + "eval_priorArt_ndcg@100_i2a": 0.09734581119479951, + "eval_priorArt_ndcg@100_i2all": 0.2480473838271024, + "eval_priorArt_ndcg@100_i2c": 0.2639520997777537, + "eval_priorArt_ndcg@100_i2i": 0.19642462227159588, + "eval_priorArt_ndcg@10_a2a": 0.21821860054336245, + "eval_priorArt_ndcg@10_a2all": 0.21579337254188052, + "eval_priorArt_ndcg@10_a2c": 0.07382195996500329, + "eval_priorArt_ndcg@10_a2i": 0.08065130093309576, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.14028595801816895, + "eval_priorArt_ndcg@10_c2c": 0.14997204458936478, + "eval_priorArt_ndcg@10_c2i": 0.08756343610044323, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15343696860606623, + "eval_priorArt_ndcg@10_i2c": 0.15735516540754463, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.24951872482224496, + "eval_priorArt_ndcg@20_a2all": 0.23482828062991024, + "eval_priorArt_ndcg@20_a2c": 0.13364644601200018, + "eval_priorArt_ndcg@20_a2i": 0.15977473677240958, + "eval_priorArt_ndcg@20_c2a": 0.035789520220410175, + "eval_priorArt_ndcg@20_c2all": 0.21586304914399893, + "eval_priorArt_ndcg@20_c2c": 0.22110021237727842, + "eval_priorArt_ndcg@20_c2i": 0.09522777601001146, + "eval_priorArt_ndcg@20_i2a": 0.044049876119765276, + "eval_priorArt_ndcg@20_i2all": 0.1754707223316258, + "eval_priorArt_ndcg@20_i2c": 0.20578225864549501, + "eval_priorArt_ndcg@20_i2i": 0.13889532752785022, + "eval_priorArt_ndcg@50_a2a": 0.30579070721159846, + "eval_priorArt_ndcg@50_a2all": 0.3063797288347997, + "eval_priorArt_ndcg@50_a2c": 0.18671410755308754, + "eval_priorArt_ndcg@50_a2i": 0.19247811392966924, + "eval_priorArt_ndcg@50_c2a": 0.07046762576015392, + "eval_priorArt_ndcg@50_c2all": 0.2383144746205946, + "eval_priorArt_ndcg@50_c2c": 0.24822051780540683, + "eval_priorArt_ndcg@50_c2i": 0.14560905536129704, + "eval_priorArt_ndcg@50_i2a": 0.07335846083868744, + "eval_priorArt_ndcg@50_i2all": 0.22206014743801017, + "eval_priorArt_ndcg@50_i2c": 0.23133730576105288, + "eval_priorArt_ndcg@50_i2i": 0.15876472456004573, + "eval_priorArt_recall@100_a2a": 0.8083333333333333, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.24166666666666664, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.4416666666666666, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6875000000000001, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.4041666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.2208333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5125, + "eval_priorArt_recall@20_a2all": 0.4625, + "eval_priorArt_recall@20_a2c": 0.3333333333333333, + "eval_priorArt_recall@20_a2i": 0.39583333333333337, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4625, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.17916666666666667, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.525, + "eval_priorArt_recall@50_c2a": 0.18333333333333332, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.20833333333333331, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4708333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3175533259076665, + "eval_singularentropy_claim": 0.37326275691444366, + "eval_singularentropy_global": 0.317915549632106, + "eval_singularentropy_invention": 0.364085210046485, + "eval_uniformity_abstract": -3.0623865127563477, + "eval_uniformity_claim": -2.1130611896514893, + "eval_uniformity_global": -2.697172164916992, + "eval_uniformity_invention": -2.464622974395752, + "step": 2500 + }, + { + "epoch": 0.46233192116411864, + "grad_norm": 0.00655411696061492, + "learning_rate": 6.509574812009607e-06, + "loss": 0.0002, + "step": 2510 + }, + { + "epoch": 0.464173881009394, + "grad_norm": 0.0029751264955848455, + "learning_rate": 6.47889513076426e-06, + "loss": 0.0002, + "step": 2520 + }, + { + "epoch": 0.46601584085466935, + "grad_norm": 0.003492986783385277, + "learning_rate": 6.448154309058768e-06, + "loss": 0.0002, + "step": 2530 + }, + { + "epoch": 0.46785780069994476, + "grad_norm": 0.0031817557755857706, + "learning_rate": 6.4173536177797145e-06, + "loss": 0.0002, + "step": 2540 + }, + { + "epoch": 0.4696997605452201, + "grad_norm": 0.0016749543137848377, + "learning_rate": 6.386494330288815e-06, + "loss": 0.0005, + "step": 2550 + }, + { + "epoch": 0.47154172039049547, + "grad_norm": 0.0027378068771213293, + "learning_rate": 6.355577722370264e-06, + "loss": 0.0002, + "step": 2560 + }, + { + "epoch": 0.4733836802357709, + "grad_norm": 0.03201569989323616, + "learning_rate": 6.324605072178002e-06, + "loss": 0.0002, + "step": 2570 + }, + { + "epoch": 0.47522564008104623, + "grad_norm": 0.11212132126092911, + "learning_rate": 6.2935776601828634e-06, + "loss": 0.0003, + "step": 2580 + }, + { + "epoch": 0.4770675999263216, + "grad_norm": 0.006178540643304586, + "learning_rate": 6.262496769119646e-06, + "loss": 0.0006, + "step": 2590 + }, + { + "epoch": 0.478909559771597, + "grad_norm": 0.0022651366889476776, + "learning_rate": 6.23136368393408e-06, + "loss": 0.0001, + "step": 2600 + }, + { + "epoch": 0.48075151961687235, + "grad_norm": 0.002529869554564357, + "learning_rate": 6.2001796917297e-06, + "loss": 0.0009, + "step": 2610 + }, + { + "epoch": 0.4825934794621477, + "grad_norm": 0.007729845121502876, + "learning_rate": 6.168946081714642e-06, + "loss": 0.0002, + "step": 2620 + }, + { + "epoch": 0.48351445938478543, + "eval_alignment_abstract": { + "mean_alignment": 0.8854448795318604 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6628602147102356 + }, + "eval_alignment_global": { + "mean_alignment": 0.9533634185791016 + }, + "eval_alignment_invention": { + "mean_alignment": 0.740970253944397 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.96, + "eval_ipc_cls_abstract_precision@1": 54.6, + "eval_ipc_cls_abstract_precision@3": 28.16, + "eval_ipc_cls_abstract_precision@5": 19.272, + "eval_ipc_cls_global_accuracy_primary": 49.96, + "eval_ipc_cls_global_precision@1": 54.6, + "eval_ipc_cls_global_precision@3": 28.16, + "eval_ipc_cls_global_precision@5": 19.272, + "eval_ipc_knn_abstract_accuracy_primary": 43.919999999999995, + "eval_ipc_knn_abstract_precision@1": 47.24, + "eval_ipc_knn_abstract_precision@3": 19.173333333333336, + "eval_ipc_knn_abstract_precision@5": 11.655999999999999, + "eval_ipc_knn_global_accuracy_primary": 43.919999999999995, + "eval_ipc_knn_global_precision@1": 47.24, + "eval_ipc_knn_global_precision@3": 19.173333333333336, + "eval_ipc_knn_global_precision@5": 11.655999999999999, + "eval_priorArt_ndcg@100_a2a": 0.328307884136403, + "eval_priorArt_ndcg@100_a2all": 0.32614592272938175, + "eval_priorArt_ndcg@100_a2c": 0.2068719066947724, + "eval_priorArt_ndcg@100_a2i": 0.2209214942258088, + "eval_priorArt_ndcg@100_c2a": 0.08108750802766963, + "eval_priorArt_ndcg@100_c2all": 0.2605611190122382, + "eval_priorArt_ndcg@100_c2c": 0.26736038819489405, + "eval_priorArt_ndcg@100_c2i": 0.1567279437255069, + "eval_priorArt_ndcg@100_i2a": 0.09634634032343853, + "eval_priorArt_ndcg@100_i2all": 0.24739602983619316, + "eval_priorArt_ndcg@100_i2c": 0.2622672320178723, + "eval_priorArt_ndcg@100_i2i": 0.1839531215829215, + "eval_priorArt_ndcg@10_a2a": 0.21828188580589464, + "eval_priorArt_ndcg@10_a2all": 0.20817086980664756, + "eval_priorArt_ndcg@10_a2c": 0.0747614737625599, + "eval_priorArt_ndcg@10_a2i": 0.08065130093309576, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1412254718157256, + "eval_priorArt_ndcg@10_c2c": 0.15209731827987166, + "eval_priorArt_ndcg@10_c2i": 0.08739771126280854, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15315621863469717, + "eval_priorArt_ndcg@10_i2c": 0.16298970910635066, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.2561739774331226, + "eval_priorArt_ndcg@20_a2all": 0.2354988601580424, + "eval_priorArt_ndcg@20_a2c": 0.13389568947128472, + "eval_priorArt_ndcg@20_a2i": 0.15269199124965807, + "eval_priorArt_ndcg@20_c2a": 0.03581056993266006, + "eval_priorArt_ndcg@20_c2all": 0.2162953132872881, + "eval_priorArt_ndcg@20_c2c": 0.22254091485145464, + "eval_priorArt_ndcg@20_c2i": 0.09506205117237677, + "eval_priorArt_ndcg@20_i2a": 0.04406897642692427, + "eval_priorArt_ndcg@20_i2all": 0.1752759253262038, + "eval_priorArt_ndcg@20_i2c": 0.20446954895733804, + "eval_priorArt_ndcg@20_i2i": 0.1387920028360317, + "eval_priorArt_ndcg@50_a2a": 0.30573048610984016, + "eval_priorArt_ndcg@50_a2all": 0.30704330177171346, + "eval_priorArt_ndcg@50_a2c": 0.18718067145709333, + "eval_priorArt_ndcg@50_a2i": 0.19189087993711332, + "eval_priorArt_ndcg@50_c2a": 0.07020837449617587, + "eval_priorArt_ndcg@50_c2all": 0.2387161294147801, + "eval_priorArt_ndcg@50_c2c": 0.24546280866393894, + "eval_priorArt_ndcg@50_c2i": 0.14555952747089534, + "eval_priorArt_ndcg@50_i2a": 0.06875704325197543, + "eval_priorArt_ndcg@50_i2all": 0.22151949989540598, + "eval_priorArt_ndcg@50_i2c": 0.22978740490642718, + "eval_priorArt_ndcg@50_i2i": 0.15866139986822722, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.22916666666666666, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.425, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6875000000000001, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5166666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.2375, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5375, + "eval_priorArt_recall@20_a2all": 0.4625, + "eval_priorArt_recall@20_a2c": 0.3333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4625, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.17916666666666667, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.525, + "eval_priorArt_recall@50_c2a": 0.18333333333333332, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5458333333333333, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.19166666666666665, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4708333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.31823772670649353, + "eval_singularentropy_claim": 0.3749481762305405, + "eval_singularentropy_global": 0.31892979686476913, + "eval_singularentropy_invention": 0.36520751353697894, + "eval_uniformity_abstract": -3.058256149291992, + "eval_uniformity_claim": -2.1002793312072754, + "eval_uniformity_global": -2.6871721744537354, + "eval_uniformity_invention": -2.4518680572509766, + "step": 2625 + }, + { + "epoch": 0.4844354393074231, + "grad_norm": 0.002678381744772196, + "learning_rate": 6.137664145148339e-06, + "loss": 0.0002, + "step": 2630 + }, + { + "epoch": 0.48627739915269846, + "grad_norm": 0.004702453967183828, + "learning_rate": 6.106335175288139e-06, + "loss": 0.0002, + "step": 2640 + }, + { + "epoch": 0.4881193589979738, + "grad_norm": 0.001599484938196838, + "learning_rate": 6.074960467335842e-06, + "loss": 0.0002, + "step": 2650 + }, + { + "epoch": 0.4899613188432492, + "grad_norm": 0.004478198941797018, + "learning_rate": 6.043541318384148e-06, + "loss": 0.0003, + "step": 2660 + }, + { + "epoch": 0.4918032786885246, + "grad_norm": 0.0029749488458037376, + "learning_rate": 6.0120790273630415e-06, + "loss": 0.0002, + "step": 2670 + }, + { + "epoch": 0.4936452385338, + "grad_norm": 0.0030477112159132957, + "learning_rate": 5.980574894986081e-06, + "loss": 0.0001, + "step": 2680 + }, + { + "epoch": 0.49548719837907534, + "grad_norm": 0.00571827869862318, + "learning_rate": 5.9490302236966306e-06, + "loss": 0.0001, + "step": 2690 + }, + { + "epoch": 0.4973291582243507, + "grad_norm": 0.007228786125779152, + "learning_rate": 5.917446317614012e-06, + "loss": 0.0004, + "step": 2700 + }, + { + "epoch": 0.4991711180696261, + "grad_norm": 0.0017231933306902647, + "learning_rate": 5.885824482479596e-06, + "loss": 0.0001, + "step": 2710 + }, + { + "epoch": 0.5010130779149015, + "grad_norm": 0.002064647153019905, + "learning_rate": 5.854166025602812e-06, + "loss": 0.0003, + "step": 2720 + }, + { + "epoch": 0.5028550377601768, + "grad_norm": 0.00215111649595201, + "learning_rate": 5.822472255807106e-06, + "loss": 0.0002, + "step": 2730 + }, + { + "epoch": 0.5046969976054522, + "grad_norm": 0.002327631926164031, + "learning_rate": 5.790744483375829e-06, + "loss": 0.0001, + "step": 2740 + }, + { + "epoch": 0.5065389574507275, + "grad_norm": 0.0021950043737888336, + "learning_rate": 5.758984019998071e-06, + "loss": 0.0001, + "step": 2750 + }, + { + "epoch": 0.5065389574507275, + "eval_alignment_abstract": { + "mean_alignment": 0.8858541250228882 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6640098690986633 + }, + "eval_alignment_global": { + "mean_alignment": 0.9540615081787109 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7416942715644836 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.96, + "eval_ipc_cls_abstract_precision@1": 54.72, + "eval_ipc_cls_abstract_precision@3": 28.266666666666662, + "eval_ipc_cls_abstract_precision@5": 19.208, + "eval_ipc_cls_global_accuracy_primary": 49.96, + "eval_ipc_cls_global_precision@1": 54.72, + "eval_ipc_cls_global_precision@3": 28.266666666666662, + "eval_ipc_cls_global_precision@5": 19.208, + "eval_ipc_knn_abstract_accuracy_primary": 44.04, + "eval_ipc_knn_abstract_precision@1": 47.24, + "eval_ipc_knn_abstract_precision@3": 19.146666666666665, + "eval_ipc_knn_abstract_precision@5": 11.64, + "eval_ipc_knn_global_accuracy_primary": 44.04, + "eval_ipc_knn_global_precision@1": 47.24, + "eval_ipc_knn_global_precision@3": 19.146666666666665, + "eval_ipc_knn_global_precision@5": 11.64, + "eval_priorArt_ndcg@100_a2a": 0.32469808860263566, + "eval_priorArt_ndcg@100_a2all": 0.3256488513180927, + "eval_priorArt_ndcg@100_a2c": 0.20741273580388048, + "eval_priorArt_ndcg@100_a2i": 0.22116109007191023, + "eval_priorArt_ndcg@100_c2a": 0.08089160565334398, + "eval_priorArt_ndcg@100_c2all": 0.26042519929713165, + "eval_priorArt_ndcg@100_c2c": 0.26591151810286995, + "eval_priorArt_ndcg@100_c2i": 0.1570547179935196, + "eval_priorArt_ndcg@100_i2a": 0.09631591520300539, + "eval_priorArt_ndcg@100_i2all": 0.2428138816280346, + "eval_priorArt_ndcg@100_i2c": 0.2617398027590389, + "eval_priorArt_ndcg@100_i2i": 0.19315182005568848, + "eval_priorArt_ndcg@10_a2a": 0.21828188580589464, + "eval_priorArt_ndcg@10_a2all": 0.2077283344647624, + "eval_priorArt_ndcg@10_a2c": 0.07548054064111742, + "eval_priorArt_ndcg@10_a2i": 0.08065130093309576, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.1413142357163287, + "eval_priorArt_ndcg@10_c2c": 0.15100032228752452, + "eval_priorArt_ndcg@10_c2i": 0.08739771126280854, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15315621863469717, + "eval_priorArt_ndcg@10_i2c": 0.1562071104347283, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.2560794013402194, + "eval_priorArt_ndcg@20_a2all": 0.2297142846030677, + "eval_priorArt_ndcg@20_a2c": 0.13454881846609748, + "eval_priorArt_ndcg@20_a2i": 0.15309203138289498, + "eval_priorArt_ndcg@20_c2a": 0.03581056993266006, + "eval_priorArt_ndcg@20_c2all": 0.20929063209459153, + "eval_priorArt_ndcg@20_c2c": 0.2211563479791198, + "eval_priorArt_ndcg@20_c2i": 0.10628156335307308, + "eval_priorArt_ndcg@20_i2a": 0.03876350339770894, + "eval_priorArt_ndcg@20_i2all": 0.1752759253262038, + "eval_priorArt_ndcg@20_i2c": 0.19970942431291733, + "eval_priorArt_ndcg@20_i2i": 0.13876725083977165, + "eval_priorArt_ndcg@50_a2a": 0.30565148791377617, + "eval_priorArt_ndcg@50_a2all": 0.3065591388816548, + "eval_priorArt_ndcg@50_a2c": 0.1877878755719164, + "eval_priorArt_ndcg@50_a2i": 0.19206424471310343, + "eval_priorArt_ndcg@50_c2a": 0.0699833270187713, + "eval_priorArt_ndcg@50_c2all": 0.23863116709207216, + "eval_priorArt_ndcg@50_c2c": 0.2482049863727715, + "eval_priorArt_ndcg@50_c2i": 0.14588630173890801, + "eval_priorArt_ndcg@50_i2a": 0.0686899074771618, + "eval_priorArt_ndcg@50_i2all": 0.22153420793143502, + "eval_priorArt_ndcg@50_i2c": 0.22929530339291476, + "eval_priorArt_ndcg@50_i2i": 0.15860580236329203, + "eval_priorArt_recall@100_a2a": 0.8083333333333333, + "eval_priorArt_recall@100_a2all": 0.8333333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.22916666666666666, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.425, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5666666666666667, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.2208333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5375, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.3333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4375, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.075, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3583333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.525, + "eval_priorArt_recall@50_c2a": 0.18333333333333332, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.19166666666666665, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4708333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3185631150215815, + "eval_singularentropy_claim": 0.375154044908738, + "eval_singularentropy_global": 0.31921187858499006, + "eval_singularentropy_invention": 0.36542362155531394, + "eval_uniformity_abstract": -3.05622935295105, + "eval_uniformity_claim": -2.1015465259552, + "eval_uniformity_global": -2.687657117843628, + "eval_uniformity_invention": -2.452962875366211, + "step": 2750 + }, + { + "epoch": 0.508380917296003, + "grad_norm": 0.002362807746976614, + "learning_rate": 5.727192178714428e-06, + "loss": 0.0001, + "step": 2760 + }, + { + "epoch": 0.5102228771412783, + "grad_norm": 0.0029184920713305473, + "learning_rate": 5.6953702738627215e-06, + "loss": 0.0001, + "step": 2770 + }, + { + "epoch": 0.5120648369865537, + "grad_norm": 0.0022042447235435247, + "learning_rate": 5.6635196210236635e-06, + "loss": 0.0001, + "step": 2780 + }, + { + "epoch": 0.513906796831829, + "grad_norm": 0.0022356733679771423, + "learning_rate": 5.631641536966458e-06, + "loss": 0.0005, + "step": 2790 + }, + { + "epoch": 0.5157487566771044, + "grad_norm": 0.0019695013761520386, + "learning_rate": 5.5997373395943765e-06, + "loss": 0.0001, + "step": 2800 + }, + { + "epoch": 0.5175907165223798, + "grad_norm": 0.14381270110607147, + "learning_rate": 5.567808347890266e-06, + "loss": 0.0004, + "step": 2810 + }, + { + "epoch": 0.5194326763676552, + "grad_norm": 0.0018412650097161531, + "learning_rate": 5.535855881862018e-06, + "loss": 0.0001, + "step": 2820 + }, + { + "epoch": 0.5212746362129306, + "grad_norm": 0.0017296590376645327, + "learning_rate": 5.503881262487999e-06, + "loss": 0.0002, + "step": 2830 + }, + { + "epoch": 0.5231165960582059, + "grad_norm": 0.0019963951781392097, + "learning_rate": 5.471885811662442e-06, + "loss": 0.0001, + "step": 2840 + }, + { + "epoch": 0.5249585559034813, + "grad_norm": 0.00650557829067111, + "learning_rate": 5.4398708521407895e-06, + "loss": 0.0006, + "step": 2850 + }, + { + "epoch": 0.5268005157487566, + "grad_norm": 0.005117426626384258, + "learning_rate": 5.407837707485015e-06, + "loss": 0.0001, + "step": 2860 + }, + { + "epoch": 0.5286424755940321, + "grad_norm": 0.0018826887244358659, + "learning_rate": 5.375787702008903e-06, + "loss": 0.0003, + "step": 2870 + }, + { + "epoch": 0.5295634555166697, + "eval_alignment_abstract": { + "mean_alignment": 0.8829395174980164 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6675798296928406 + }, + "eval_alignment_global": { + "mean_alignment": 0.9515663981437683 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7416093945503235 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.76, + "eval_ipc_cls_abstract_precision@1": 54.52, + "eval_ipc_cls_abstract_precision@3": 28.333333333333332, + "eval_ipc_cls_abstract_precision@5": 19.304000000000002, + "eval_ipc_cls_global_accuracy_primary": 49.76, + "eval_ipc_cls_global_precision@1": 54.52, + "eval_ipc_cls_global_precision@3": 28.333333333333332, + "eval_ipc_cls_global_precision@5": 19.304000000000002, + "eval_ipc_knn_abstract_accuracy_primary": 44.32, + "eval_ipc_knn_abstract_precision@1": 47.56, + "eval_ipc_knn_abstract_precision@3": 19.306666666666665, + "eval_ipc_knn_abstract_precision@5": 11.744, + "eval_ipc_knn_global_accuracy_primary": 44.32, + "eval_ipc_knn_global_precision@1": 47.56, + "eval_ipc_knn_global_precision@3": 19.306666666666665, + "eval_ipc_knn_global_precision@5": 11.744, + "eval_priorArt_ndcg@100_a2a": 0.3287017557329037, + "eval_priorArt_ndcg@100_a2all": 0.3229076126519729, + "eval_priorArt_ndcg@100_a2c": 0.21012760940772218, + "eval_priorArt_ndcg@100_a2i": 0.22905773672079296, + "eval_priorArt_ndcg@100_c2a": 0.08957916188009254, + "eval_priorArt_ndcg@100_c2all": 0.26055124169345645, + "eval_priorArt_ndcg@100_c2c": 0.2661303088017518, + "eval_priorArt_ndcg@100_c2i": 0.1619853187864722, + "eval_priorArt_ndcg@100_i2a": 0.0979249843756706, + "eval_priorArt_ndcg@100_i2all": 0.24358834821616013, + "eval_priorArt_ndcg@100_i2c": 0.26190547572964945, + "eval_priorArt_ndcg@100_i2i": 0.19391366058278792, + "eval_priorArt_ndcg@10_a2a": 0.21828188580589464, + "eval_priorArt_ndcg@10_a2all": 0.2077283344647624, + "eval_priorArt_ndcg@10_a2c": 0.0764365156152809, + "eval_priorArt_ndcg@10_a2i": 0.08785518399566436, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.140951682886, + "eval_priorArt_ndcg@10_c2c": 0.14329346745197005, + "eval_priorArt_ndcg@10_c2i": 0.0878441860718123, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15403514054191772, + "eval_priorArt_ndcg@10_i2c": 0.15654580956588346, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.2564672026851116, + "eval_priorArt_ndcg@20_a2all": 0.22997285654308858, + "eval_priorArt_ndcg@20_a2c": 0.1367198882778863, + "eval_priorArt_ndcg@20_a2i": 0.1672756831387011, + "eval_priorArt_ndcg@20_c2a": 0.03614563798437718, + "eval_priorArt_ndcg@20_c2all": 0.20913819771564673, + "eval_priorArt_ndcg@20_c2c": 0.22094966538246968, + "eval_priorArt_ndcg@20_c2i": 0.11416659512677692, + "eval_priorArt_ndcg@20_i2a": 0.04450396813400983, + "eval_priorArt_ndcg@20_i2all": 0.17627219241059494, + "eval_priorArt_ndcg@20_i2c": 0.20426649412460124, + "eval_priorArt_ndcg@20_i2i": 0.13937423249035313, + "eval_priorArt_ndcg@50_a2a": 0.3060884210601923, + "eval_priorArt_ndcg@50_a2all": 0.30672750714695185, + "eval_priorArt_ndcg@50_a2c": 0.190225856108302, + "eval_priorArt_ndcg@50_a2i": 0.19986512894050534, + "eval_priorArt_ndcg@50_c2a": 0.07493929120472007, + "eval_priorArt_ndcg@50_c2all": 0.23877713891800517, + "eval_priorArt_ndcg@50_c2c": 0.24842688191870682, + "eval_priorArt_ndcg@50_c2i": 0.14721769195986137, + "eval_priorArt_ndcg@50_i2a": 0.0696841417221621, + "eval_priorArt_ndcg@50_i2all": 0.22241087330923698, + "eval_priorArt_ndcg@50_i2c": 0.224020395922697, + "eval_priorArt_ndcg@50_i2i": 0.1591358390340964, + "eval_priorArt_recall@100_a2a": 0.825, + "eval_priorArt_recall@100_a2all": 0.8208333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.26666666666666666, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.4416666666666666, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5666666666666667, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.2125, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.2208333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5375, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.3333333333333333, + "eval_priorArt_recall@20_a2i": 0.39583333333333337, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4375, + "eval_priorArt_recall@20_c2c": 0.4625, + "eval_priorArt_recall@20_c2i": 0.25416666666666665, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.525, + "eval_priorArt_recall@50_c2a": 0.2, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.19166666666666665, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4458333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3196937680568505, + "eval_singularentropy_claim": 0.3745323309571426, + "eval_singularentropy_global": 0.31997463875879306, + "eval_singularentropy_invention": 0.36620846846895483, + "eval_uniformity_abstract": -3.055250883102417, + "eval_uniformity_claim": -2.1177806854248047, + "eval_uniformity_global": -2.694422721862793, + "eval_uniformity_invention": -2.460019111633301, + "step": 2875 + }, + { + "epoch": 0.5304844354393075, + "grad_norm": 0.001936078304424882, + "learning_rate": 5.3437221607232925e-06, + "loss": 0.0001, + "step": 2880 + }, + { + "epoch": 0.5323263952845828, + "grad_norm": 0.017908185720443726, + "learning_rate": 5.3116424092813065e-06, + "loss": 0.0002, + "step": 2890 + }, + { + "epoch": 0.5341683551298582, + "grad_norm": 0.013198683969676495, + "learning_rate": 5.279549773923547e-06, + "loss": 0.0001, + "step": 2900 + }, + { + "epoch": 0.5360103149751335, + "grad_norm": 0.01215930562466383, + "learning_rate": 5.247445581423257e-06, + "loss": 0.0008, + "step": 2910 + }, + { + "epoch": 0.5378522748204089, + "grad_norm": 0.02274821326136589, + "learning_rate": 5.215331159031479e-06, + "loss": 0.0006, + "step": 2920 + }, + { + "epoch": 0.5396942346656843, + "grad_norm": 0.0016118371859192848, + "learning_rate": 5.183207834422181e-06, + "loss": 0.0004, + "step": 2930 + }, + { + "epoch": 0.5415361945109597, + "grad_norm": 0.0030972566455602646, + "learning_rate": 5.151076935637359e-06, + "loss": 0.0004, + "step": 2940 + }, + { + "epoch": 0.543378154356235, + "grad_norm": 0.0018771826289594173, + "learning_rate": 5.118939791032148e-06, + "loss": 0.0001, + "step": 2950 + }, + { + "epoch": 0.5452201142015104, + "grad_norm": 0.002150523941963911, + "learning_rate": 5.086797729219893e-06, + "loss": 0.0006, + "step": 2960 + }, + { + "epoch": 0.5470620740467858, + "grad_norm": 0.005988930817693472, + "learning_rate": 5.054652079017229e-06, + "loss": 0.0001, + "step": 2970 + }, + { + "epoch": 0.5489040338920611, + "grad_norm": 0.0032981170807033777, + "learning_rate": 5.02250416938914e-06, + "loss": 0.0002, + "step": 2980 + }, + { + "epoch": 0.5507459937373366, + "grad_norm": 0.10350753366947174, + "learning_rate": 4.990355329394019e-06, + "loss": 0.0005, + "step": 2990 + }, + { + "epoch": 0.5525879535826119, + "grad_norm": 0.0016282519791275263, + "learning_rate": 4.958206888128726e-06, + "loss": 0.0003, + "step": 3000 + }, + { + "epoch": 0.5525879535826119, + "eval_alignment_abstract": { + "mean_alignment": 0.888411819934845 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6734010577201843 + }, + "eval_alignment_global": { + "mean_alignment": 0.957021176815033 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7466927170753479 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.919999999999995, + "eval_ipc_cls_abstract_precision@1": 54.64, + "eval_ipc_cls_abstract_precision@3": 28.226666666666667, + "eval_ipc_cls_abstract_precision@5": 19.304, + "eval_ipc_cls_global_accuracy_primary": 49.919999999999995, + "eval_ipc_cls_global_precision@1": 54.64, + "eval_ipc_cls_global_precision@3": 28.226666666666667, + "eval_ipc_cls_global_precision@5": 19.304, + "eval_ipc_knn_abstract_accuracy_primary": 44.0, + "eval_ipc_knn_abstract_precision@1": 47.28, + "eval_ipc_knn_abstract_precision@3": 19.21333333333333, + "eval_ipc_knn_abstract_precision@5": 11.688, + "eval_ipc_knn_global_accuracy_primary": 44.0, + "eval_ipc_knn_global_precision@1": 47.28, + "eval_ipc_knn_global_precision@3": 19.21333333333333, + "eval_ipc_knn_global_precision@5": 11.688, + "eval_priorArt_ndcg@100_a2a": 0.3229029107007652, + "eval_priorArt_ndcg@100_a2all": 0.32098049288825703, + "eval_priorArt_ndcg@100_a2c": 0.20847565611640123, + "eval_priorArt_ndcg@100_a2i": 0.2312874490920752, + "eval_priorArt_ndcg@100_c2a": 0.0893806270002278, + "eval_priorArt_ndcg@100_c2all": 0.25953567001459965, + "eval_priorArt_ndcg@100_c2c": 0.2629049237361302, + "eval_priorArt_ndcg@100_c2i": 0.16123138121679287, + "eval_priorArt_ndcg@100_i2a": 0.09750698436660352, + "eval_priorArt_ndcg@100_i2all": 0.24335259645087448, + "eval_priorArt_ndcg@100_i2c": 0.2614422178007283, + "eval_priorArt_ndcg@100_i2i": 0.19310164240172584, + "eval_priorArt_ndcg@10_a2a": 0.2161063019978709, + "eval_priorArt_ndcg@10_a2all": 0.20588718211844656, + "eval_priorArt_ndcg@10_a2c": 0.07589980496735008, + "eval_priorArt_ndcg@10_a2i": 0.08998045768617127, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.14006518405628404, + "eval_priorArt_ndcg@10_c2c": 0.14801603603831928, + "eval_priorArt_ndcg@10_c2i": 0.0878441860718123, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15403514054191772, + "eval_priorArt_ndcg@10_i2c": 0.14768384522668107, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.25945560020819386, + "eval_priorArt_ndcg@20_a2all": 0.22795364531478915, + "eval_priorArt_ndcg@20_a2c": 0.13605441727745188, + "eval_priorArt_ndcg@20_a2i": 0.16966706214624597, + "eval_priorArt_ndcg@20_c2a": 0.03614563798437718, + "eval_priorArt_ndcg@20_c2all": 0.20820424094651063, + "eval_priorArt_ndcg@20_c2c": 0.211352127039459, + "eval_priorArt_ndcg@20_c2i": 0.10683164745928027, + "eval_priorArt_ndcg@20_i2a": 0.04450396813400983, + "eval_priorArt_ndcg@20_i2all": 0.1761935171631817, + "eval_priorArt_ndcg@20_i2c": 0.20395618398878476, + "eval_priorArt_ndcg@20_i2i": 0.13873998512811161, + "eval_priorArt_ndcg@50_a2a": 0.3038666259053241, + "eval_priorArt_ndcg@50_a2all": 0.3048264330078146, + "eval_priorArt_ndcg@50_a2c": 0.18865341980514014, + "eval_priorArt_ndcg@50_a2i": 0.20204105699125874, + "eval_priorArt_ndcg@50_c2a": 0.07481607760764643, + "eval_priorArt_ndcg@50_c2all": 0.24191034383626753, + "eval_priorArt_ndcg@50_c2c": 0.24525378673921852, + "eval_priorArt_ndcg@50_c2i": 0.14652330421313822, + "eval_priorArt_ndcg@50_i2a": 0.07358552103469693, + "eval_priorArt_ndcg@50_i2all": 0.2221897401061513, + "eval_priorArt_ndcg@50_i2c": 0.22358885302567172, + "eval_priorArt_ndcg@50_i2i": 0.15850159167185485, + "eval_priorArt_recall@100_a2a": 0.8083333333333333, + "eval_priorArt_recall@100_a2all": 0.8208333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.26666666666666666, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.4416666666666666, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5666666666666667, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5541666666666666, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.33749999999999997, + "eval_priorArt_recall@20_a2i": 0.39583333333333337, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4375, + "eval_priorArt_recall@20_c2c": 0.4375, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.525, + "eval_priorArt_recall@50_c2a": 0.2, + "eval_priorArt_recall@50_c2all": 0.5625, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.20833333333333331, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.4458333333333333, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3203170492247689, + "eval_singularentropy_claim": 0.3743153056642526, + "eval_singularentropy_global": 0.3203945383868267, + "eval_singularentropy_invention": 0.3666218128146474, + "eval_uniformity_abstract": -3.0538971424102783, + "eval_uniformity_claim": -2.1227402687072754, + "eval_uniformity_global": -2.6958167552948, + "eval_uniformity_invention": -2.4592771530151367, + "step": 3000 + }, + { + "epoch": 0.5544299134278873, + "grad_norm": 0.004963443148881197, + "learning_rate": 4.926060174673632e-06, + "loss": 0.0002, + "step": 3010 + }, + { + "epoch": 0.5562718732731626, + "grad_norm": 0.002202578354626894, + "learning_rate": 4.893916518037678e-06, + "loss": 0.0001, + "step": 3020 + }, + { + "epoch": 0.558113833118438, + "grad_norm": 0.0020265334751456976, + "learning_rate": 4.861777247103434e-06, + "loss": 0.0001, + "step": 3030 + }, + { + "epoch": 0.5599557929637133, + "grad_norm": 0.003852986730635166, + "learning_rate": 4.82964369057215e-06, + "loss": 0.0001, + "step": 3040 + }, + { + "epoch": 0.5617977528089888, + "grad_norm": 0.0013680985430255532, + "learning_rate": 4.7975171769088366e-06, + "loss": 0.0002, + "step": 3050 + }, + { + "epoch": 0.5636397126542642, + "grad_norm": 0.0024287232663482428, + "learning_rate": 4.765399034287335e-06, + "loss": 0.0002, + "step": 3060 + }, + { + "epoch": 0.5654816724995395, + "grad_norm": 0.0028371307998895645, + "learning_rate": 4.733290590535414e-06, + "loss": 0.0002, + "step": 3070 + }, + { + "epoch": 0.5673236323448149, + "grad_norm": 0.0030053313821554184, + "learning_rate": 4.701193173079867e-06, + "loss": 0.0001, + "step": 3080 + }, + { + "epoch": 0.5691655921900902, + "grad_norm": 0.0018654169980436563, + "learning_rate": 4.669108108891644e-06, + "loss": 0.0002, + "step": 3090 + }, + { + "epoch": 0.5710075520353657, + "grad_norm": 0.0015230192802846432, + "learning_rate": 4.637036724430981e-06, + "loss": 0.0001, + "step": 3100 + }, + { + "epoch": 0.572849511880641, + "grad_norm": 0.003107755444943905, + "learning_rate": 4.6049803455925725e-06, + "loss": 0.0001, + "step": 3110 + }, + { + "epoch": 0.5746914717259164, + "grad_norm": 0.0014785880921408534, + "learning_rate": 4.572940297650747e-06, + "loss": 0.0002, + "step": 3120 + }, + { + "epoch": 0.575612451648554, + "eval_alignment_abstract": { + "mean_alignment": 0.8913760781288147 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6771268844604492 + }, + "eval_alignment_global": { + "mean_alignment": 0.9594613313674927 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7503495216369629 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.64, + "eval_ipc_cls_abstract_precision@1": 54.279999999999994, + "eval_ipc_cls_abstract_precision@3": 28.133333333333333, + "eval_ipc_cls_abstract_precision@5": 19.208000000000002, + "eval_ipc_cls_global_accuracy_primary": 49.64, + "eval_ipc_cls_global_precision@1": 54.279999999999994, + "eval_ipc_cls_global_precision@3": 28.133333333333333, + "eval_ipc_cls_global_precision@5": 19.208000000000002, + "eval_ipc_knn_abstract_accuracy_primary": 43.76, + "eval_ipc_knn_abstract_precision@1": 46.92, + "eval_ipc_knn_abstract_precision@3": 19.026666666666664, + "eval_ipc_knn_abstract_precision@5": 11.575999999999999, + "eval_ipc_knn_global_accuracy_primary": 43.76, + "eval_ipc_knn_global_precision@1": 46.92, + "eval_ipc_knn_global_precision@3": 19.026666666666664, + "eval_ipc_knn_global_precision@5": 11.575999999999999, + "eval_priorArt_ndcg@100_a2a": 0.322804759628294, + "eval_priorArt_ndcg@100_a2all": 0.3215697422487349, + "eval_priorArt_ndcg@100_a2c": 0.20955239655031316, + "eval_priorArt_ndcg@100_a2i": 0.22460906254661211, + "eval_priorArt_ndcg@100_c2a": 0.08993577997251262, + "eval_priorArt_ndcg@100_c2all": 0.2635776906456845, + "eval_priorArt_ndcg@100_c2c": 0.26659311848860423, + "eval_priorArt_ndcg@100_c2i": 0.1570791106991974, + "eval_priorArt_ndcg@100_i2a": 0.09769277530214662, + "eval_priorArt_ndcg@100_i2all": 0.24325212361751797, + "eval_priorArt_ndcg@100_i2c": 0.26116795249443403, + "eval_priorArt_ndcg@100_i2i": 0.19320193670022148, + "eval_priorArt_ndcg@10_a2a": 0.2157676028667157, + "eval_priorArt_ndcg@10_a2all": 0.2059153034870674, + "eval_priorArt_ndcg@10_a2c": 0.07609781648412572, + "eval_priorArt_ndcg@10_a2i": 0.09163853896280506, + "eval_priorArt_ndcg@10_c2a": 0.02346393630113782, + "eval_priorArt_ndcg@10_c2all": 0.14504620862366807, + "eval_priorArt_ndcg@10_c2c": 0.14636791419700407, + "eval_priorArt_ndcg@10_c2i": 0.08739771126280854, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15403514054191772, + "eval_priorArt_ndcg@10_i2c": 0.14768384522668107, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.25911690107703866, + "eval_priorArt_ndcg@20_a2all": 0.22829408955965774, + "eval_priorArt_ndcg@20_a2c": 0.1415386148304526, + "eval_priorArt_ndcg@20_a2i": 0.15638364944429142, + "eval_priorArt_ndcg@20_c2a": 0.036349886651167354, + "eval_priorArt_ndcg@20_c2all": 0.2056297389830155, + "eval_priorArt_ndcg@20_c2c": 0.21551775796052555, + "eval_priorArt_ndcg@20_c2i": 0.11312769431761552, + "eval_priorArt_ndcg@20_i2a": 0.04476448878717784, + "eval_priorArt_ndcg@20_i2all": 0.1761935171631817, + "eval_priorArt_ndcg@20_i2c": 0.20388380822116678, + "eval_priorArt_ndcg@20_i2i": 0.13849105126682634, + "eval_priorArt_ndcg@50_a2a": 0.3037604556238469, + "eval_priorArt_ndcg@50_a2all": 0.3054156823682925, + "eval_priorArt_ndcg@50_a2c": 0.1898672243233349, + "eval_priorArt_ndcg@50_a2i": 0.19543437757219068, + "eval_priorArt_ndcg@50_c2a": 0.0752824988706851, + "eval_priorArt_ndcg@50_c2all": 0.24193515165920615, + "eval_priorArt_ndcg@50_c2c": 0.24491421752765694, + "eval_priorArt_ndcg@50_c2i": 0.1458575888190406, + "eval_priorArt_ndcg@50_i2a": 0.06968620409579022, + "eval_priorArt_ndcg@50_i2all": 0.22624344867339946, + "eval_priorArt_ndcg@50_i2c": 0.22349130771732914, + "eval_priorArt_ndcg@50_i2i": 0.1626190468246736, + "eval_priorArt_recall@100_a2a": 0.8083333333333333, + "eval_priorArt_recall@100_a2all": 0.8208333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.26666666666666666, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.425, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5666666666666667, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.15416666666666667, + "eval_priorArt_recall@10_c2a": 0.016666666666666666, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.2125, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5541666666666666, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.35, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4375, + "eval_priorArt_recall@20_c2i": 0.25416666666666665, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.525, + "eval_priorArt_recall@50_c2a": 0.2, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5458333333333333, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.19166666666666665, + "eval_priorArt_recall@50_i2all": 0.5791666666666667, + "eval_priorArt_recall@50_i2c": 0.4458333333333333, + "eval_priorArt_recall@50_i2i": 0.4166666666666667, + "eval_singularentropy_abstract": 0.32013908843750827, + "eval_singularentropy_claim": 0.3738592124922189, + "eval_singularentropy_global": 0.32006010110530836, + "eval_singularentropy_invention": 0.36587644367112404, + "eval_uniformity_abstract": -3.0514960289001465, + "eval_uniformity_claim": -2.128230333328247, + "eval_uniformity_global": -2.6982667446136475, + "eval_uniformity_invention": -2.463365077972412, + "step": 3125 + }, + { + "epoch": 0.5765334315711917, + "grad_norm": 0.00412967661395669, + "learning_rate": 4.5409179052046805e-06, + "loss": 0.0001, + "step": 3130 + }, + { + "epoch": 0.5783753914164671, + "grad_norm": 0.0037966775707900524, + "learning_rate": 4.508914492123642e-06, + "loss": 0.0004, + "step": 3140 + }, + { + "epoch": 0.5802173512617425, + "grad_norm": 0.0016234375070780516, + "learning_rate": 4.476931381492247e-06, + "loss": 0.0001, + "step": 3150 + }, + { + "epoch": 0.5820593111070179, + "grad_norm": 0.024808835238218307, + "learning_rate": 4.444969895555774e-06, + "loss": 0.0002, + "step": 3160 + }, + { + "epoch": 0.5839012709522933, + "grad_norm": 0.0019681097473949194, + "learning_rate": 4.413031355665492e-06, + "loss": 0.0006, + "step": 3170 + }, + { + "epoch": 0.5857432307975686, + "grad_norm": 0.002246854593977332, + "learning_rate": 4.381117082224034e-06, + "loss": 0.0001, + "step": 3180 + }, + { + "epoch": 0.587585190642844, + "grad_norm": 0.0019996443297713995, + "learning_rate": 4.349228394630808e-06, + "loss": 0.0002, + "step": 3190 + }, + { + "epoch": 0.5894271504881193, + "grad_norm": 0.005305434577167034, + "learning_rate": 4.3173666112274585e-06, + "loss": 0.0003, + "step": 3200 + }, + { + "epoch": 0.5912691103333947, + "grad_norm": 0.0025091874413192272, + "learning_rate": 4.2855330492433515e-06, + "loss": 0.0001, + "step": 3210 + }, + { + "epoch": 0.5931110701786702, + "grad_norm": 0.0019958135671913624, + "learning_rate": 4.253729024741126e-06, + "loss": 0.0007, + "step": 3220 + }, + { + "epoch": 0.5949530300239455, + "grad_norm": 0.003529476700350642, + "learning_rate": 4.221955852562281e-06, + "loss": 0.0004, + "step": 3230 + }, + { + "epoch": 0.5967949898692209, + "grad_norm": 0.014021509326994419, + "learning_rate": 4.190214846272821e-06, + "loss": 0.0005, + "step": 3240 + }, + { + "epoch": 0.5986369497144962, + "grad_norm": 0.0020044848788529634, + "learning_rate": 4.158507318108949e-06, + "loss": 0.0005, + "step": 3250 + }, + { + "epoch": 0.5986369497144962, + "eval_alignment_abstract": { + "mean_alignment": 0.8922858238220215 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6805873513221741 + }, + "eval_alignment_global": { + "mean_alignment": 0.9602594971656799 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7526717185974121 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.44, + "eval_ipc_cls_abstract_precision@1": 54.120000000000005, + "eval_ipc_cls_abstract_precision@3": 28.10666666666667, + "eval_ipc_cls_abstract_precision@5": 19.2, + "eval_ipc_cls_global_accuracy_primary": 49.44, + "eval_ipc_cls_global_precision@1": 54.120000000000005, + "eval_ipc_cls_global_precision@3": 28.10666666666667, + "eval_ipc_cls_global_precision@5": 19.2, + "eval_ipc_knn_abstract_accuracy_primary": 43.72, + "eval_ipc_knn_abstract_precision@1": 46.72, + "eval_ipc_knn_abstract_precision@3": 19.01333333333333, + "eval_ipc_knn_abstract_precision@5": 11.559999999999999, + "eval_ipc_knn_global_accuracy_primary": 43.72, + "eval_ipc_knn_global_precision@1": 46.72, + "eval_ipc_knn_global_precision@3": 19.01333333333333, + "eval_ipc_knn_global_precision@5": 11.559999999999999, + "eval_priorArt_ndcg@100_a2a": 0.3220821125457958, + "eval_priorArt_ndcg@100_a2all": 0.32103561329505725, + "eval_priorArt_ndcg@100_a2c": 0.20872733588473427, + "eval_priorArt_ndcg@100_a2i": 0.22516604762794956, + "eval_priorArt_ndcg@100_c2a": 0.09094923018426719, + "eval_priorArt_ndcg@100_c2all": 0.26241940602547653, + "eval_priorArt_ndcg@100_c2c": 0.2656545265181412, + "eval_priorArt_ndcg@100_c2i": 0.15752266021601738, + "eval_priorArt_ndcg@100_i2a": 0.09825562101190824, + "eval_priorArt_ndcg@100_i2all": 0.24395785909295528, + "eval_priorArt_ndcg@100_i2c": 0.26184485604224184, + "eval_priorArt_ndcg@100_i2i": 0.1932472479550862, + "eval_priorArt_ndcg@10_a2a": 0.20690563852751329, + "eval_priorArt_ndcg@10_a2all": 0.2059153034870674, + "eval_priorArt_ndcg@10_a2c": 0.07609781648412572, + "eval_priorArt_ndcg@10_a2i": 0.09163853896280506, + "eval_priorArt_ndcg@10_c2a": 0.030527284944129273, + "eval_priorArt_ndcg@10_c2all": 0.14402775221460135, + "eval_priorArt_ndcg@10_c2c": 0.14509559152130688, + "eval_priorArt_ndcg@10_c2i": 0.08739771126280854, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15475420742047521, + "eval_priorArt_ndcg@10_i2c": 0.1484029121052386, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.24713093102884845, + "eval_priorArt_ndcg@20_a2all": 0.22784676536922555, + "eval_priorArt_ndcg@20_a2c": 0.13523514333011477, + "eval_priorArt_ndcg@20_a2i": 0.15686420799411044, + "eval_priorArt_ndcg@20_c2a": 0.03686813578574895, + "eval_priorArt_ndcg@20_c2all": 0.20461128257394878, + "eval_priorArt_ndcg@20_c2c": 0.21474494823375387, + "eval_priorArt_ndcg@20_c2i": 0.1135851190035887, + "eval_priorArt_ndcg@20_i2a": 0.045052610123892334, + "eval_priorArt_ndcg@20_i2all": 0.17691258404173923, + "eval_priorArt_ndcg@20_i2c": 0.20477370913970877, + "eval_priorArt_ndcg@20_i2i": 0.13837737486676416, + "eval_priorArt_ndcg@50_a2a": 0.29893022358864074, + "eval_priorArt_ndcg@50_a2all": 0.3048925926083375, + "eval_priorArt_ndcg@50_a2c": 0.18910886909490426, + "eval_priorArt_ndcg@50_a2i": 0.20016813453821763, + "eval_priorArt_ndcg@50_c2a": 0.07614935771088652, + "eval_priorArt_ndcg@50_c2all": 0.2408709381430545, + "eval_priorArt_ndcg@50_c2c": 0.24403497810236502, + "eval_priorArt_ndcg@50_c2i": 0.14630113833586061, + "eval_priorArt_ndcg@50_i2a": 0.07014109866666562, + "eval_priorArt_ndcg@50_i2all": 0.22698211517351324, + "eval_priorArt_ndcg@50_i2c": 0.22429324684906113, + "eval_priorArt_ndcg@50_i2i": 0.16250537042461144, + "eval_priorArt_recall@100_a2a": 0.8083333333333333, + "eval_priorArt_recall@100_a2all": 0.8208333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666667, + "eval_priorArt_recall@100_c2a": 0.26666666666666666, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.425, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5666666666666667, + "eval_priorArt_recall@10_a2a": 0.3791666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.15416666666666667, + "eval_priorArt_recall@10_c2a": 0.03333333333333333, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.2125, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.3333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4375, + "eval_priorArt_recall@20_c2i": 0.25416666666666665, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5416666666666666, + "eval_priorArt_recall@50_c2a": 0.2, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5458333333333333, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.19166666666666665, + "eval_priorArt_recall@50_i2all": 0.5791666666666667, + "eval_priorArt_recall@50_i2c": 0.4458333333333333, + "eval_priorArt_recall@50_i2i": 0.4166666666666667, + "eval_singularentropy_abstract": 0.32044369048295496, + "eval_singularentropy_claim": 0.37344375322486245, + "eval_singularentropy_global": 0.3202140476077955, + "eval_singularentropy_invention": 0.36600978317971977, + "eval_uniformity_abstract": -3.047083616256714, + "eval_uniformity_claim": -2.1352734565734863, + "eval_uniformity_global": -2.6986703872680664, + "eval_uniformity_invention": -2.463512897491455, + "step": 3250 + }, + { + "epoch": 0.6004789095597716, + "grad_norm": 0.004569970536977053, + "learning_rate": 4.126834578922816e-06, + "loss": 0.0002, + "step": 3260 + }, + { + "epoch": 0.6023208694050469, + "grad_norm": 0.13608402013778687, + "learning_rate": 4.095197938128325e-06, + "loss": 0.0002, + "step": 3270 + }, + { + "epoch": 0.6041628292503224, + "grad_norm": 0.0020776106975972652, + "learning_rate": 4.063598703647002e-06, + "loss": 0.0001, + "step": 3280 + }, + { + "epoch": 0.6060047890955977, + "grad_norm": 0.008876310661435127, + "learning_rate": 4.032038181853922e-06, + "loss": 0.0001, + "step": 3290 + }, + { + "epoch": 0.6078467489408731, + "grad_norm": 0.00222010537981987, + "learning_rate": 4.000517677523701e-06, + "loss": 0.0002, + "step": 3300 + }, + { + "epoch": 0.6096887087861484, + "grad_norm": 0.09550540894269943, + "learning_rate": 3.96903849377655e-06, + "loss": 0.0004, + "step": 3310 + }, + { + "epoch": 0.6115306686314238, + "grad_norm": 0.0015777734806761146, + "learning_rate": 3.93760193202441e-06, + "loss": 0.0001, + "step": 3320 + }, + { + "epoch": 0.6133726284766992, + "grad_norm": 0.0014446201967075467, + "learning_rate": 3.906209291917141e-06, + "loss": 0.0003, + "step": 3330 + }, + { + "epoch": 0.6152145883219746, + "grad_norm": 0.010326411575078964, + "learning_rate": 3.874861871288796e-06, + "loss": 0.0007, + "step": 3340 + }, + { + "epoch": 0.61705654816725, + "grad_norm": 0.003664596937596798, + "learning_rate": 3.843560966103965e-06, + "loss": 0.0001, + "step": 3350 + }, + { + "epoch": 0.6188985080125253, + "grad_norm": 0.007868736982345581, + "learning_rate": 3.8123078704041972e-06, + "loss": 0.0003, + "step": 3360 + }, + { + "epoch": 0.6207404678578007, + "grad_norm": 0.002561689354479313, + "learning_rate": 3.7811038762545027e-06, + "loss": 0.0004, + "step": 3370 + }, + { + "epoch": 0.6216614477804384, + "eval_alignment_abstract": { + "mean_alignment": 0.8942788243293762 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6782230734825134 + }, + "eval_alignment_global": { + "mean_alignment": 0.9612096548080444 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7522889971733093 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.4, + "eval_ipc_cls_abstract_precision@1": 54.08, + "eval_ipc_cls_abstract_precision@3": 28.02666666666667, + "eval_ipc_cls_abstract_precision@5": 19.264, + "eval_ipc_cls_global_accuracy_primary": 49.4, + "eval_ipc_cls_global_precision@1": 54.08, + "eval_ipc_cls_global_precision@3": 28.02666666666667, + "eval_ipc_cls_global_precision@5": 19.264, + "eval_ipc_knn_abstract_accuracy_primary": 43.6, + "eval_ipc_knn_abstract_precision@1": 46.68, + "eval_ipc_knn_abstract_precision@3": 18.986666666666665, + "eval_ipc_knn_abstract_precision@5": 11.536, + "eval_ipc_knn_global_accuracy_primary": 43.6, + "eval_ipc_knn_global_precision@1": 46.68, + "eval_ipc_knn_global_precision@3": 18.986666666666665, + "eval_ipc_knn_global_precision@5": 11.536, + "eval_priorArt_ndcg@100_a2a": 0.3184067273883438, + "eval_priorArt_ndcg@100_a2all": 0.32032495864175525, + "eval_priorArt_ndcg@100_a2c": 0.2084290668787124, + "eval_priorArt_ndcg@100_a2i": 0.22787297946044588, + "eval_priorArt_ndcg@100_c2a": 0.08317228357677761, + "eval_priorArt_ndcg@100_c2all": 0.2642207804423231, + "eval_priorArt_ndcg@100_c2c": 0.26776079686959725, + "eval_priorArt_ndcg@100_c2i": 0.1617120999780371, + "eval_priorArt_ndcg@100_i2a": 0.09430894174302892, + "eval_priorArt_ndcg@100_i2all": 0.24259453921191407, + "eval_priorArt_ndcg@100_i2c": 0.2604673632465052, + "eval_priorArt_ndcg@100_i2i": 0.18879702080173735, + "eval_priorArt_ndcg@10_a2a": 0.21491220696455007, + "eval_priorArt_ndcg@10_a2all": 0.20505990758490178, + "eval_priorArt_ndcg@10_a2c": 0.07609781648412572, + "eval_priorArt_ndcg@10_a2i": 0.08277657462360268, + "eval_priorArt_ndcg@10_c2a": 0.030246534972760208, + "eval_priorArt_ndcg@10_c2all": 0.14481383704061, + "eval_priorArt_ndcg@10_c2c": 0.17094818536092604, + "eval_priorArt_ndcg@10_c2i": 0.08793442191073939, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.15375439057054865, + "eval_priorArt_ndcg@10_i2c": 0.1473451460955259, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.2470236363318643, + "eval_priorArt_ndcg@20_a2all": 0.2276213509668204, + "eval_priorArt_ndcg@20_a2c": 0.1293124356066098, + "eval_priorArt_ndcg@20_a2i": 0.1562303640598847, + "eval_priorArt_ndcg@20_c2a": 0.03658738581437988, + "eval_priorArt_ndcg@20_c2all": 0.2066166965108925, + "eval_priorArt_ndcg@20_c2c": 0.21017287496251247, + "eval_priorArt_ndcg@20_c2i": 0.11436373342902426, + "eval_priorArt_ndcg@20_i2a": 0.04520961929362595, + "eval_priorArt_ndcg@20_i2all": 0.17139649527079315, + "eval_priorArt_ndcg@20_i2c": 0.19898412598113202, + "eval_priorArt_ndcg@20_i2i": 0.13870789625517235, + "eval_priorArt_ndcg@50_a2a": 0.29828082100503556, + "eval_priorArt_ndcg@50_a2all": 0.3042633114236966, + "eval_priorArt_ndcg@50_a2c": 0.1887674075694554, + "eval_priorArt_ndcg@50_a2i": 0.19934239483931004, + "eval_priorArt_ndcg@50_c2a": 0.07506978487465286, + "eval_priorArt_ndcg@50_c2all": 0.2427319727012332, + "eval_priorArt_ndcg@50_c2c": 0.24620420448782565, + "eval_priorArt_ndcg@50_c2i": 0.14708873261219899, + "eval_priorArt_ndcg@50_i2a": 0.06451809806107048, + "eval_priorArt_ndcg@50_i2all": 0.22570791912178895, + "eval_priorArt_ndcg@50_i2c": 0.22281239615274973, + "eval_priorArt_ndcg@50_i2i": 0.16276129773607403, + "eval_priorArt_recall@100_a2a": 0.7958333333333334, + "eval_priorArt_recall@100_a2all": 0.8208333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.2375, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6458333333333333, + "eval_priorArt_recall@100_c2i": 0.4416666666666666, + "eval_priorArt_recall@100_i2a": 0.32499999999999996, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5416666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.03333333333333333, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.2791666666666667, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.3041666666666667, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.29999999999999993, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4125, + "eval_priorArt_recall@20_c2i": 0.25416666666666665, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.35833333333333334, + "eval_priorArt_recall@20_i2c": 0.3583333333333333, + "eval_priorArt_recall@20_i2i": 0.3166666666666667, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5416666666666666, + "eval_priorArt_recall@50_c2a": 0.2, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5458333333333333, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.16666666666666666, + "eval_priorArt_recall@50_i2all": 0.5791666666666667, + "eval_priorArt_recall@50_i2c": 0.4458333333333333, + "eval_priorArt_recall@50_i2i": 0.4166666666666667, + "eval_singularentropy_abstract": 0.32269664166908624, + "eval_singularentropy_claim": 0.3759228615648239, + "eval_singularentropy_global": 0.3223855253566522, + "eval_singularentropy_invention": 0.36812788027715393, + "eval_uniformity_abstract": -3.038381814956665, + "eval_uniformity_claim": -2.1218764781951904, + "eval_uniformity_global": -2.6882004737854004, + "eval_uniformity_invention": -2.4518041610717773, + "step": 3375 + }, + { + "epoch": 0.622582427703076, + "grad_norm": 0.0017344346269965172, + "learning_rate": 3.749950273689935e-06, + "loss": 0.0004, + "step": 3380 + }, + { + "epoch": 0.6244243875483515, + "grad_norm": 0.0014844572870060802, + "learning_rate": 3.7188483506622626e-06, + "loss": 0.0002, + "step": 3390 + }, + { + "epoch": 0.6262663473936269, + "grad_norm": 0.0024372884072363377, + "learning_rate": 3.6877993929867146e-06, + "loss": 0.0001, + "step": 3400 + }, + { + "epoch": 0.6281083072389022, + "grad_norm": 0.001873821602202952, + "learning_rate": 3.6568046842888326e-06, + "loss": 0.0001, + "step": 3410 + }, + { + "epoch": 0.6299502670841776, + "grad_norm": 0.10607396811246872, + "learning_rate": 3.625865505951394e-06, + "loss": 0.0005, + "step": 3420 + }, + { + "epoch": 0.6317922269294529, + "grad_norm": 0.0018412595381960273, + "learning_rate": 3.594983137061443e-06, + "loss": 0.0001, + "step": 3430 + }, + { + "epoch": 0.6336341867747283, + "grad_norm": 0.002631328534334898, + "learning_rate": 3.5641588543574057e-06, + "loss": 0.0001, + "step": 3440 + }, + { + "epoch": 0.6354761466200037, + "grad_norm": 0.0012791176559403539, + "learning_rate": 3.5333939321763132e-06, + "loss": 0.0013, + "step": 3450 + }, + { + "epoch": 0.6373181064652791, + "grad_norm": 0.0013463873183354735, + "learning_rate": 3.5026896424011136e-06, + "loss": 0.0002, + "step": 3460 + }, + { + "epoch": 0.6391600663105544, + "grad_norm": 0.0015435039531439543, + "learning_rate": 3.472047254408091e-06, + "loss": 0.0001, + "step": 3470 + }, + { + "epoch": 0.6410020261558298, + "grad_norm": 0.0013481097994372249, + "learning_rate": 3.441468035014385e-06, + "loss": 0.0006, + "step": 3480 + }, + { + "epoch": 0.6428439860011051, + "grad_norm": 0.0015785963041707873, + "learning_rate": 3.4109532484256237e-06, + "loss": 0.0001, + "step": 3490 + }, + { + "epoch": 0.6446859458463805, + "grad_norm": 0.00407015485689044, + "learning_rate": 3.3805041561836506e-06, + "loss": 0.0001, + "step": 3500 + }, + { + "epoch": 0.6446859458463805, + "eval_alignment_abstract": { + "mean_alignment": 0.8934211730957031 + }, + "eval_alignment_claim": { + "mean_alignment": 0.6819484233856201 + }, + "eval_alignment_global": { + "mean_alignment": 0.9602041840553284 + }, + "eval_alignment_invention": { + "mean_alignment": 0.752070963382721 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.559999999999995, + "eval_ipc_cls_abstract_precision@1": 54.24, + "eval_ipc_cls_abstract_precision@3": 28.133333333333333, + "eval_ipc_cls_abstract_precision@5": 19.32, + "eval_ipc_cls_global_accuracy_primary": 49.559999999999995, + "eval_ipc_cls_global_precision@1": 54.24, + "eval_ipc_cls_global_precision@3": 28.133333333333333, + "eval_ipc_cls_global_precision@5": 19.32, + "eval_ipc_knn_abstract_accuracy_primary": 44.12, + "eval_ipc_knn_abstract_precision@1": 47.28, + "eval_ipc_knn_abstract_precision@3": 19.279999999999998, + "eval_ipc_knn_abstract_precision@5": 11.704, + "eval_ipc_knn_global_accuracy_primary": 44.12, + "eval_ipc_knn_global_precision@1": 47.28, + "eval_ipc_knn_global_precision@3": 19.279999999999998, + "eval_ipc_knn_global_precision@5": 11.704, + "eval_priorArt_ndcg@100_a2a": 0.31664697290159355, + "eval_priorArt_ndcg@100_a2all": 0.31953954651562055, + "eval_priorArt_ndcg@100_a2c": 0.20884959838727357, + "eval_priorArt_ndcg@100_a2i": 0.2286739365754701, + "eval_priorArt_ndcg@100_c2a": 0.08677521391058043, + "eval_priorArt_ndcg@100_c2all": 0.2646933042963596, + "eval_priorArt_ndcg@100_c2c": 0.2712694513408624, + "eval_priorArt_ndcg@100_c2i": 0.16180098355963615, + "eval_priorArt_ndcg@100_i2a": 0.09922044035364086, + "eval_priorArt_ndcg@100_i2all": 0.24245607364574426, + "eval_priorArt_ndcg@100_i2c": 0.26096428907072633, + "eval_priorArt_ndcg@100_i2i": 0.19399256967389572, + "eval_priorArt_ndcg@10_a2a": 0.2136168795391986, + "eval_priorArt_ndcg@10_a2all": 0.20475491519999625, + "eval_priorArt_ndcg@10_a2c": 0.07556110583619488, + "eval_priorArt_ndcg@10_a2i": 0.08277657462360268, + "eval_priorArt_ndcg@10_c2a": 0.030527284944129273, + "eval_priorArt_ndcg@10_c2all": 0.15325653705357972, + "eval_priorArt_ndcg@10_c2c": 0.17033575987088606, + "eval_priorArt_ndcg@10_c2i": 0.08793442191073939, + "eval_priorArt_ndcg@10_i2a": 0.031546487678572877, + "eval_priorArt_ndcg@10_i2all": 0.14697179189892626, + "eval_priorArt_ndcg@10_i2c": 0.1473451460955259, + "eval_priorArt_ndcg@10_i2i": 0.10117778287320438, + "eval_priorArt_ndcg@20_a2a": 0.24540419423721, + "eval_priorArt_ndcg@20_a2all": 0.2268213783963388, + "eval_priorArt_ndcg@20_a2c": 0.1407214460537583, + "eval_priorArt_ndcg@20_a2i": 0.15632820578445253, + "eval_priorArt_ndcg@20_c2a": 0.03686813578574895, + "eval_priorArt_ndcg@20_c2all": 0.2065674200726944, + "eval_priorArt_ndcg@20_c2c": 0.209730376542615, + "eval_priorArt_ndcg@20_c2i": 0.11449873474320871, + "eval_priorArt_ndcg@20_i2a": 0.04498078361349226, + "eval_priorArt_ndcg@20_i2all": 0.17115899610758062, + "eval_priorArt_ndcg@20_i2c": 0.20330599937021993, + "eval_priorArt_ndcg@20_i2i": 0.13235580058028945, + "eval_priorArt_ndcg@50_a2a": 0.3007055022465423, + "eval_priorArt_ndcg@50_a2all": 0.3035136331439404, + "eval_priorArt_ndcg@50_a2c": 0.1891263813715578, + "eval_priorArt_ndcg@50_a2i": 0.20880643818656042, + "eval_priorArt_ndcg@50_c2a": 0.07148124974449513, + "eval_priorArt_ndcg@50_c2all": 0.2431356781365892, + "eval_priorArt_ndcg@50_c2c": 0.25025278840182474, + "eval_priorArt_ndcg@50_c2i": 0.14716299928973048, + "eval_priorArt_ndcg@50_i2a": 0.07496156206868049, + "eval_priorArt_ndcg@50_i2all": 0.22128594710229973, + "eval_priorArt_ndcg@50_i2c": 0.2296405285089488, + "eval_priorArt_ndcg@50_i2i": 0.159126495757638, + "eval_priorArt_recall@100_a2a": 0.7958333333333334, + "eval_priorArt_recall@100_a2all": 0.8208333333333334, + "eval_priorArt_recall@100_a2c": 0.6416666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.25, + "eval_priorArt_recall@100_c2all": 0.6458333333333333, + "eval_priorArt_recall@100_c2c": 0.6625, + "eval_priorArt_recall@100_c2i": 0.4416666666666666, + "eval_priorArt_recall@100_i2a": 0.3416666666666667, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5666666666666667, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.13333333333333333, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.03333333333333333, + "eval_priorArt_recall@10_c2all": 0.2375, + "eval_priorArt_recall@10_c2c": 0.2791666666666667, + "eval_priorArt_recall@10_c2i": 0.15416666666666665, + "eval_priorArt_recall@10_i2a": 0.05, + "eval_priorArt_recall@10_i2all": 0.28750000000000003, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333336, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.35, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.05, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4125, + "eval_priorArt_recall@20_c2i": 0.25416666666666665, + "eval_priorArt_recall@20_i2a": 0.09166666666666666, + "eval_priorArt_recall@20_i2all": 0.35833333333333334, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.2916666666666667, + "eval_priorArt_recall@50_a2a": 0.7208333333333333, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.5416666666666667, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.18333333333333332, + "eval_priorArt_recall@50_c2all": 0.5458333333333333, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.20833333333333331, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.47916666666666663, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.32413189484123206, + "eval_singularentropy_claim": 0.37583501793403806, + "eval_singularentropy_global": 0.3234977501806845, + "eval_singularentropy_invention": 0.3693356299607067, + "eval_uniformity_abstract": -3.034233808517456, + "eval_uniformity_claim": -2.134876251220703, + "eval_uniformity_global": -2.6921262741088867, + "eval_uniformity_invention": -2.454714775085449, + "step": 3500 + }, + { + "epoch": 0.646527905691656, + "grad_norm": 0.010167148895561695, + "learning_rate": 3.3501220171143787e-06, + "loss": 0.0004, + "step": 3510 + }, + { + "epoch": 0.6483698655369313, + "grad_norm": 0.002070822985842824, + "learning_rate": 3.3198080872757433e-06, + "loss": 0.0003, + "step": 3520 + }, + { + "epoch": 0.6502118253822067, + "grad_norm": 0.008350467309355736, + "learning_rate": 3.2895636199057714e-06, + "loss": 0.0002, + "step": 3530 + }, + { + "epoch": 0.652053785227482, + "grad_norm": 0.0029172103386372328, + "learning_rate": 3.2593898653707773e-06, + "loss": 0.0001, + "step": 3540 + }, + { + "epoch": 0.6538957450727574, + "grad_norm": 0.006961723789572716, + "learning_rate": 3.2292880711136644e-06, + "loss": 0.0003, + "step": 3550 + }, + { + "epoch": 0.6557377049180327, + "grad_norm": 0.0019141582306474447, + "learning_rate": 3.1992594816023564e-06, + "loss": 0.0001, + "step": 3560 + }, + { + "epoch": 0.6575796647633082, + "grad_norm": 0.01724705658853054, + "learning_rate": 3.1693053382783473e-06, + "loss": 0.0004, + "step": 3570 + }, + { + "epoch": 0.6594216246085836, + "grad_norm": 0.0027210256084799767, + "learning_rate": 3.1394268795053773e-06, + "loss": 0.0001, + "step": 3580 + }, + { + "epoch": 0.6612635844538589, + "grad_norm": 0.0016539535718038678, + "learning_rate": 3.109625340518237e-06, + "loss": 0.0002, + "step": 3590 + }, + { + "epoch": 0.6631055442991343, + "grad_norm": 0.001377972774207592, + "learning_rate": 3.0799019533717028e-06, + "loss": 0.0002, + "step": 3600 + }, + { + "epoch": 0.6649475041444096, + "grad_norm": 0.010581784881651402, + "learning_rate": 3.050257946889594e-06, + "loss": 0.0001, + "step": 3610 + }, + { + "epoch": 0.666789463989685, + "grad_norm": 0.0025711790658533573, + "learning_rate": 3.0206945466139816e-06, + "loss": 0.0001, + "step": 3620 + }, + { + "epoch": 0.6677104439123227, + "eval_alignment_abstract": { + "mean_alignment": 0.8939757943153381 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7085908651351929 + }, + "eval_alignment_global": { + "mean_alignment": 0.9605857133865356 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7648825645446777 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.480000000000004, + "eval_ipc_cls_abstract_precision@1": 54.120000000000005, + "eval_ipc_cls_abstract_precision@3": 28.133333333333333, + "eval_ipc_cls_abstract_precision@5": 19.232, + "eval_ipc_cls_global_accuracy_primary": 49.480000000000004, + "eval_ipc_cls_global_precision@1": 54.120000000000005, + "eval_ipc_cls_global_precision@3": 28.133333333333333, + "eval_ipc_cls_global_precision@5": 19.232, + "eval_ipc_knn_abstract_accuracy_primary": 45.32, + "eval_ipc_knn_abstract_precision@1": 48.199999999999996, + "eval_ipc_knn_abstract_precision@3": 19.666666666666664, + "eval_ipc_knn_abstract_precision@5": 11.944, + "eval_ipc_knn_global_accuracy_primary": 45.32, + "eval_ipc_knn_global_precision@1": 48.199999999999996, + "eval_ipc_knn_global_precision@3": 19.666666666666664, + "eval_ipc_knn_global_precision@5": 11.944, + "eval_priorArt_ndcg@100_a2a": 0.3132838380033223, + "eval_priorArt_ndcg@100_a2all": 0.3144045590424526, + "eval_priorArt_ndcg@100_a2c": 0.22167988077456932, + "eval_priorArt_ndcg@100_a2i": 0.2339816384285988, + "eval_priorArt_ndcg@100_c2a": 0.11822906625940181, + "eval_priorArt_ndcg@100_c2all": 0.2730292679203771, + "eval_priorArt_ndcg@100_c2c": 0.27663048533232704, + "eval_priorArt_ndcg@100_c2i": 0.16113289959839616, + "eval_priorArt_ndcg@100_i2a": 0.12213332153429246, + "eval_priorArt_ndcg@100_i2all": 0.24185307400684625, + "eval_priorArt_ndcg@100_i2c": 0.2605173569603558, + "eval_priorArt_ndcg@100_i2i": 0.20721471072452502, + "eval_priorArt_ndcg@10_a2a": 0.21388392926639033, + "eval_priorArt_ndcg@10_a2all": 0.20403162988674203, + "eval_priorArt_ndcg@10_a2c": 0.09146171320396616, + "eval_priorArt_ndcg@10_a2i": 0.08675552349870637, + "eval_priorArt_ndcg@10_c2a": 0.03932362459962784, + "eval_priorArt_ndcg@10_c2all": 0.144592584231153, + "eval_priorArt_ndcg@10_c2c": 0.1619244356512076, + "eval_priorArt_ndcg@10_c2i": 0.06932017249812605, + "eval_priorArt_ndcg@10_i2a": 0.03894853545271951, + "eval_priorArt_ndcg@10_i2all": 0.1470673442368139, + "eval_priorArt_ndcg@10_i2c": 0.14672069248391867, + "eval_priorArt_ndcg@10_i2i": 0.10737705441710757, + "eval_priorArt_ndcg@20_a2a": 0.25083062686816293, + "eval_priorArt_ndcg@20_a2all": 0.22583952114306385, + "eval_priorArt_ndcg@20_a2c": 0.16297808589983384, + "eval_priorArt_ndcg@20_a2i": 0.16094888454015005, + "eval_priorArt_ndcg@20_c2a": 0.04682396425504474, + "eval_priorArt_ndcg@20_c2all": 0.207256089304589, + "eval_priorArt_ndcg@20_c2c": 0.21103093686978477, + "eval_priorArt_ndcg@20_c2i": 0.10496906746438221, + "eval_priorArt_ndcg@20_i2a": 0.06406244759190753, + "eval_priorArt_ndcg@20_i2all": 0.17074258555379457, + "eval_priorArt_ndcg@20_i2c": 0.2024520544584573, + "eval_priorArt_ndcg@20_i2i": 0.12567579303223486, + "eval_priorArt_ndcg@50_a2a": 0.2967961363735975, + "eval_priorArt_ndcg@50_a2all": 0.30294984343164927, + "eval_priorArt_ndcg@50_a2c": 0.20501304218559896, + "eval_priorArt_ndcg@50_a2i": 0.20876174635981376, + "eval_priorArt_ndcg@50_c2a": 0.09022367447444365, + "eval_priorArt_ndcg@50_c2all": 0.24785584074616723, + "eval_priorArt_ndcg@50_c2c": 0.25157969069252945, + "eval_priorArt_ndcg@50_c2i": 0.1451306375231952, + "eval_priorArt_ndcg@50_i2a": 0.09594999154589826, + "eval_priorArt_ndcg@50_i2all": 0.21545363459374084, + "eval_priorArt_ndcg@50_i2c": 0.22919411043417887, + "eval_priorArt_ndcg@50_i2i": 0.16469865798738878, + "eval_priorArt_recall@100_a2a": 0.7791666666666666, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4041666666666667, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.6416666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.25416666666666665, + "eval_priorArt_recall@10_c2i": 0.1125, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.28750000000000003, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.2125, + "eval_priorArt_recall@20_a2a": 0.5208333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.41666666666666663, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.07499999999999998, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4125, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.35833333333333334, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.2666666666666667, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5541666666666666, + "eval_priorArt_recall@50_c2a": 0.23333333333333334, + "eval_priorArt_recall@50_c2all": 0.5625, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.47916666666666663, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.3247035302174005, + "eval_singularentropy_claim": 0.3693081374962173, + "eval_singularentropy_global": 0.32185828050566145, + "eval_singularentropy_invention": 0.3671411589488362, + "eval_uniformity_abstract": -3.0299301147460938, + "eval_uniformity_claim": -2.217658519744873, + "eval_uniformity_global": -2.72542142868042, + "eval_uniformity_invention": -2.4908809661865234, + "step": 3625 + }, + { + "epoch": 0.6686314238349604, + "grad_norm": 0.001365162548609078, + "learning_rate": 2.99121297475451e-06, + "loss": 0.0005, + "step": 3630 + }, + { + "epoch": 0.6704733836802358, + "grad_norm": 0.001458257669582963, + "learning_rate": 2.96181445013788e-06, + "loss": 0.0001, + "step": 3640 + }, + { + "epoch": 0.6723153435255111, + "grad_norm": 0.0032275267876684666, + "learning_rate": 2.93250018815745e-06, + "loss": 0.0003, + "step": 3650 + }, + { + "epoch": 0.6741573033707865, + "grad_norm": 0.004468904808163643, + "learning_rate": 2.9032714007229988e-06, + "loss": 0.0001, + "step": 3660 + }, + { + "epoch": 0.6759992632160619, + "grad_norm": 0.003280447330325842, + "learning_rate": 2.874129296210608e-06, + "loss": 0.0001, + "step": 3670 + }, + { + "epoch": 0.6778412230613373, + "grad_norm": 0.0014372511068359017, + "learning_rate": 2.845075079412731e-06, + "loss": 0.0002, + "step": 3680 + }, + { + "epoch": 0.6796831829066127, + "grad_norm": 0.0011202096939086914, + "learning_rate": 2.8161099514883545e-06, + "loss": 0.0004, + "step": 3690 + }, + { + "epoch": 0.681525142751888, + "grad_norm": 0.0016886236844584346, + "learning_rate": 2.787235109913361e-06, + "loss": 0.0001, + "step": 3700 + }, + { + "epoch": 0.6833671025971634, + "grad_norm": 0.004828442819416523, + "learning_rate": 2.7584517484310146e-06, + "loss": 0.0001, + "step": 3710 + }, + { + "epoch": 0.6852090624424387, + "grad_norm": 0.0018721893429756165, + "learning_rate": 2.7297610570026078e-06, + "loss": 0.0004, + "step": 3720 + }, + { + "epoch": 0.6870510222877141, + "grad_norm": 0.0011555971577763557, + "learning_rate": 2.7011642217582764e-06, + "loss": 0.0001, + "step": 3730 + }, + { + "epoch": 0.6888929821329896, + "grad_norm": 0.0013154385378584266, + "learning_rate": 2.6726624249479462e-06, + "loss": 0.0001, + "step": 3740 + }, + { + "epoch": 0.6907349419782649, + "grad_norm": 0.002373745432123542, + "learning_rate": 2.6442568448924754e-06, + "loss": 0.0003, + "step": 3750 + }, + { + "epoch": 0.6907349419782649, + "eval_alignment_abstract": { + "mean_alignment": 0.8952895998954773 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7116203308105469 + }, + "eval_alignment_global": { + "mean_alignment": 0.9614771008491516 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7669917941093445 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.44, + "eval_ipc_cls_abstract_precision@1": 54.0, + "eval_ipc_cls_abstract_precision@3": 28.146666666666665, + "eval_ipc_cls_abstract_precision@5": 19.247999999999998, + "eval_ipc_cls_global_accuracy_primary": 49.44, + "eval_ipc_cls_global_precision@1": 54.0, + "eval_ipc_cls_global_precision@3": 28.146666666666665, + "eval_ipc_cls_global_precision@5": 19.247999999999998, + "eval_ipc_knn_abstract_accuracy_primary": 45.36, + "eval_ipc_knn_abstract_precision@1": 48.28, + "eval_ipc_knn_abstract_precision@3": 19.626666666666665, + "eval_ipc_knn_abstract_precision@5": 11.927999999999999, + "eval_ipc_knn_global_accuracy_primary": 45.36, + "eval_ipc_knn_global_precision@1": 48.28, + "eval_ipc_knn_global_precision@3": 19.626666666666665, + "eval_ipc_knn_global_precision@5": 11.927999999999999, + "eval_priorArt_ndcg@100_a2a": 0.31332726072323397, + "eval_priorArt_ndcg@100_a2all": 0.3142631263542073, + "eval_priorArt_ndcg@100_a2c": 0.22207282009357837, + "eval_priorArt_ndcg@100_a2i": 0.2311012091744221, + "eval_priorArt_ndcg@100_c2a": 0.12001321296680004, + "eval_priorArt_ndcg@100_c2all": 0.2733278715331103, + "eval_priorArt_ndcg@100_c2c": 0.2770117440739551, + "eval_priorArt_ndcg@100_c2i": 0.16229273523238116, + "eval_priorArt_ndcg@100_i2a": 0.12309525378254778, + "eval_priorArt_ndcg@100_i2all": 0.24226539097228778, + "eval_priorArt_ndcg@100_i2c": 0.2604511851838085, + "eval_priorArt_ndcg@100_i2i": 0.21083485710502625, + "eval_priorArt_ndcg@10_a2a": 0.21388392926639033, + "eval_priorArt_ndcg@10_a2all": 0.20403162988674203, + "eval_priorArt_ndcg@10_a2c": 0.09188097753019879, + "eval_priorArt_ndcg@10_a2i": 0.08328935140237602, + "eval_priorArt_ndcg@10_c2a": 0.04035190229778759, + "eval_priorArt_ndcg@10_c2all": 0.1513751829027754, + "eval_priorArt_ndcg@10_c2c": 0.17112509912156515, + "eval_priorArt_ndcg@10_c2i": 0.07755177445153033, + "eval_priorArt_ndcg@10_i2a": 0.03894853545271951, + "eval_priorArt_ndcg@10_i2all": 0.14750987957869904, + "eval_priorArt_ndcg@10_i2c": 0.14672069248391867, + "eval_priorArt_ndcg@10_i2i": 0.10737705441710757, + "eval_priorArt_ndcg@20_a2a": 0.24555756756433955, + "eval_priorArt_ndcg@20_a2all": 0.22596309176890023, + "eval_priorArt_ndcg@20_a2c": 0.16331152273207863, + "eval_priorArt_ndcg@20_a2i": 0.15806728744888993, + "eval_priorArt_ndcg@20_c2a": 0.04801624220735582, + "eval_priorArt_ndcg@20_c2all": 0.20078068568968838, + "eval_priorArt_ndcg@20_c2c": 0.21140805288882367, + "eval_priorArt_ndcg@20_c2i": 0.10638809701528795, + "eval_priorArt_ndcg@20_i2a": 0.0649255182384746, + "eval_priorArt_ndcg@20_i2all": 0.17124312980470865, + "eval_priorArt_ndcg@20_i2c": 0.20236178739208438, + "eval_priorArt_ndcg@20_i2i": 0.13112115793714288, + "eval_priorArt_ndcg@50_a2a": 0.29685301309066287, + "eval_priorArt_ndcg@50_a2all": 0.3028056184897451, + "eval_priorArt_ndcg@50_a2c": 0.20536654141558852, + "eval_priorArt_ndcg@50_a2i": 0.20584655772820507, + "eval_priorArt_ndcg@50_c2a": 0.09591230665868065, + "eval_priorArt_ndcg@50_c2all": 0.24814994270512933, + "eval_priorArt_ndcg@50_c2c": 0.25188157273843337, + "eval_priorArt_ndcg@50_c2i": 0.1463004213296678, + "eval_priorArt_ndcg@50_i2a": 0.0967885352532702, + "eval_priorArt_ndcg@50_i2all": 0.2159074872589021, + "eval_priorArt_ndcg@50_i2c": 0.22373127642752202, + "eval_priorArt_ndcg@50_i2i": 0.16469415823728353, + "eval_priorArt_recall@100_a2a": 0.7791666666666666, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4041666666666667, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.6583333333333333, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.22916666666666666, + "eval_priorArt_recall@10_c2c": 0.2791666666666667, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.28750000000000003, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.2125, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.41666666666666663, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.07499999999999998, + "eval_priorArt_recall@20_c2all": 0.3875, + "eval_priorArt_recall@20_c2c": 0.4125, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.35833333333333334, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5541666666666666, + "eval_priorArt_recall@50_c2a": 0.25, + "eval_priorArt_recall@50_c2all": 0.5625, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.32520059993787476, + "eval_singularentropy_claim": 0.3691615261120979, + "eval_singularentropy_global": 0.3221739661589242, + "eval_singularentropy_invention": 0.3672759525883171, + "eval_uniformity_abstract": -3.0291802883148193, + "eval_uniformity_claim": -2.223684787750244, + "eval_uniformity_global": -2.7276177406311035, + "eval_uniformity_invention": -2.494044780731201, + "step": 3750 + }, + { + "epoch": 0.6925769018235403, + "grad_norm": 0.0013275152305141091, + "learning_rate": 2.61594865593492e-06, + "loss": 0.0003, + "step": 3760 + }, + { + "epoch": 0.6944188616688156, + "grad_norm": 0.001578501658514142, + "learning_rate": 2.5877390283920055e-06, + "loss": 0.0011, + "step": 3770 + }, + { + "epoch": 0.696260821514091, + "grad_norm": 0.0015540581662207842, + "learning_rate": 2.559629128505723e-06, + "loss": 0.0001, + "step": 3780 + }, + { + "epoch": 0.6981027813593663, + "grad_norm": 0.001391010475344956, + "learning_rate": 2.5316201183951315e-06, + "loss": 0.0001, + "step": 3790 + }, + { + "epoch": 0.6999447412046418, + "grad_norm": 0.0012174202129244804, + "learning_rate": 2.5037131560083015e-06, + "loss": 0.0001, + "step": 3800 + }, + { + "epoch": 0.7017867010499171, + "grad_norm": 0.002272022655233741, + "learning_rate": 2.4759093950744535e-06, + "loss": 0.0004, + "step": 3810 + }, + { + "epoch": 0.7036286608951925, + "grad_norm": 0.0018637593602761626, + "learning_rate": 2.4482099850562496e-06, + "loss": 0.0001, + "step": 3820 + }, + { + "epoch": 0.7054706207404678, + "grad_norm": 0.0045226518996059895, + "learning_rate": 2.420616071102279e-06, + "loss": 0.0002, + "step": 3830 + }, + { + "epoch": 0.7073125805857432, + "grad_norm": 0.0026915771886706352, + "learning_rate": 2.393128793999719e-06, + "loss": 0.0005, + "step": 3840 + }, + { + "epoch": 0.7091545404310186, + "grad_norm": 0.002515798434615135, + "learning_rate": 2.3657492901271595e-06, + "loss": 0.0004, + "step": 3850 + }, + { + "epoch": 0.710996500276294, + "grad_norm": 0.0012333060149103403, + "learning_rate": 2.3384786914076406e-06, + "loss": 0.0001, + "step": 3860 + }, + { + "epoch": 0.7128384601215694, + "grad_norm": 0.0015971488319337368, + "learning_rate": 2.3113181252618384e-06, + "loss": 0.0002, + "step": 3870 + }, + { + "epoch": 0.713759440044207, + "eval_alignment_abstract": { + "mean_alignment": 0.8913511037826538 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7107422947883606 + }, + "eval_alignment_global": { + "mean_alignment": 0.9578511118888855 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7649810910224915 + }, + "eval_ipc_cls_abstract_accuracy_primary": 50.0, + "eval_ipc_cls_abstract_precision@1": 54.48, + "eval_ipc_cls_abstract_precision@3": 28.24, + "eval_ipc_cls_abstract_precision@5": 19.264, + "eval_ipc_cls_global_accuracy_primary": 50.0, + "eval_ipc_cls_global_precision@1": 54.48, + "eval_ipc_cls_global_precision@3": 28.24, + "eval_ipc_cls_global_precision@5": 19.264, + "eval_ipc_knn_abstract_accuracy_primary": 45.68, + "eval_ipc_knn_abstract_precision@1": 48.559999999999995, + "eval_ipc_knn_abstract_precision@3": 19.773333333333333, + "eval_ipc_knn_abstract_precision@5": 12.008, + "eval_ipc_knn_global_accuracy_primary": 45.68, + "eval_ipc_knn_global_precision@1": 48.559999999999995, + "eval_ipc_knn_global_precision@3": 19.773333333333333, + "eval_ipc_knn_global_precision@5": 12.008, + "eval_priorArt_ndcg@100_a2a": 0.3181922585142787, + "eval_priorArt_ndcg@100_a2all": 0.3150022363400493, + "eval_priorArt_ndcg@100_a2c": 0.2215259886063014, + "eval_priorArt_ndcg@100_a2i": 0.23138707455279667, + "eval_priorArt_ndcg@100_c2a": 0.12012382825569232, + "eval_priorArt_ndcg@100_c2all": 0.2740192961871119, + "eval_priorArt_ndcg@100_c2c": 0.2775315672568852, + "eval_priorArt_ndcg@100_c2i": 0.16144045676749882, + "eval_priorArt_ndcg@100_i2a": 0.1278922315187231, + "eval_priorArt_ndcg@100_i2all": 0.24280518196365913, + "eval_priorArt_ndcg@100_i2c": 0.2602088597050217, + "eval_priorArt_ndcg@100_i2i": 0.19986045662316426, + "eval_priorArt_ndcg@10_a2a": 0.21507802429971115, + "eval_priorArt_ndcg@10_a2all": 0.19599694008108443, + "eval_priorArt_ndcg@10_a2c": 0.09011686685912153, + "eval_priorArt_ndcg@10_a2i": 0.08328935140237602, + "eval_priorArt_ndcg@10_c2a": 0.03932362459962784, + "eval_priorArt_ndcg@10_c2all": 0.15181771824466056, + "eval_priorArt_ndcg@10_c2c": 0.16233884962447187, + "eval_priorArt_ndcg@10_c2i": 0.07014972667738371, + "eval_priorArt_ndcg@10_i2a": 0.047810499791921895, + "eval_priorArt_ndcg@10_i2all": 0.1480576792772598, + "eval_priorArt_ndcg@10_i2c": 0.14672069248391867, + "eval_priorArt_ndcg@10_i2i": 0.10737705441710757, + "eval_priorArt_ndcg@20_a2a": 0.2452009375594745, + "eval_priorArt_ndcg@20_a2all": 0.22648005616662847, + "eval_priorArt_ndcg@20_a2c": 0.16233701220439004, + "eval_priorArt_ndcg@20_a2i": 0.1581928067878735, + "eval_priorArt_ndcg@20_c2a": 0.05271780606717776, + "eval_priorArt_ndcg@20_c2all": 0.20140565330547178, + "eval_priorArt_ndcg@20_c2c": 0.2186315234173434, + "eval_priorArt_ndcg@20_c2i": 0.10553175572851545, + "eval_priorArt_ndcg@20_i2a": 0.06541543511779734, + "eval_priorArt_ndcg@20_i2all": 0.17614024956376778, + "eval_priorArt_ndcg@20_i2c": 0.20212210832803662, + "eval_priorArt_ndcg@20_i2i": 0.13118774208698045, + "eval_priorArt_ndcg@50_a2a": 0.29818893463303897, + "eval_priorArt_ndcg@50_a2all": 0.30350014769792655, + "eval_priorArt_ndcg@50_a2c": 0.2045301220072552, + "eval_priorArt_ndcg@50_a2i": 0.2062697149880952, + "eval_priorArt_ndcg@50_c2a": 0.09572087975057006, + "eval_priorArt_ndcg@50_c2all": 0.2541796954154725, + "eval_priorArt_ndcg@50_c2c": 0.25235558170393546, + "eval_priorArt_ndcg@50_c2i": 0.14537357596232064, + "eval_priorArt_ndcg@50_i2a": 0.09777959196198911, + "eval_priorArt_ndcg@50_i2all": 0.21638357153932036, + "eval_priorArt_ndcg@50_i2c": 0.22876894549722157, + "eval_priorArt_ndcg@50_i2i": 0.15930651700919532, + "eval_priorArt_recall@100_a2a": 0.7958333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3541666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.22916666666666666, + "eval_priorArt_recall@10_c2c": 0.25416666666666665, + "eval_priorArt_recall@10_c2i": 0.1125, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.28750000000000003, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.2125, + "eval_priorArt_recall@20_a2a": 0.4958333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.41666666666666663, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.09166666666666666, + "eval_priorArt_recall@20_c2all": 0.3875, + "eval_priorArt_recall@20_c2c": 0.4375, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5541666666666666, + "eval_priorArt_recall@50_c2a": 0.25, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.47916666666666663, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3260658494834265, + "eval_singularentropy_claim": 0.36944198768848846, + "eval_singularentropy_global": 0.32294660859721813, + "eval_singularentropy_invention": 0.3681160397903989, + "eval_uniformity_abstract": -3.0273377895355225, + "eval_uniformity_claim": -2.2265872955322266, + "eval_uniformity_global": -2.7269206047058105, + "eval_uniformity_invention": -2.493673324584961, + "step": 3875 + }, + { + "epoch": 0.7146804199668447, + "grad_norm": 0.0017705943901091814, + "learning_rate": 2.2842687145614716e-06, + "loss": 0.0001, + "step": 3880 + }, + { + "epoch": 0.7165223798121201, + "grad_norm": 0.0015741513343527913, + "learning_rate": 2.2573315775828655e-06, + "loss": 0.0001, + "step": 3890 + }, + { + "epoch": 0.7183643396573954, + "grad_norm": 0.001320117269642651, + "learning_rate": 2.2305078279607325e-06, + "loss": 0.0003, + "step": 3900 + }, + { + "epoch": 0.7202062995026708, + "grad_norm": 0.0027420739643275738, + "learning_rate": 2.2037985746421214e-06, + "loss": 0.0006, + "step": 3910 + }, + { + "epoch": 0.7220482593479463, + "grad_norm": 0.001404634676873684, + "learning_rate": 2.177204921840583e-06, + "loss": 0.0001, + "step": 3920 + }, + { + "epoch": 0.7238902191932216, + "grad_norm": 0.001187606598250568, + "learning_rate": 2.150727968990507e-06, + "loss": 0.0001, + "step": 3930 + }, + { + "epoch": 0.725732179038497, + "grad_norm": 0.003655035048723221, + "learning_rate": 2.1243688107016754e-06, + "loss": 0.0001, + "step": 3940 + }, + { + "epoch": 0.7275741388837723, + "grad_norm": 0.00423051044344902, + "learning_rate": 2.0981285367140175e-06, + "loss": 0.0001, + "step": 3950 + }, + { + "epoch": 0.7294160987290477, + "grad_norm": 0.013304394669830799, + "learning_rate": 2.0720082318525405e-06, + "loss": 0.0006, + "step": 3960 + }, + { + "epoch": 0.7312580585743231, + "grad_norm": 0.010833317413926125, + "learning_rate": 2.046008975982495e-06, + "loss": 0.0004, + "step": 3970 + }, + { + "epoch": 0.7331000184195985, + "grad_norm": 0.003146774135529995, + "learning_rate": 2.020131843964724e-06, + "loss": 0.0008, + "step": 3980 + }, + { + "epoch": 0.7349419782648738, + "grad_norm": 0.0018358355155214667, + "learning_rate": 1.994377905611225e-06, + "loss": 0.0002, + "step": 3990 + }, + { + "epoch": 0.7367839381101492, + "grad_norm": 0.06089883670210838, + "learning_rate": 1.968748225640933e-06, + "loss": 0.0001, + "step": 4000 + }, + { + "epoch": 0.7367839381101492, + "eval_alignment_abstract": { + "mean_alignment": 0.8911569118499756 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7091339230537415 + }, + "eval_alignment_global": { + "mean_alignment": 0.9571738243103027 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7640993595123291 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.96, + "eval_ipc_cls_abstract_precision@1": 54.44, + "eval_ipc_cls_abstract_precision@3": 28.17333333333333, + "eval_ipc_cls_abstract_precision@5": 19.255999999999997, + "eval_ipc_cls_global_accuracy_primary": 49.96, + "eval_ipc_cls_global_precision@1": 54.44, + "eval_ipc_cls_global_precision@3": 28.17333333333333, + "eval_ipc_cls_global_precision@5": 19.255999999999997, + "eval_ipc_knn_abstract_accuracy_primary": 45.800000000000004, + "eval_ipc_knn_abstract_precision@1": 48.84, + "eval_ipc_knn_abstract_precision@3": 19.88, + "eval_ipc_knn_abstract_precision@5": 12.072000000000001, + "eval_ipc_knn_global_accuracy_primary": 45.800000000000004, + "eval_ipc_knn_global_precision@1": 48.84, + "eval_ipc_knn_global_precision@3": 19.88, + "eval_ipc_knn_global_precision@5": 12.072000000000001, + "eval_priorArt_ndcg@100_a2a": 0.311688326785228, + "eval_priorArt_ndcg@100_a2all": 0.3136952813167407, + "eval_priorArt_ndcg@100_a2c": 0.2199421522381349, + "eval_priorArt_ndcg@100_a2i": 0.2309295592062502, + "eval_priorArt_ndcg@100_c2a": 0.12001354921659609, + "eval_priorArt_ndcg@100_c2all": 0.2741989258305344, + "eval_priorArt_ndcg@100_c2c": 0.27751720830199733, + "eval_priorArt_ndcg@100_c2i": 0.16186835548171288, + "eval_priorArt_ndcg@100_i2a": 0.12790094161151672, + "eval_priorArt_ndcg@100_i2all": 0.24295744794266247, + "eval_priorArt_ndcg@100_i2c": 0.26499399613594316, + "eval_priorArt_ndcg@100_i2i": 0.2074100115785696, + "eval_priorArt_ndcg@10_a2a": 0.2128868367577686, + "eval_priorArt_ndcg@10_a2all": 0.2030345373781203, + "eval_priorArt_ndcg@10_a2c": 0.08889559858086801, + "eval_priorArt_ndcg@10_a2i": 0.08328935140237602, + "eval_priorArt_ndcg@10_c2a": 0.03932362459962784, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.1623489249413335, + "eval_priorArt_ndcg@10_c2i": 0.07056922415817071, + "eval_priorArt_ndcg@10_i2a": 0.03894853545271951, + "eval_priorArt_ndcg@10_i2all": 0.1480576792772598, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10737705441710757, + "eval_priorArt_ndcg@20_a2a": 0.24998951871076946, + "eval_priorArt_ndcg@20_a2all": 0.22496599926027844, + "eval_priorArt_ndcg@20_a2c": 0.16087256748175602, + "eval_priorArt_ndcg@20_a2i": 0.1579253338937848, + "eval_priorArt_ndcg@20_c2a": 0.047375765854088245, + "eval_priorArt_ndcg@20_c2all": 0.20810945695879118, + "eval_priorArt_ndcg@20_c2c": 0.21833140004940915, + "eval_priorArt_ndcg@20_c2i": 0.10595125320930247, + "eval_priorArt_ndcg@20_i2a": 0.06547376772740103, + "eval_priorArt_ndcg@20_i2all": 0.17626382018960413, + "eval_priorArt_ndcg@20_i2c": 0.2033538779608408, + "eval_priorArt_ndcg@20_i2i": 0.13118774208698045, + "eval_priorArt_ndcg@50_a2a": 0.2962365736195533, + "eval_priorArt_ndcg@50_a2all": 0.302156023207942, + "eval_priorArt_ndcg@50_a2c": 0.20298431257783833, + "eval_priorArt_ndcg@50_a2i": 0.20577487993544974, + "eval_priorArt_ndcg@50_c2a": 0.09574369687449288, + "eval_priorArt_ndcg@50_c2all": 0.25427218913962396, + "eval_priorArt_ndcg@50_c2c": 0.2522254401123264, + "eval_priorArt_ndcg@50_c2i": 0.14587342350039165, + "eval_priorArt_ndcg@50_i2a": 0.09783792457159282, + "eval_priorArt_ndcg@50_i2all": 0.22183931157769074, + "eval_priorArt_ndcg@50_i2c": 0.23003503856525098, + "eval_priorArt_ndcg@50_i2i": 0.15930651700919532, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6541666666666667, + "eval_priorArt_recall@100_i2i": 0.6416666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.25416666666666665, + "eval_priorArt_recall@10_c2i": 0.1125, + "eval_priorArt_recall@10_i2a": 0.06666666666666667, + "eval_priorArt_recall@10_i2all": 0.28750000000000003, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.2125, + "eval_priorArt_recall@20_a2a": 0.5208333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.41666666666666663, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.07499999999999998, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4375, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5541666666666666, + "eval_priorArt_recall@50_c2a": 0.25, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5625, + "eval_priorArt_recall@50_i2c": 0.47916666666666663, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.32615554682603953, + "eval_singularentropy_claim": 0.36989197770848325, + "eval_singularentropy_global": 0.32318718716920114, + "eval_singularentropy_invention": 0.3683843340689288, + "eval_uniformity_abstract": -3.027341842651367, + "eval_uniformity_claim": -2.2236809730529785, + "eval_uniformity_global": -2.7256975173950195, + "eval_uniformity_invention": -2.492598056793213, + "step": 4000 + }, + { + "epoch": 0.7386258979554245, + "grad_norm": 0.0011332196881994605, + "learning_rate": 1.9432438636356866e-06, + "loss": 0.0001, + "step": 4010 + }, + { + "epoch": 0.7404678578006999, + "grad_norm": 0.0029960479587316513, + "learning_rate": 1.922931311698953e-06, + "loss": 0.0002, + "step": 4020 + }, + { + "epoch": 0.7423098176459754, + "grad_norm": 0.0015185106312856078, + "learning_rate": 1.8976551756117877e-06, + "loss": 0.0004, + "step": 4030 + }, + { + "epoch": 0.7441517774912507, + "grad_norm": 0.001219909987412393, + "learning_rate": 1.8725072966174701e-06, + "loss": 0.0002, + "step": 4040 + }, + { + "epoch": 0.7459937373365261, + "grad_norm": 0.0016169390873983502, + "learning_rate": 1.8474887143792309e-06, + "loss": 0.0001, + "step": 4050 + }, + { + "epoch": 0.7478356971818014, + "grad_norm": 0.005576871335506439, + "learning_rate": 1.822600463214922e-06, + "loss": 0.0002, + "step": 4060 + }, + { + "epoch": 0.7496776570270768, + "grad_norm": 0.016595233231782913, + "learning_rate": 1.7978435720542436e-06, + "loss": 0.0002, + "step": 4070 + }, + { + "epoch": 0.7515196168723521, + "grad_norm": 0.0010103556560352445, + "learning_rate": 1.77321906439622e-06, + "loss": 0.0001, + "step": 4080 + }, + { + "epoch": 0.7533615767176276, + "grad_norm": 0.0017448820872232318, + "learning_rate": 1.748727958266871e-06, + "loss": 0.0009, + "step": 4090 + }, + { + "epoch": 0.755203536562903, + "grad_norm": 0.0048072156496346, + "learning_rate": 1.7243712661771389e-06, + "loss": 0.0003, + "step": 4100 + }, + { + "epoch": 0.7570454964081783, + "grad_norm": 0.0023466493003070354, + "learning_rate": 1.7001499950810175e-06, + "loss": 0.0001, + "step": 4110 + }, + { + "epoch": 0.7588874562534537, + "grad_norm": 0.0033289575949311256, + "learning_rate": 1.6760651463339327e-06, + "loss": 0.0002, + "step": 4120 + }, + { + "epoch": 0.7598084361760914, + "eval_alignment_abstract": { + "mean_alignment": 0.8930638432502747 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7108968496322632 + }, + "eval_alignment_global": { + "mean_alignment": 0.9588786959648132 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7661342620849609 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.88, + "eval_ipc_cls_abstract_precision@1": 54.44, + "eval_ipc_cls_abstract_precision@3": 28.17333333333333, + "eval_ipc_cls_abstract_precision@5": 19.232, + "eval_ipc_cls_global_accuracy_primary": 49.88, + "eval_ipc_cls_global_precision@1": 54.44, + "eval_ipc_cls_global_precision@3": 28.17333333333333, + "eval_ipc_cls_global_precision@5": 19.232, + "eval_ipc_knn_abstract_accuracy_primary": 45.6, + "eval_ipc_knn_abstract_precision@1": 48.6, + "eval_ipc_knn_abstract_precision@3": 19.73333333333333, + "eval_ipc_knn_abstract_precision@5": 11.983999999999998, + "eval_ipc_knn_global_accuracy_primary": 45.6, + "eval_ipc_knn_global_precision@1": 48.6, + "eval_ipc_knn_global_precision@3": 19.73333333333333, + "eval_ipc_knn_global_precision@5": 11.983999999999998, + "eval_priorArt_ndcg@100_a2a": 0.3103947488737155, + "eval_priorArt_ndcg@100_a2all": 0.3123582173869922, + "eval_priorArt_ndcg@100_a2c": 0.21988958234351288, + "eval_priorArt_ndcg@100_a2i": 0.2315091836945789, + "eval_priorArt_ndcg@100_c2a": 0.12085592687915676, + "eval_priorArt_ndcg@100_c2all": 0.2733544442214356, + "eval_priorArt_ndcg@100_c2c": 0.2761690167453186, + "eval_priorArt_ndcg@100_c2i": 0.16235609326262987, + "eval_priorArt_ndcg@100_i2a": 0.12792323235107636, + "eval_priorArt_ndcg@100_i2all": 0.24291559147531933, + "eval_priorArt_ndcg@100_i2c": 0.2648670375623851, + "eval_priorArt_ndcg@100_i2i": 0.20002828538212075, + "eval_priorArt_ndcg@10_a2a": 0.21148364115704216, + "eval_priorArt_ndcg@10_a2all": 0.2016313417773939, + "eval_priorArt_ndcg@10_a2c": 0.0891773530615649, + "eval_priorArt_ndcg@10_a2i": 0.08328935140237602, + "eval_priorArt_ndcg@10_c2a": 0.04035190229778759, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.047810499791921895, + "eval_priorArt_ndcg@10_i2all": 0.1480576792772598, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10737705441710757, + "eval_priorArt_ndcg@20_a2a": 0.248791467145607, + "eval_priorArt_ndcg@20_a2all": 0.22369780497373645, + "eval_priorArt_ndcg@20_a2c": 0.16632066171610596, + "eval_priorArt_ndcg@20_a2i": 0.15836118043393957, + "eval_priorArt_ndcg@20_c2a": 0.048404043552248, + "eval_priorArt_ndcg@20_c2all": 0.20772362040992784, + "eval_priorArt_ndcg@20_c2c": 0.21742677446457376, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.0654463783638777, + "eval_priorArt_ndcg@20_i2all": 0.17623482565667095, + "eval_priorArt_ndcg@20_i2c": 0.20337852740524606, + "eval_priorArt_ndcg@20_i2i": 0.13129106677879895, + "eval_priorArt_ndcg@50_a2a": 0.294987657749445, + "eval_priorArt_ndcg@50_a2all": 0.3008396859601764, + "eval_priorArt_ndcg@50_a2c": 0.2030528559175687, + "eval_priorArt_ndcg@50_a2i": 0.21175048687718817, + "eval_priorArt_ndcg@50_c2a": 0.09672410082799508, + "eval_priorArt_ndcg@50_c2all": 0.24806292811159064, + "eval_priorArt_ndcg@50_c2c": 0.25093996481598785, + "eval_priorArt_ndcg@50_c2i": 0.14635055817087278, + "eval_priorArt_ndcg@50_i2a": 0.09794736162217299, + "eval_priorArt_ndcg@50_i2all": 0.21644914422372846, + "eval_priorArt_ndcg@50_i2c": 0.22993962435487303, + "eval_priorArt_ndcg@50_i2i": 0.15940984170101383, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6541666666666667, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.28750000000000003, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.2125, + "eval_priorArt_recall@20_a2a": 0.5208333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.07499999999999998, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4375, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3708333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.25, + "eval_priorArt_recall@50_c2all": 0.5625, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.47916666666666663, + "eval_priorArt_recall@50_i2i": 0.4, + "eval_singularentropy_abstract": 0.3262975952258951, + "eval_singularentropy_claim": 0.36996123806999265, + "eval_singularentropy_global": 0.32322459080507077, + "eval_singularentropy_invention": 0.3681956615062637, + "eval_uniformity_abstract": -3.0264878273010254, + "eval_uniformity_claim": -2.224527359008789, + "eval_uniformity_global": -2.7262094020843506, + "eval_uniformity_invention": -2.493748188018799, + "step": 4125 + }, + { + "epoch": 0.760729416098729, + "grad_norm": 0.0016247614985331893, + "learning_rate": 1.6521177156513351e-06, + "loss": 0.0007, + "step": 4130 + }, + { + "epoch": 0.7625713759440044, + "grad_norm": 0.0019140122458338737, + "learning_rate": 1.6283086930675452e-06, + "loss": 0.0001, + "step": 4140 + }, + { + "epoch": 0.7644133357892798, + "grad_norm": 0.0014652750687673688, + "learning_rate": 1.6046390628948127e-06, + "loss": 0.0001, + "step": 4150 + }, + { + "epoch": 0.7662552956345552, + "grad_norm": 0.002089845482259989, + "learning_rate": 1.5811098036826294e-06, + "loss": 0.0003, + "step": 4160 + }, + { + "epoch": 0.7680972554798305, + "grad_norm": 0.004218356218189001, + "learning_rate": 1.5577218881772776e-06, + "loss": 0.0004, + "step": 4170 + }, + { + "epoch": 0.7699392153251059, + "grad_norm": 0.002379537792876363, + "learning_rate": 1.5344762832816024e-06, + "loss": 0.0007, + "step": 4180 + }, + { + "epoch": 0.7717811751703813, + "grad_norm": 0.003510939422994852, + "learning_rate": 1.5113739500150537e-06, + "loss": 0.0001, + "step": 4190 + }, + { + "epoch": 0.7736231350156566, + "grad_norm": 0.0010747434571385384, + "learning_rate": 1.488415843473942e-06, + "loss": 0.0001, + "step": 4200 + }, + { + "epoch": 0.7754650948609321, + "grad_norm": 0.040262170135974884, + "learning_rate": 1.465602912791963e-06, + "loss": 0.0004, + "step": 4210 + }, + { + "epoch": 0.7773070547062074, + "grad_norm": 0.0010337490821257234, + "learning_rate": 1.4429361011009491e-06, + "loss": 0.0001, + "step": 4220 + }, + { + "epoch": 0.7791490145514828, + "grad_norm": 0.00931928027421236, + "learning_rate": 1.420416345491889e-06, + "loss": 0.0003, + "step": 4230 + }, + { + "epoch": 0.7809909743967581, + "grad_norm": 0.0023748246021568775, + "learning_rate": 1.3980445769761802e-06, + "loss": 0.0001, + "step": 4240 + }, + { + "epoch": 0.7828329342420335, + "grad_norm": 0.004646827466785908, + "learning_rate": 1.3758217204471352e-06, + "loss": 0.0004, + "step": 4250 + }, + { + "epoch": 0.7828329342420335, + "eval_alignment_abstract": { + "mean_alignment": 0.8947910666465759 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7135875821113586 + }, + "eval_alignment_global": { + "mean_alignment": 0.9598827958106995 + }, + "eval_alignment_invention": { + "mean_alignment": 0.768085241317749 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.68, + "eval_ipc_cls_abstract_precision@1": 54.2, + "eval_ipc_cls_abstract_precision@3": 28.18666666666667, + "eval_ipc_cls_abstract_precision@5": 19.183999999999997, + "eval_ipc_cls_global_accuracy_primary": 49.68, + "eval_ipc_cls_global_precision@1": 54.2, + "eval_ipc_cls_global_precision@3": 28.18666666666667, + "eval_ipc_cls_global_precision@5": 19.183999999999997, + "eval_ipc_knn_abstract_accuracy_primary": 45.800000000000004, + "eval_ipc_knn_abstract_precision@1": 48.88, + "eval_ipc_knn_abstract_precision@3": 19.866666666666667, + "eval_ipc_knn_abstract_precision@5": 12.063999999999998, + "eval_ipc_knn_global_accuracy_primary": 45.800000000000004, + "eval_ipc_knn_global_precision@1": 48.88, + "eval_ipc_knn_global_precision@3": 19.866666666666667, + "eval_ipc_knn_global_precision@5": 12.063999999999998, + "eval_priorArt_ndcg@100_a2a": 0.3104063471309546, + "eval_priorArt_ndcg@100_a2all": 0.3119680899472374, + "eval_priorArt_ndcg@100_a2c": 0.22009206935505596, + "eval_priorArt_ndcg@100_a2i": 0.2318531798155697, + "eval_priorArt_ndcg@100_c2a": 0.12184132157386614, + "eval_priorArt_ndcg@100_c2all": 0.2729437621713606, + "eval_priorArt_ndcg@100_c2c": 0.2756264680833932, + "eval_priorArt_ndcg@100_c2i": 0.16225214468778554, + "eval_priorArt_ndcg@100_i2a": 0.12802388406781634, + "eval_priorArt_ndcg@100_i2all": 0.24217407941862512, + "eval_priorArt_ndcg@100_i2c": 0.2603240918080692, + "eval_priorArt_ndcg@100_i2i": 0.19947878513078102, + "eval_priorArt_ndcg@10_a2a": 0.21148364115704216, + "eval_priorArt_ndcg@10_a2all": 0.20118880643550874, + "eval_priorArt_ndcg@10_a2c": 0.08950437879824076, + "eval_priorArt_ndcg@10_a2i": 0.08328935140237602, + "eval_priorArt_ndcg@10_c2a": 0.04063265226915665, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.047810499791921895, + "eval_priorArt_ndcg@10_i2all": 0.1412750806056374, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24890514354566914, + "eval_priorArt_ndcg@20_a2all": 0.22325526963185133, + "eval_priorArt_ndcg@20_a2c": 0.16660726223150055, + "eval_priorArt_ndcg@20_a2i": 0.1586869079540437, + "eval_priorArt_ndcg@20_c2a": 0.05382168970114265, + "eval_priorArt_ndcg@20_c2all": 0.20751847637436396, + "eval_priorArt_ndcg@20_c2c": 0.21708045103071044, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.0654463783638777, + "eval_priorArt_ndcg@20_i2all": 0.17579307782666825, + "eval_priorArt_ndcg@20_i2c": 0.19557107583107114, + "eval_priorArt_ndcg@20_i2i": 0.13084931894879626, + "eval_priorArt_ndcg@50_a2a": 0.29499923004049095, + "eval_priorArt_ndcg@50_a2all": 0.3004260227481231, + "eval_priorArt_ndcg@50_a2c": 0.20323679239695194, + "eval_priorArt_ndcg@50_a2i": 0.21216363097321206, + "eval_priorArt_ndcg@50_c2a": 0.09747082928643665, + "eval_priorArt_ndcg@50_c2all": 0.2530303158094619, + "eval_priorArt_ndcg@50_c2c": 0.2503647601380109, + "eval_priorArt_ndcg@50_c2i": 0.14623877239965152, + "eval_priorArt_ndcg@50_i2a": 0.09794736162217299, + "eval_priorArt_ndcg@50_i2all": 0.21571959646969155, + "eval_priorArt_ndcg@50_i2c": 0.22357349995659215, + "eval_priorArt_ndcg@50_i2i": 0.1641432378929507, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5208333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.09166666666666666, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4375, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.25, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.32598663136621386, + "eval_singularentropy_claim": 0.3693598223719071, + "eval_singularentropy_global": 0.3228541591091315, + "eval_singularentropy_invention": 0.36769066371668446, + "eval_uniformity_abstract": -3.026872396469116, + "eval_uniformity_claim": -2.2304482460021973, + "eval_uniformity_global": -2.7286911010742188, + "eval_uniformity_invention": -2.4969334602355957, + "step": 4250 + }, + { + "epoch": 0.784674894087309, + "grad_norm": 0.000937789911404252, + "learning_rate": 1.3537486946417554e-06, + "loss": 0.0002, + "step": 4260 + }, + { + "epoch": 0.7865168539325843, + "grad_norm": 0.0022571501322090626, + "learning_rate": 1.331826412102738e-06, + "loss": 0.0001, + "step": 4270 + }, + { + "epoch": 0.7883588137778597, + "grad_norm": 0.0009942221222445369, + "learning_rate": 1.3100557791407593e-06, + "loss": 0.0001, + "step": 4280 + }, + { + "epoch": 0.790200773623135, + "grad_norm": 0.002547480631619692, + "learning_rate": 1.2884376957969941e-06, + "loss": 0.0002, + "step": 4290 + }, + { + "epoch": 0.7920427334684104, + "grad_norm": 0.006696457043290138, + "learning_rate": 1.2669730558059219e-06, + "loss": 0.0001, + "step": 4300 + }, + { + "epoch": 0.7938846933136857, + "grad_norm": 0.0013715786626562476, + "learning_rate": 1.245662746558362e-06, + "loss": 0.0001, + "step": 4310 + }, + { + "epoch": 0.7957266531589612, + "grad_norm": 0.0012720625381916761, + "learning_rate": 1.2245076490647967e-06, + "loss": 0.0001, + "step": 4320 + }, + { + "epoch": 0.7975686130042365, + "grad_norm": 0.0027385654393583536, + "learning_rate": 1.2035086379189493e-06, + "loss": 0.0004, + "step": 4330 + }, + { + "epoch": 0.7994105728495119, + "grad_norm": 0.0015564667992293835, + "learning_rate": 1.1826665812616183e-06, + "loss": 0.0001, + "step": 4340 + }, + { + "epoch": 0.8012525326947872, + "grad_norm": 0.001977665349841118, + "learning_rate": 1.1619823407447983e-06, + "loss": 0.0001, + "step": 4350 + }, + { + "epoch": 0.8030944925400626, + "grad_norm": 0.0024841006379574537, + "learning_rate": 1.1414567714960451e-06, + "loss": 0.0004, + "step": 4360 + }, + { + "epoch": 0.804936452385338, + "grad_norm": 0.0014741391642019153, + "learning_rate": 1.1210907220831352e-06, + "loss": 0.0001, + "step": 4370 + }, + { + "epoch": 0.8058574323079757, + "eval_alignment_abstract": { + "mean_alignment": 0.8953948616981506 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7148253321647644 + }, + "eval_alignment_global": { + "mean_alignment": 0.9602380990982056 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7688971757888794 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.96, + "eval_ipc_cls_abstract_precision@1": 54.559999999999995, + "eval_ipc_cls_abstract_precision@3": 28.17333333333333, + "eval_ipc_cls_abstract_precision@5": 19.216, + "eval_ipc_cls_global_accuracy_primary": 49.96, + "eval_ipc_cls_global_precision@1": 54.559999999999995, + "eval_ipc_cls_global_precision@3": 28.17333333333333, + "eval_ipc_cls_global_precision@5": 19.216, + "eval_ipc_knn_abstract_accuracy_primary": 45.800000000000004, + "eval_ipc_knn_abstract_precision@1": 48.8, + "eval_ipc_knn_abstract_precision@3": 19.813333333333333, + "eval_ipc_knn_abstract_precision@5": 12.032000000000002, + "eval_ipc_knn_global_accuracy_primary": 45.800000000000004, + "eval_ipc_knn_global_precision@1": 48.8, + "eval_ipc_knn_global_precision@3": 19.813333333333333, + "eval_ipc_knn_global_precision@5": 12.032000000000002, + "eval_priorArt_ndcg@100_a2a": 0.3104405602431187, + "eval_priorArt_ndcg@100_a2all": 0.3119263539896934, + "eval_priorArt_ndcg@100_a2c": 0.2207255092982839, + "eval_priorArt_ndcg@100_a2i": 0.22807677809705754, + "eval_priorArt_ndcg@100_c2a": 0.12211780234876943, + "eval_priorArt_ndcg@100_c2all": 0.2727467218329568, + "eval_priorArt_ndcg@100_c2c": 0.2750280906704234, + "eval_priorArt_ndcg@100_c2i": 0.1650774239334815, + "eval_priorArt_ndcg@100_i2a": 0.12870052655727737, + "eval_priorArt_ndcg@100_i2all": 0.24211783673678, + "eval_priorArt_ndcg@100_i2c": 0.2602138810584126, + "eval_priorArt_ndcg@100_i2i": 0.19957720364290646, + "eval_priorArt_ndcg@10_a2a": 0.21148364115704216, + "eval_priorArt_ndcg@10_a2all": 0.20118880643550874, + "eval_priorArt_ndcg@10_a2c": 0.08950437879824076, + "eval_priorArt_ndcg@10_a2i": 0.08328935140237602, + "eval_priorArt_ndcg@10_c2a": 0.04063265226915665, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.04817732029169792, + "eval_priorArt_ndcg@10_i2all": 0.1412750806056374, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24890514354566914, + "eval_priorArt_ndcg@20_a2all": 0.22325526963185133, + "eval_priorArt_ndcg@20_a2c": 0.16714848712650648, + "eval_priorArt_ndcg@20_a2i": 0.1583890067135529, + "eval_priorArt_ndcg@20_c2a": 0.06091513479444237, + "eval_priorArt_ndcg@20_c2all": 0.2073834750601795, + "eval_priorArt_ndcg@20_c2c": 0.209662891268108, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.06568767952467017, + "eval_priorArt_ndcg@20_i2all": 0.17579307782666825, + "eval_priorArt_ndcg@20_i2c": 0.19546775113925263, + "eval_priorArt_ndcg@20_i2i": 0.13084931894879626, + "eval_priorArt_ndcg@50_a2a": 0.2950531911882836, + "eval_priorArt_ndcg@50_a2all": 0.3003755723400777, + "eval_priorArt_ndcg@50_a2c": 0.2038106468421501, + "eval_priorArt_ndcg@50_a2i": 0.21189392755719655, + "eval_priorArt_ndcg@50_c2a": 0.09769189808352104, + "eval_priorArt_ndcg@50_c2all": 0.24744191636239482, + "eval_priorArt_ndcg@50_c2c": 0.2497499856977174, + "eval_priorArt_ndcg@50_c2i": 0.1461324832278874, + "eval_priorArt_ndcg@50_i2a": 0.0985348616524965, + "eval_priorArt_ndcg@50_i2all": 0.2156891277316774, + "eval_priorArt_ndcg@50_i2c": 0.22347017526477364, + "eval_priorArt_ndcg@50_i2i": 0.1641432378929507, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666666, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.4625, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5208333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4125, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.25, + "eval_priorArt_recall@50_c2all": 0.5625, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.37500000000000006, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.32613692355939106, + "eval_singularentropy_claim": 0.36932375843339804, + "eval_singularentropy_global": 0.3229471538894008, + "eval_singularentropy_invention": 0.36774732273685407, + "eval_uniformity_abstract": -3.0258285999298096, + "eval_uniformity_claim": -2.2325291633605957, + "eval_uniformity_global": -2.7286882400512695, + "eval_uniformity_invention": -2.497002601623535, + "step": 4375 + }, + { + "epoch": 0.8067784122306134, + "grad_norm": 0.0016387077048420906, + "learning_rate": 1.1008850344789728e-06, + "loss": 0.0001, + "step": 4380 + }, + { + "epoch": 0.8086203720758888, + "grad_norm": 0.0016729364870116115, + "learning_rate": 1.0808405440267927e-06, + "loss": 0.0004, + "step": 4390 + }, + { + "epoch": 0.8104623319211641, + "grad_norm": 0.0014781103236600757, + "learning_rate": 1.0609580794056135e-06, + "loss": 0.0001, + "step": 4400 + }, + { + "epoch": 0.8123042917664395, + "grad_norm": 0.0011840190272778273, + "learning_rate": 1.0412384625959887e-06, + "loss": 0.0001, + "step": 4410 + }, + { + "epoch": 0.8141462516117148, + "grad_norm": 0.0014513040659949183, + "learning_rate": 1.0216825088460186e-06, + "loss": 0.0001, + "step": 4420 + }, + { + "epoch": 0.8159882114569902, + "grad_norm": 0.0017944276332855225, + "learning_rate": 1.002291026637645e-06, + "loss": 0.0002, + "step": 4430 + }, + { + "epoch": 0.8178301713022657, + "grad_norm": 0.0013004826614633203, + "learning_rate": 9.83064817653236e-07, + "loss": 0.0001, + "step": 4440 + }, + { + "epoch": 0.819672131147541, + "grad_norm": 0.00161108304746449, + "learning_rate": 9.640046767424293e-07, + "loss": 0.0001, + "step": 4450 + }, + { + "epoch": 0.8215140909928164, + "grad_norm": 0.0020306131336838007, + "learning_rate": 9.451113918892862e-07, + "loss": 0.0001, + "step": 4460 + }, + { + "epoch": 0.8233560508380917, + "grad_norm": 0.0019653209019452333, + "learning_rate": 9.263857441796997e-07, + "loss": 0.0004, + "step": 4470 + }, + { + "epoch": 0.8251980106833671, + "grad_norm": 0.006056183483451605, + "learning_rate": 9.078285077691179e-07, + "loss": 0.0004, + "step": 4480 + }, + { + "epoch": 0.8270399705286424, + "grad_norm": 0.01621546596288681, + "learning_rate": 8.894404498505249e-07, + "loss": 0.0004, + "step": 4490 + }, + { + "epoch": 0.8288819303739179, + "grad_norm": 0.0010459690820425749, + "learning_rate": 8.712223306227352e-07, + "loss": 0.0004, + "step": 4500 + }, + { + "epoch": 0.8288819303739179, + "eval_alignment_abstract": { + "mean_alignment": 0.8954018950462341 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7160770297050476 + }, + "eval_alignment_global": { + "mean_alignment": 0.96043860912323 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7696455121040344 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.68, + "eval_ipc_cls_abstract_precision@1": 54.24, + "eval_ipc_cls_abstract_precision@3": 28.10666666666667, + "eval_ipc_cls_abstract_precision@5": 19.2, + "eval_ipc_cls_global_accuracy_primary": 49.68, + "eval_ipc_cls_global_precision@1": 54.24, + "eval_ipc_cls_global_precision@3": 28.10666666666667, + "eval_ipc_cls_global_precision@5": 19.2, + "eval_ipc_knn_abstract_accuracy_primary": 45.72, + "eval_ipc_knn_abstract_precision@1": 48.72, + "eval_ipc_knn_abstract_precision@3": 19.8, + "eval_ipc_knn_abstract_precision@5": 12.024000000000001, + "eval_ipc_knn_global_accuracy_primary": 45.72, + "eval_ipc_knn_global_precision@1": 48.72, + "eval_ipc_knn_global_precision@3": 19.8, + "eval_ipc_knn_global_precision@5": 12.024000000000001, + "eval_priorArt_ndcg@100_a2a": 0.3113315018022761, + "eval_priorArt_ndcg@100_a2all": 0.3128600477246912, + "eval_priorArt_ndcg@100_a2c": 0.221139721993375, + "eval_priorArt_ndcg@100_a2i": 0.21959531515725533, + "eval_priorArt_ndcg@100_c2a": 0.12228078053818503, + "eval_priorArt_ndcg@100_c2all": 0.27244183633313257, + "eval_priorArt_ndcg@100_c2c": 0.2747316144445951, + "eval_priorArt_ndcg@100_c2i": 0.1652768905460225, + "eval_priorArt_ndcg@100_i2a": 0.12941615891040498, + "eval_priorArt_ndcg@100_i2all": 0.24158410819325868, + "eval_priorArt_ndcg@100_i2c": 0.2600394695007787, + "eval_priorArt_ndcg@100_i2i": 0.19968436793169492, + "eval_priorArt_ndcg@10_a2a": 0.2125119188552019, + "eval_priorArt_ndcg@10_a2all": 0.20221708413366848, + "eval_priorArt_ndcg@10_a2c": 0.08985315324625753, + "eval_priorArt_ndcg@10_a2i": 0.07462951064953147, + "eval_priorArt_ndcg@10_c2a": 0.04063265226915665, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.05495991896332031, + "eval_priorArt_ndcg@10_i2all": 0.14072728090707665, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24981528065022718, + "eval_priorArt_ndcg@20_a2all": 0.22414854601582662, + "eval_priorArt_ndcg@20_a2c": 0.16757199576468823, + "eval_priorArt_ndcg@20_a2i": 0.1497602012860747, + "eval_priorArt_ndcg@20_c2a": 0.06091513479444237, + "eval_priorArt_ndcg@20_c2all": 0.20720081775085122, + "eval_priorArt_ndcg@20_c2c": 0.20945774723254407, + "eval_priorArt_ndcg@20_c2i": 0.10680820147503925, + "eval_priorArt_ndcg@20_i2a": 0.06625494669365643, + "eval_priorArt_ndcg@20_i2all": 0.17524527812810747, + "eval_priorArt_ndcg@20_i2c": 0.1953037508851013, + "eval_priorArt_ndcg@20_i2i": 0.13084931894879626, + "eval_priorArt_ndcg@50_a2a": 0.29596332829284155, + "eval_priorArt_ndcg@50_a2all": 0.3013179805255769, + "eval_priorArt_ndcg@50_a2c": 0.20423415548033189, + "eval_priorArt_ndcg@50_a2i": 0.20336158196267298, + "eval_priorArt_ndcg@50_c2a": 0.1032329455367355, + "eval_priorArt_ndcg@50_c2all": 0.2525283899712338, + "eval_priorArt_ndcg@50_c2c": 0.2494677073189993, + "eval_priorArt_ndcg@50_c2i": 0.1421786664813026, + "eval_priorArt_ndcg@50_i2a": 0.09910212882148277, + "eval_priorArt_ndcg@50_i2all": 0.21516670077104666, + "eval_priorArt_ndcg@50_i2c": 0.22334174338087615, + "eval_priorArt_ndcg@50_i2i": 0.16422787665057084, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666666, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.4625, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.10833333333333332, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5208333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.4125, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.275, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.35833333333333334, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.32649487837494273, + "eval_singularentropy_claim": 0.3693496909319679, + "eval_singularentropy_global": 0.3231848056120136, + "eval_singularentropy_invention": 0.3678869315368328, + "eval_uniformity_abstract": -3.0247344970703125, + "eval_uniformity_claim": -2.2362446784973145, + "eval_uniformity_global": -2.7303500175476074, + "eval_uniformity_invention": -2.4993629455566406, + "step": 4500 + }, + { + "epoch": 0.8307238902191932, + "grad_norm": 0.0022090079728513956, + "learning_rate": 8.531749032589592e-07, + "loss": 0.0001, + "step": 4510 + }, + { + "epoch": 0.8325658500644686, + "grad_norm": 0.0023777391761541367, + "learning_rate": 8.35298913875664e-07, + "loss": 0.0003, + "step": 4520 + }, + { + "epoch": 0.834407809909744, + "grad_norm": 0.001469959388487041, + "learning_rate": 8.175951015017347e-07, + "loss": 0.0001, + "step": 4530 + }, + { + "epoch": 0.8362497697550193, + "grad_norm": 0.0015653595328330994, + "learning_rate": 8.000641980479135e-07, + "loss": 0.0001, + "step": 4540 + }, + { + "epoch": 0.8380917296002948, + "grad_norm": 0.0013686885358765721, + "learning_rate": 7.827069282765475e-07, + "loss": 0.0001, + "step": 4550 + }, + { + "epoch": 0.8399336894455701, + "grad_norm": 0.001080156653188169, + "learning_rate": 7.655240097716188e-07, + "loss": 0.0004, + "step": 4560 + }, + { + "epoch": 0.8417756492908455, + "grad_norm": 0.0013781997840851545, + "learning_rate": 7.485161529090879e-07, + "loss": 0.0001, + "step": 4570 + }, + { + "epoch": 0.8436176091361208, + "grad_norm": 0.0032667878549546003, + "learning_rate": 7.316840608275145e-07, + "loss": 0.0006, + "step": 4580 + }, + { + "epoch": 0.8454595689813962, + "grad_norm": 0.0010986444540321827, + "learning_rate": 7.150284293989934e-07, + "loss": 0.0003, + "step": 4590 + }, + { + "epoch": 0.8473015288266715, + "grad_norm": 0.0011715720174834132, + "learning_rate": 6.985499472003899e-07, + "loss": 0.0004, + "step": 4600 + }, + { + "epoch": 0.849143488671947, + "grad_norm": 0.0010540884686633945, + "learning_rate": 6.822492954848642e-07, + "loss": 0.0001, + "step": 4610 + }, + { + "epoch": 0.8509854485172224, + "grad_norm": 0.0023613846860826015, + "learning_rate": 6.661271481537157e-07, + "loss": 0.0001, + "step": 4620 + }, + { + "epoch": 0.85190642843986, + "eval_alignment_abstract": { + "mean_alignment": 0.896047830581665 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7166853547096252 + }, + "eval_alignment_global": { + "mean_alignment": 0.9609975814819336 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7703855037689209 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.76, + "eval_ipc_cls_abstract_precision@1": 54.36, + "eval_ipc_cls_abstract_precision@3": 28.12, + "eval_ipc_cls_abstract_precision@5": 19.216, + "eval_ipc_cls_global_accuracy_primary": 49.76, + "eval_ipc_cls_global_precision@1": 54.36, + "eval_ipc_cls_global_precision@3": 28.12, + "eval_ipc_cls_global_precision@5": 19.216, + "eval_ipc_knn_abstract_accuracy_primary": 45.64, + "eval_ipc_knn_abstract_precision@1": 48.64, + "eval_ipc_knn_abstract_precision@3": 19.773333333333333, + "eval_ipc_knn_abstract_precision@5": 12.008, + "eval_ipc_knn_global_accuracy_primary": 45.64, + "eval_ipc_knn_global_precision@1": 48.64, + "eval_ipc_knn_global_precision@3": 19.773333333333333, + "eval_ipc_knn_global_precision@5": 12.008, + "eval_priorArt_ndcg@100_a2a": 0.3110911371287093, + "eval_priorArt_ndcg@100_a2all": 0.31270105417975225, + "eval_priorArt_ndcg@100_a2c": 0.22039614573359612, + "eval_priorArt_ndcg@100_a2i": 0.2191729821408392, + "eval_priorArt_ndcg@100_c2a": 0.12217615946039942, + "eval_priorArt_ndcg@100_c2all": 0.2723854260831863, + "eval_priorArt_ndcg@100_c2c": 0.2746953417316028, + "eval_priorArt_ndcg@100_c2i": 0.1649681179134865, + "eval_priorArt_ndcg@100_i2a": 0.128867356422305, + "eval_priorArt_ndcg@100_i2all": 0.2415655300251427, + "eval_priorArt_ndcg@100_i2c": 0.25993337737249445, + "eval_priorArt_ndcg@100_i2i": 0.19974452430492726, + "eval_priorArt_ndcg@10_a2a": 0.21206938351331678, + "eval_priorArt_ndcg@10_a2all": 0.20185026363389244, + "eval_priorArt_ndcg@10_a2c": 0.08950437879824076, + "eval_priorArt_ndcg@10_a2i": 0.07462951064953147, + "eval_priorArt_ndcg@10_c2a": 0.04063265226915665, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.04817732029169792, + "eval_priorArt_ndcg@10_i2all": 0.14072728090707665, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24949088590194374, + "eval_priorArt_ndcg@20_a2all": 0.22391672683023503, + "eval_priorArt_ndcg@20_a2c": 0.16688864580530258, + "eval_priorArt_ndcg@20_a2i": 0.14946230004558395, + "eval_priorArt_ndcg@20_c2a": 0.06091513479444237, + "eval_priorArt_ndcg@20_c2all": 0.20720081775085122, + "eval_priorArt_ndcg@20_c2c": 0.20247797853930655, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.06587298398783603, + "eval_priorArt_ndcg@20_i2all": 0.17524527812810747, + "eval_priorArt_ndcg@20_i2c": 0.1953037508851013, + "eval_priorArt_ndcg@20_i2i": 0.13084931894879626, + "eval_priorArt_ndcg@50_a2a": 0.29573057800937275, + "eval_priorArt_ndcg@50_a2all": 0.30115027253013665, + "eval_priorArt_ndcg@50_a2c": 0.20348128327746232, + "eval_priorArt_ndcg@50_a2i": 0.20299630363160054, + "eval_priorArt_ndcg@50_c2a": 0.10322270018059672, + "eval_priorArt_ndcg@50_c2all": 0.25242477583564343, + "eval_priorArt_ndcg@50_c2c": 0.2493757702890357, + "eval_priorArt_ndcg@50_c2i": 0.14186989384876666, + "eval_priorArt_ndcg@50_i2a": 0.09862442492146932, + "eval_priorArt_ndcg@50_i2all": 0.21520888067861174, + "eval_priorArt_ndcg@50_i2c": 0.22332147474137098, + "eval_priorArt_ndcg@50_i2i": 0.16430126083110635, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666666, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.4625, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5208333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.3875, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.275, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.35833333333333334, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.3267712559719631, + "eval_singularentropy_claim": 0.3695700856902315, + "eval_singularentropy_global": 0.32342986147544917, + "eval_singularentropy_invention": 0.3680522921440721, + "eval_uniformity_abstract": -3.022735118865967, + "eval_uniformity_claim": -2.2359883785247803, + "eval_uniformity_global": -2.7295174598693848, + "eval_uniformity_invention": -2.4988691806793213, + "step": 4625 + }, + { + "epoch": 0.8528274083624977, + "grad_norm": 0.0011895401403307915, + "learning_rate": 6.501841717285123e-07, + "loss": 0.0002, + "step": 4630 + }, + { + "epoch": 0.8546693682077731, + "grad_norm": 0.002668459201231599, + "learning_rate": 6.344210253235483e-07, + "loss": 0.0003, + "step": 4640 + }, + { + "epoch": 0.8565113280530484, + "grad_norm": 0.0015505090123042464, + "learning_rate": 6.188383606185805e-07, + "loss": 0.0001, + "step": 4650 + }, + { + "epoch": 0.8583532878983238, + "grad_norm": 0.002035195706412196, + "learning_rate": 6.034368218319004e-07, + "loss": 0.0001, + "step": 4660 + }, + { + "epoch": 0.8601952477435992, + "grad_norm": 0.002895520068705082, + "learning_rate": 5.882170456936892e-07, + "loss": 0.0001, + "step": 4670 + }, + { + "epoch": 0.8620372075888746, + "grad_norm": 0.001786300097592175, + "learning_rate": 5.731796614197049e-07, + "loss": 0.0005, + "step": 4680 + }, + { + "epoch": 0.8638791674341499, + "grad_norm": 0.001566880033351481, + "learning_rate": 5.583252906852594e-07, + "loss": 0.0004, + "step": 4690 + }, + { + "epoch": 0.8657211272794253, + "grad_norm": 0.0014457175275310874, + "learning_rate": 5.436545475995219e-07, + "loss": 0.0005, + "step": 4700 + }, + { + "epoch": 0.8675630871247006, + "grad_norm": 0.0020828614942729473, + "learning_rate": 5.29168038680134e-07, + "loss": 0.0001, + "step": 4710 + }, + { + "epoch": 0.869405046969976, + "grad_norm": 0.0013098680647090077, + "learning_rate": 5.148663628281264e-07, + "loss": 0.0004, + "step": 4720 + }, + { + "epoch": 0.8712470068152515, + "grad_norm": 0.0020191955845803022, + "learning_rate": 5.007501113031671e-07, + "loss": 0.0001, + "step": 4730 + }, + { + "epoch": 0.8730889666605268, + "grad_norm": 0.013917090371251106, + "learning_rate": 4.868198676991126e-07, + "loss": 0.0002, + "step": 4740 + }, + { + "epoch": 0.8749309265058022, + "grad_norm": 0.003772860625758767, + "learning_rate": 4.730762079198842e-07, + "loss": 0.0001, + "step": 4750 + }, + { + "epoch": 0.8749309265058022, + "eval_alignment_abstract": { + "mean_alignment": 0.89585280418396 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7170270085334778 + }, + "eval_alignment_global": { + "mean_alignment": 0.9609583020210266 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7705036401748657 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.76, + "eval_ipc_cls_abstract_precision@1": 54.400000000000006, + "eval_ipc_cls_abstract_precision@3": 28.12, + "eval_ipc_cls_abstract_precision@5": 19.232, + "eval_ipc_cls_global_accuracy_primary": 49.76, + "eval_ipc_cls_global_precision@1": 54.400000000000006, + "eval_ipc_cls_global_precision@3": 28.12, + "eval_ipc_cls_global_precision@5": 19.232, + "eval_ipc_knn_abstract_accuracy_primary": 45.72, + "eval_ipc_knn_abstract_precision@1": 48.76, + "eval_ipc_knn_abstract_precision@3": 19.8, + "eval_ipc_knn_abstract_precision@5": 12.024000000000001, + "eval_ipc_knn_global_accuracy_primary": 45.72, + "eval_ipc_knn_global_precision@1": 48.76, + "eval_ipc_knn_global_precision@3": 19.8, + "eval_ipc_knn_global_precision@5": 12.024000000000001, + "eval_priorArt_ndcg@100_a2a": 0.310752902211067, + "eval_priorArt_ndcg@100_a2all": 0.3123309042204971, + "eval_priorArt_ndcg@100_a2c": 0.22110036443082257, + "eval_priorArt_ndcg@100_a2i": 0.22352225496758496, + "eval_priorArt_ndcg@100_c2a": 0.12226214207129005, + "eval_priorArt_ndcg@100_c2all": 0.27239091553649464, + "eval_priorArt_ndcg@100_c2c": 0.2745836812331089, + "eval_priorArt_ndcg@100_c2i": 0.1649226802865298, + "eval_priorArt_ndcg@100_i2a": 0.12877096516904143, + "eval_priorArt_ndcg@100_i2all": 0.2415313458415504, + "eval_priorArt_ndcg@100_i2c": 0.25994935160280647, + "eval_priorArt_ndcg@100_i2i": 0.1997099846538804, + "eval_priorArt_ndcg@10_a2a": 0.21172060906530002, + "eval_priorArt_ndcg@10_a2all": 0.20150148918587568, + "eval_priorArt_ndcg@10_a2c": 0.08985315324625753, + "eval_priorArt_ndcg@10_a2i": 0.07462951064953147, + "eval_priorArt_ndcg@10_c2a": 0.04063265226915665, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.04817732029169792, + "eval_priorArt_ndcg@10_i2all": 0.14072728090707665, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24388707468279963, + "eval_priorArt_ndcg@20_a2all": 0.22356795238221827, + "eval_priorArt_ndcg@20_a2c": 0.16757199576468823, + "eval_priorArt_ndcg@20_a2i": 0.1502313158679893, + "eval_priorArt_ndcg@20_c2a": 0.06091513479444237, + "eval_priorArt_ndcg@20_c2all": 0.20720081775085122, + "eval_priorArt_ndcg@20_c2c": 0.20247797853930655, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.06566873532104585, + "eval_priorArt_ndcg@20_i2all": 0.17524527812810747, + "eval_priorArt_ndcg@20_i2c": 0.1953037508851013, + "eval_priorArt_ndcg@20_i2i": 0.13084931894879626, + "eval_priorArt_ndcg@50_a2a": 0.2953969547487195, + "eval_priorArt_ndcg@50_a2all": 0.3007888370213828, + "eval_priorArt_ndcg@50_a2c": 0.204164633236848, + "eval_priorArt_ndcg@50_a2i": 0.20379967556917938, + "eval_priorArt_ndcg@50_c2a": 0.1033086827914873, + "eval_priorArt_ndcg@50_c2all": 0.2524521340264153, + "eval_priorArt_ndcg@50_c2c": 0.24927830763765205, + "eval_priorArt_ndcg@50_c2i": 0.1418102358376186, + "eval_priorArt_ndcg@50_i2a": 0.0984905447109421, + "eval_priorArt_ndcg@50_i2all": 0.21518626461018736, + "eval_priorArt_ndcg@50_i2c": 0.22332147474137098, + "eval_priorArt_ndcg@50_i2i": 0.16419879390819786, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6708333333333333, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.4625, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.3875, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.275, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.35833333333333334, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.3269971910722186, + "eval_singularentropy_claim": 0.36968800376191424, + "eval_singularentropy_global": 0.32361119122704324, + "eval_singularentropy_invention": 0.36819720741613504, + "eval_uniformity_abstract": -3.0222878456115723, + "eval_uniformity_claim": -2.2367191314697266, + "eval_uniformity_global": -2.7296931743621826, + "eval_uniformity_invention": -2.4991657733917236, + "step": 4750 + }, + { + "epoch": 0.8767728863510775, + "grad_norm": 0.0013432675041258335, + "learning_rate": 4.5951970015565617e-07, + "loss": 0.0004, + "step": 4760 + }, + { + "epoch": 0.8786148461963529, + "grad_norm": 0.001561473705805838, + "learning_rate": 4.461509048593676e-07, + "loss": 0.0004, + "step": 4770 + }, + { + "epoch": 0.8804568060416282, + "grad_norm": 0.0018299161456525326, + "learning_rate": 4.329703747235531e-07, + "loss": 0.0005, + "step": 4780 + }, + { + "epoch": 0.8822987658869037, + "grad_norm": 0.0016727616311982274, + "learning_rate": 4.19978654657488e-07, + "loss": 0.0007, + "step": 4790 + }, + { + "epoch": 0.8841407257321791, + "grad_norm": 0.01369308028370142, + "learning_rate": 4.0717628176466903e-07, + "loss": 0.0006, + "step": 4800 + }, + { + "epoch": 0.8859826855774544, + "grad_norm": 0.0018430303316563368, + "learning_rate": 3.9456378532060136e-07, + "loss": 0.0001, + "step": 4810 + }, + { + "epoch": 0.8878246454227298, + "grad_norm": 0.0015253170859068632, + "learning_rate": 3.8214168675092365e-07, + "loss": 0.0005, + "step": 4820 + }, + { + "epoch": 0.8896666052680051, + "grad_norm": 0.002857543993741274, + "learning_rate": 3.699104996098457e-07, + "loss": 0.0005, + "step": 4830 + }, + { + "epoch": 0.8915085651132806, + "grad_norm": 0.0017282770713791251, + "learning_rate": 3.5787072955892285e-07, + "loss": 0.0004, + "step": 4840 + }, + { + "epoch": 0.8933505249585559, + "grad_norm": 0.003198683261871338, + "learning_rate": 3.4602287434614633e-07, + "loss": 0.0001, + "step": 4850 + }, + { + "epoch": 0.8951924848038313, + "grad_norm": 0.14275793731212616, + "learning_rate": 3.343674237853667e-07, + "loss": 0.0003, + "step": 4860 + }, + { + "epoch": 0.8970344446491066, + "grad_norm": 0.06551549583673477, + "learning_rate": 3.229048597360451e-07, + "loss": 0.0003, + "step": 4870 + }, + { + "epoch": 0.8979554245717444, + "eval_alignment_abstract": { + "mean_alignment": 0.8957560062408447 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7163525223731995 + }, + "eval_alignment_global": { + "mean_alignment": 0.9608361721038818 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7701314687728882 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.72, + "eval_ipc_cls_abstract_precision@1": 54.32, + "eval_ipc_cls_abstract_precision@3": 28.12, + "eval_ipc_cls_abstract_precision@5": 19.176, + "eval_ipc_cls_global_accuracy_primary": 49.72, + "eval_ipc_cls_global_precision@1": 54.32, + "eval_ipc_cls_global_precision@3": 28.12, + "eval_ipc_cls_global_precision@5": 19.176, + "eval_ipc_knn_abstract_accuracy_primary": 45.68, + "eval_ipc_knn_abstract_precision@1": 48.76, + "eval_ipc_knn_abstract_precision@3": 19.813333333333333, + "eval_ipc_knn_abstract_precision@5": 12.031999999999998, + "eval_ipc_knn_global_accuracy_primary": 45.68, + "eval_ipc_knn_global_precision@1": 48.76, + "eval_ipc_knn_global_precision@3": 19.813333333333333, + "eval_ipc_knn_global_precision@5": 12.031999999999998, + "eval_priorArt_ndcg@100_a2a": 0.3115051748242873, + "eval_priorArt_ndcg@100_a2all": 0.31260820008886414, + "eval_priorArt_ndcg@100_a2c": 0.22127873686382965, + "eval_priorArt_ndcg@100_a2i": 0.21937898015871968, + "eval_priorArt_ndcg@100_c2a": 0.12206838530733514, + "eval_priorArt_ndcg@100_c2all": 0.2723014217089876, + "eval_priorArt_ndcg@100_c2c": 0.27438706116758993, + "eval_priorArt_ndcg@100_c2i": 0.1649654022026494, + "eval_priorArt_ndcg@100_i2a": 0.12839051281042663, + "eval_priorArt_ndcg@100_i2all": 0.24132928670448087, + "eval_priorArt_ndcg@100_i2c": 0.2634125044754842, + "eval_priorArt_ndcg@100_i2i": 0.19944116657563205, + "eval_priorArt_ndcg@10_a2a": 0.21216314440718514, + "eval_priorArt_ndcg@10_a2all": 0.20186830968565173, + "eval_priorArt_ndcg@10_a2c": 0.0899236431244734, + "eval_priorArt_ndcg@10_a2i": 0.07462951064953147, + "eval_priorArt_ndcg@10_c2a": 0.04063265226915665, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.04817732029169792, + "eval_priorArt_ndcg@10_i2all": 0.14072728090707665, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24990429727157534, + "eval_priorArt_ndcg@20_a2all": 0.22381622958896624, + "eval_priorArt_ndcg@20_a2c": 0.16775600593943163, + "eval_priorArt_ndcg@20_a2i": 0.1497602012860747, + "eval_priorArt_ndcg@20_c2a": 0.06091513479444237, + "eval_priorArt_ndcg@20_c2all": 0.20720081775085122, + "eval_priorArt_ndcg@20_c2c": 0.20247797853930655, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.06548715578618049, + "eval_priorArt_ndcg@20_i2all": 0.175067219246124, + "eval_priorArt_ndcg@20_i2c": 0.1953037508851013, + "eval_priorArt_ndcg@20_i2i": 0.13067126006681276, + "eval_priorArt_ndcg@50_a2a": 0.2961492273619398, + "eval_priorArt_ndcg@50_a2all": 0.3010661328897498, + "eval_priorArt_ndcg@50_a2c": 0.20437317035078645, + "eval_priorArt_ndcg@50_a2i": 0.20320532825557738, + "eval_priorArt_ndcg@50_c2a": 0.1031953419898248, + "eval_priorArt_ndcg@50_c2all": 0.2523668369429953, + "eval_priorArt_ndcg@50_c2c": 0.24907451357241275, + "eval_priorArt_ndcg@50_c2i": 0.14183051594494497, + "eval_priorArt_ndcg@50_i2a": 0.0982317486455104, + "eval_priorArt_ndcg@50_i2all": 0.21497263735794997, + "eval_priorArt_ndcg@50_i2c": 0.22326478662902122, + "eval_priorArt_ndcg@50_i2i": 0.16392997582994948, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666666, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.4625, + "eval_priorArt_recall@100_i2a": 0.4208333333333334, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6541666666666667, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5208333333333333, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.3875, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.14166666666666666, + "eval_priorArt_recall@20_i2all": 0.37083333333333335, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.275, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.35833333333333334, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.32729828894917634, + "eval_singularentropy_claim": 0.370171670359511, + "eval_singularentropy_global": 0.32394430875367847, + "eval_singularentropy_invention": 0.36850627850758305, + "eval_uniformity_abstract": -3.020388603210449, + "eval_uniformity_claim": -2.234126567840576, + "eval_uniformity_global": -2.7279562950134277, + "eval_uniformity_invention": -2.4974629878997803, + "step": 4875 + }, + { + "epoch": 0.898876404494382, + "grad_norm": 0.0017180333379656076, + "learning_rate": 3.116356560833311e-07, + "loss": 0.0002, + "step": 4880 + }, + { + "epoch": 0.9007183643396574, + "grad_norm": 0.0022107514087110758, + "learning_rate": 3.0056027871847303e-07, + "loss": 0.0006, + "step": 4890 + }, + { + "epoch": 0.9025603241849328, + "grad_norm": 0.0018383482238277793, + "learning_rate": 2.89679185519553e-07, + "loss": 0.0002, + "step": 4900 + }, + { + "epoch": 0.9044022840302082, + "grad_norm": 0.0017891041934490204, + "learning_rate": 2.789928263325625e-07, + "loss": 0.0005, + "step": 4910 + }, + { + "epoch": 0.9062442438754835, + "grad_norm": 0.001462346757762134, + "learning_rate": 2.6850164295280034e-07, + "loss": 0.0009, + "step": 4920 + }, + { + "epoch": 0.9080862037207589, + "grad_norm": 0.0014683089684695005, + "learning_rate": 2.5820606910661293e-07, + "loss": 0.0005, + "step": 4930 + }, + { + "epoch": 0.9099281635660342, + "grad_norm": 0.0015229329001158476, + "learning_rate": 2.481065304334579e-07, + "loss": 0.0001, + "step": 4940 + }, + { + "epoch": 0.9117701234113096, + "grad_norm": 0.0012101492611691356, + "learning_rate": 2.3820344446831012e-07, + "loss": 0.0001, + "step": 4950 + }, + { + "epoch": 0.913612083256585, + "grad_norm": 0.003078990150243044, + "learning_rate": 2.2849722062440073e-07, + "loss": 0.0001, + "step": 4960 + }, + { + "epoch": 0.9154540431018604, + "grad_norm": 0.0017102379351854324, + "learning_rate": 2.1898826017628772e-07, + "loss": 0.0005, + "step": 4970 + }, + { + "epoch": 0.9172960029471358, + "grad_norm": 0.0016560705844312906, + "learning_rate": 2.096769562432721e-07, + "loss": 0.0001, + "step": 4980 + }, + { + "epoch": 0.9191379627924111, + "grad_norm": 0.0009982011979445815, + "learning_rate": 2.0056369377313866e-07, + "loss": 0.0001, + "step": 4990 + }, + { + "epoch": 0.9209799226376865, + "grad_norm": 0.08914124220609665, + "learning_rate": 1.9164884952624863e-07, + "loss": 0.0004, + "step": 5000 + }, + { + "epoch": 0.9209799226376865, + "eval_alignment_abstract": { + "mean_alignment": 0.8964918255805969 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7171255946159363 + }, + "eval_alignment_global": { + "mean_alignment": 0.9613854885101318 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7708939909934998 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.72, + "eval_ipc_cls_abstract_precision@1": 54.24, + "eval_ipc_cls_abstract_precision@3": 28.05333333333333, + "eval_ipc_cls_abstract_precision@5": 19.232, + "eval_ipc_cls_global_accuracy_primary": 49.72, + "eval_ipc_cls_global_precision@1": 54.24, + "eval_ipc_cls_global_precision@3": 28.05333333333333, + "eval_ipc_cls_global_precision@5": 19.232, + "eval_ipc_knn_abstract_accuracy_primary": 45.64, + "eval_ipc_knn_abstract_precision@1": 48.64, + "eval_ipc_knn_abstract_precision@3": 19.773333333333333, + "eval_ipc_knn_abstract_precision@5": 12.008, + "eval_ipc_knn_global_accuracy_primary": 45.64, + "eval_ipc_knn_global_precision@1": 48.64, + "eval_ipc_knn_global_precision@3": 19.773333333333333, + "eval_ipc_knn_global_precision@5": 12.008, + "eval_priorArt_ndcg@100_a2a": 0.3109556076430259, + "eval_priorArt_ndcg@100_a2all": 0.3122913937780367, + "eval_priorArt_ndcg@100_a2c": 0.22119470113865733, + "eval_priorArt_ndcg@100_a2i": 0.21990119505000946, + "eval_priorArt_ndcg@100_c2a": 0.12240263659498866, + "eval_priorArt_ndcg@100_c2all": 0.27226608385748846, + "eval_priorArt_ndcg@100_c2c": 0.27430161120230334, + "eval_priorArt_ndcg@100_c2i": 0.16198378832975888, + "eval_priorArt_ndcg@100_i2a": 0.12463591833858412, + "eval_priorArt_ndcg@100_i2all": 0.24118591146094723, + "eval_priorArt_ndcg@100_i2c": 0.25959087481169285, + "eval_priorArt_ndcg@100_i2i": 0.19944116657563205, + "eval_priorArt_ndcg@10_a2a": 0.21172060906530002, + "eval_priorArt_ndcg@10_a2all": 0.20150148918587568, + "eval_priorArt_ndcg@10_a2c": 0.0899236431244734, + "eval_priorArt_ndcg@10_a2i": 0.07462951064953147, + "eval_priorArt_ndcg@10_c2a": 0.04097135140031183, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.04817732029169792, + "eval_priorArt_ndcg@10_i2all": 0.14072728090707665, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24403271827463854, + "eval_priorArt_ndcg@20_a2all": 0.22344940908919023, + "eval_priorArt_ndcg@20_a2c": 0.16764248564290413, + "eval_priorArt_ndcg@20_a2i": 0.1502313158679893, + "eval_priorArt_ndcg@20_c2a": 0.061253833925597544, + "eval_priorArt_ndcg@20_c2all": 0.20720081775085122, + "eval_priorArt_ndcg@20_c2c": 0.20247797853930655, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.06004179088127246, + "eval_priorArt_ndcg@20_i2all": 0.17062332309272246, + "eval_priorArt_ndcg@20_i2c": 0.1950832528366389, + "eval_priorArt_ndcg@20_i2i": 0.13067126006681276, + "eval_priorArt_ndcg@50_a2a": 0.29558743413359134, + "eval_priorArt_ndcg@50_a2all": 0.30074061212842107, + "eval_priorArt_ndcg@50_a2c": 0.20428502279218902, + "eval_priorArt_ndcg@50_a2i": 0.20370271264373957, + "eval_priorArt_ndcg@50_c2a": 0.1035583157810136, + "eval_priorArt_ndcg@50_c2all": 0.252326788139231, + "eval_priorArt_ndcg@50_c2c": 0.24898163027401213, + "eval_priorArt_ndcg@50_c2i": 0.1417708579337969, + "eval_priorArt_ndcg@50_i2a": 0.09802265381003702, + "eval_priorArt_ndcg@50_i2all": 0.21484083022958417, + "eval_priorArt_ndcg@50_i2c": 0.22299032743276612, + "eval_priorArt_ndcg@50_i2i": 0.16392997582994948, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666666, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4041666666666666, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.3875, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.125, + "eval_priorArt_recall@20_i2all": 0.35833333333333334, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.275, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.35833333333333334, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.32708968320713416, + "eval_singularentropy_claim": 0.36999247444712297, + "eval_singularentropy_global": 0.32375329491263305, + "eval_singularentropy_invention": 0.36826879152872616, + "eval_uniformity_abstract": -3.0204808712005615, + "eval_uniformity_claim": -2.234783411026001, + "eval_uniformity_global": -2.7281992435455322, + "eval_uniformity_invention": -2.497856855392456, + "step": 5000 + }, + { + "epoch": 0.9228218824829618, + "grad_norm": 0.0009433985687792301, + "learning_rate": 1.829327920599555e-07, + "loss": 0.0001, + "step": 5010 + }, + { + "epoch": 0.9246638423282373, + "grad_norm": 0.001320693176239729, + "learning_rate": 1.7525860102803438e-07, + "loss": 0.0005, + "step": 5020 + }, + { + "epoch": 0.9265058021735126, + "grad_norm": 0.0013445756630972028, + "learning_rate": 1.6774597625453416e-07, + "loss": 0.0001, + "step": 5030 + }, + { + "epoch": 0.928347762018788, + "grad_norm": 0.08022657781839371, + "learning_rate": 1.595884124885394e-07, + "loss": 0.0005, + "step": 5040 + }, + { + "epoch": 0.9301897218640633, + "grad_norm": 0.0014598522102460265, + "learning_rate": 1.51630960945246e-07, + "loss": 0.0001, + "step": 5050 + }, + { + "epoch": 0.9320316817093387, + "grad_norm": 0.0021914856042712927, + "learning_rate": 1.4387395060149635e-07, + "loss": 0.0001, + "step": 5060 + }, + { + "epoch": 0.9338736415546142, + "grad_norm": 0.001556609058752656, + "learning_rate": 1.3631770214749374e-07, + "loss": 0.0004, + "step": 5070 + }, + { + "epoch": 0.9357156013998895, + "grad_norm": 0.0013580664526671171, + "learning_rate": 1.28962527973549e-07, + "loss": 0.0003, + "step": 5080 + }, + { + "epoch": 0.9375575612451649, + "grad_norm": 0.0014247156213968992, + "learning_rate": 1.2180873215716094e-07, + "loss": 0.0001, + "step": 5090 + }, + { + "epoch": 0.9393995210904402, + "grad_norm": 0.0012478467542678118, + "learning_rate": 1.1485661045044783e-07, + "loss": 0.0001, + "step": 5100 + }, + { + "epoch": 0.9412414809357156, + "grad_norm": 0.005186604335904121, + "learning_rate": 1.0810645026792133e-07, + "loss": 0.0003, + "step": 5110 + }, + { + "epoch": 0.9430834407809909, + "grad_norm": 0.009244388900697231, + "learning_rate": 1.0155853067459976e-07, + "loss": 0.0001, + "step": 5120 + }, + { + "epoch": 0.9440044207036287, + "eval_alignment_abstract": { + "mean_alignment": 0.8964515328407288 + }, + "eval_alignment_claim": { + "mean_alignment": 0.717216968536377 + }, + "eval_alignment_global": { + "mean_alignment": 0.9613432288169861 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7709159851074219 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.8, + "eval_ipc_cls_abstract_precision@1": 54.400000000000006, + "eval_ipc_cls_abstract_precision@3": 28.106666666666662, + "eval_ipc_cls_abstract_precision@5": 19.208000000000002, + "eval_ipc_cls_global_accuracy_primary": 49.8, + "eval_ipc_cls_global_precision@1": 54.400000000000006, + "eval_ipc_cls_global_precision@3": 28.106666666666662, + "eval_ipc_cls_global_precision@5": 19.208000000000002, + "eval_ipc_knn_abstract_accuracy_primary": 45.68, + "eval_ipc_knn_abstract_precision@1": 48.64, + "eval_ipc_knn_abstract_precision@3": 19.786666666666665, + "eval_ipc_knn_abstract_precision@5": 12.015999999999998, + "eval_ipc_knn_global_accuracy_primary": 45.68, + "eval_ipc_knn_global_precision@1": 48.64, + "eval_ipc_knn_global_precision@3": 19.786666666666665, + "eval_ipc_knn_global_precision@5": 12.015999999999998, + "eval_priorArt_ndcg@100_a2a": 0.311398142984911, + "eval_priorArt_ndcg@100_a2all": 0.31265821427781276, + "eval_priorArt_ndcg@100_a2c": 0.22148703847857948, + "eval_priorArt_ndcg@100_a2i": 0.21961697383609297, + "eval_priorArt_ndcg@100_c2a": 0.12240263659498866, + "eval_priorArt_ndcg@100_c2all": 0.27228743838677383, + "eval_priorArt_ndcg@100_c2c": 0.2743965837174095, + "eval_priorArt_ndcg@100_c2i": 0.16491535674721894, + "eval_priorArt_ndcg@100_i2a": 0.12475303226350554, + "eval_priorArt_ndcg@100_i2all": 0.24111554300468424, + "eval_priorArt_ndcg@100_i2c": 0.25953701756518355, + "eval_priorArt_ndcg@100_i2i": 0.19936648108746569, + "eval_priorArt_ndcg@10_a2a": 0.21216314440718514, + "eval_priorArt_ndcg@10_a2all": 0.20186830968565173, + "eval_priorArt_ndcg@10_a2c": 0.09027241757249019, + "eval_priorArt_ndcg@10_a2i": 0.07462951064953147, + "eval_priorArt_ndcg@10_c2a": 0.04097135140031183, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.04817732029169792, + "eval_priorArt_ndcg@10_i2all": 0.14072728090707665, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.2444752536165237, + "eval_priorArt_ndcg@20_a2all": 0.22381622958896624, + "eval_priorArt_ndcg@20_a2c": 0.16799126009092089, + "eval_priorArt_ndcg@20_a2i": 0.1499644499528649, + "eval_priorArt_ndcg@20_c2a": 0.061253833925597544, + "eval_priorArt_ndcg@20_c2all": 0.20720081775085122, + "eval_priorArt_ndcg@20_c2c": 0.20247797853930655, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.06004179088127246, + "eval_priorArt_ndcg@20_i2all": 0.17062332309272246, + "eval_priorArt_ndcg@20_i2c": 0.1950832528366389, + "eval_priorArt_ndcg@20_i2i": 0.13067126006681276, + "eval_priorArt_ndcg@50_a2a": 0.2960299694754765, + "eval_priorArt_ndcg@50_a2all": 0.3011074326281971, + "eval_priorArt_ndcg@50_a2c": 0.20459822886995194, + "eval_priorArt_ndcg@50_a2i": 0.20343584672861517, + "eval_priorArt_ndcg@50_c2a": 0.1035583157810136, + "eval_priorArt_ndcg@50_c2all": 0.252326788139231, + "eval_priorArt_ndcg@50_c2c": 0.24905102464247636, + "eval_priorArt_ndcg@50_c2i": 0.1417708579337969, + "eval_priorArt_ndcg@50_i2a": 0.09812524307853346, + "eval_priorArt_ndcg@50_i2all": 0.21477046177332118, + "eval_priorArt_ndcg@50_i2c": 0.22293647018625679, + "eval_priorArt_ndcg@50_i2i": 0.16385529034178312, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666666, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.4625, + "eval_priorArt_recall@100_i2a": 0.4041666666666666, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.3875, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.125, + "eval_priorArt_recall@20_i2all": 0.35833333333333334, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.275, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.35833333333333334, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.3271514752657861, + "eval_singularentropy_claim": 0.3700132069098531, + "eval_singularentropy_global": 0.3238046829534751, + "eval_singularentropy_invention": 0.36831686454796875, + "eval_uniformity_abstract": -3.020522117614746, + "eval_uniformity_claim": -2.235278367996216, + "eval_uniformity_global": -2.7284646034240723, + "eval_uniformity_invention": -2.498187780380249, + "step": 5125 + }, + { + "epoch": 0.9449254006262664, + "grad_norm": 0.0012701243394985795, + "learning_rate": 9.521312237447788e-08, + "loss": 0.0001, + "step": 5130 + }, + { + "epoch": 0.9467673604715418, + "grad_norm": 0.0013366793282330036, + "learning_rate": 8.907048769932813e-08, + "loss": 0.0001, + "step": 5140 + }, + { + "epoch": 0.9486093203168171, + "grad_norm": 0.0035834573209285736, + "learning_rate": 8.313088059786201e-08, + "loss": 0.0001, + "step": 5150 + }, + { + "epoch": 0.9504512801620925, + "grad_norm": 0.1582716852426529, + "learning_rate": 7.739454662522572e-08, + "loss": 0.0006, + "step": 5160 + }, + { + "epoch": 0.9522932400073678, + "grad_norm": 0.002907112240791321, + "learning_rate": 7.186172293285165e-08, + "loss": 0.0004, + "step": 5170 + }, + { + "epoch": 0.9541351998526432, + "grad_norm": 0.0018013593507930636, + "learning_rate": 6.653263825865285e-08, + "loss": 0.0004, + "step": 5180 + }, + { + "epoch": 0.9559771596979186, + "grad_norm": 0.0013353192480280995, + "learning_rate": 6.140751291756897e-08, + "loss": 0.0003, + "step": 5190 + }, + { + "epoch": 0.957819119543194, + "grad_norm": 0.0013968744315207005, + "learning_rate": 5.64865587924529e-08, + "loss": 0.0005, + "step": 5200 + }, + { + "epoch": 0.9596610793884693, + "grad_norm": 0.0033905606251209974, + "learning_rate": 5.176997932531569e-08, + "loss": 0.0001, + "step": 5210 + }, + { + "epoch": 0.9615030392337447, + "grad_norm": 0.002384898718446493, + "learning_rate": 4.7257969508915366e-08, + "loss": 0.0001, + "step": 5220 + }, + { + "epoch": 0.96334499907902, + "grad_norm": 0.001403152011334896, + "learning_rate": 4.2950715878692925e-08, + "loss": 0.0013, + "step": 5230 + }, + { + "epoch": 0.9651869589242954, + "grad_norm": 0.0019066550303250551, + "learning_rate": 3.884839650506289e-08, + "loss": 0.0001, + "step": 5240 + }, + { + "epoch": 0.9670289187695709, + "grad_norm": 0.01575654000043869, + "learning_rate": 3.4951180986050884e-08, + "loss": 0.0005, + "step": 5250 + }, + { + "epoch": 0.9670289187695709, + "eval_alignment_abstract": { + "mean_alignment": 0.8963133096694946 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7171143293380737 + }, + "eval_alignment_global": { + "mean_alignment": 0.9611799716949463 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7707828283309937 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.519999999999996, + "eval_ipc_cls_abstract_precision@1": 54.16, + "eval_ipc_cls_abstract_precision@3": 28.133333333333333, + "eval_ipc_cls_abstract_precision@5": 19.216, + "eval_ipc_cls_global_accuracy_primary": 49.519999999999996, + "eval_ipc_cls_global_precision@1": 54.16, + "eval_ipc_cls_global_precision@3": 28.133333333333333, + "eval_ipc_cls_global_precision@5": 19.216, + "eval_ipc_knn_abstract_accuracy_primary": 45.76, + "eval_ipc_knn_abstract_precision@1": 48.76, + "eval_ipc_knn_abstract_precision@3": 19.84, + "eval_ipc_knn_abstract_precision@5": 12.048000000000002, + "eval_ipc_knn_global_accuracy_primary": 45.76, + "eval_ipc_knn_global_precision@1": 48.76, + "eval_ipc_knn_global_precision@3": 19.84, + "eval_ipc_knn_global_precision@5": 12.048000000000002, + "eval_priorArt_ndcg@100_a2a": 0.311042611084988, + "eval_priorArt_ndcg@100_a2all": 0.3122913937780367, + "eval_priorArt_ndcg@100_a2c": 0.22128735269734406, + "eval_priorArt_ndcg@100_a2i": 0.21935328503914214, + "eval_priorArt_ndcg@100_c2a": 0.12239055393326359, + "eval_priorArt_ndcg@100_c2all": 0.2722332505152888, + "eval_priorArt_ndcg@100_c2c": 0.2743284145113941, + "eval_priorArt_ndcg@100_c2i": 0.16198378832975888, + "eval_priorArt_ndcg@100_i2a": 0.12479091064822614, + "eval_priorArt_ndcg@100_i2all": 0.24112711111985208, + "eval_priorArt_ndcg@100_i2c": 0.26308418803271977, + "eval_priorArt_ndcg@100_i2i": 0.19936648108746569, + "eval_priorArt_ndcg@10_a2a": 0.21172060906530002, + "eval_priorArt_ndcg@10_a2all": 0.20150148918587568, + "eval_priorArt_ndcg@10_a2c": 0.0899236431244734, + "eval_priorArt_ndcg@10_a2i": 0.07462951064953147, + "eval_priorArt_ndcg@10_c2a": 0.04097135140031183, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.04817732029169792, + "eval_priorArt_ndcg@10_i2all": 0.14072728090707665, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24411972171660073, + "eval_priorArt_ndcg@20_a2all": 0.22344940908919023, + "eval_priorArt_ndcg@20_a2c": 0.16775600593943163, + "eval_priorArt_ndcg@20_a2i": 0.1497602012860747, + "eval_priorArt_ndcg@20_c2a": 0.061253833925597544, + "eval_priorArt_ndcg@20_c2all": 0.20720081775085122, + "eval_priorArt_ndcg@20_c2c": 0.20247797853930655, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.06004179088127246, + "eval_priorArt_ndcg@20_i2all": 0.17062332309272246, + "eval_priorArt_ndcg@20_i2c": 0.1950832528366389, + "eval_priorArt_ndcg@20_i2i": 0.13067126006681276, + "eval_priorArt_ndcg@50_a2a": 0.2956744375755535, + "eval_priorArt_ndcg@50_a2all": 0.30074061212842107, + "eval_priorArt_ndcg@50_a2c": 0.20439854308871658, + "eval_priorArt_ndcg@50_a2i": 0.2031972419466515, + "eval_priorArt_ndcg@50_c2a": 0.1035583157810136, + "eval_priorArt_ndcg@50_c2all": 0.25226388581724457, + "eval_priorArt_ndcg@50_c2c": 0.24897155385357034, + "eval_priorArt_ndcg@50_c2i": 0.1417708579337969, + "eval_priorArt_ndcg@50_i2a": 0.09812524307853346, + "eval_priorArt_ndcg@50_i2all": 0.21477046177332118, + "eval_priorArt_ndcg@50_i2c": 0.22293647018625679, + "eval_priorArt_ndcg@50_i2i": 0.16385529034178312, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6541666666666666, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4041666666666666, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6541666666666667, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.3875, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.125, + "eval_priorArt_recall@20_i2all": 0.35833333333333334, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.275, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.35833333333333334, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.32717200043827155, + "eval_singularentropy_claim": 0.3700237625778757, + "eval_singularentropy_global": 0.3238239957480632, + "eval_singularentropy_invention": 0.36833736683757035, + "eval_uniformity_abstract": -3.020381212234497, + "eval_uniformity_claim": -2.2352941036224365, + "eval_uniformity_global": -2.7283732891082764, + "eval_uniformity_invention": -2.4981257915496826, + "step": 5250 + }, + { + "epoch": 0.9688708786148462, + "grad_norm": 0.0017219237051904202, + "learning_rate": 3.125923044028256e-08, + "loss": 0.0004, + "step": 5260 + }, + { + "epoch": 0.9707128384601216, + "grad_norm": 0.0031347712501883507, + "learning_rate": 2.7772697500320633e-08, + "loss": 0.0004, + "step": 5270 + }, + { + "epoch": 0.9725547983053969, + "grad_norm": 0.0035541970282793045, + "learning_rate": 2.4491726306357656e-08, + "loss": 0.0003, + "step": 5280 + }, + { + "epoch": 0.9743967581506723, + "grad_norm": 0.0015646014362573624, + "learning_rate": 2.141645250025526e-08, + "loss": 0.0001, + "step": 5290 + }, + { + "epoch": 0.9762387179959476, + "grad_norm": 0.0019725882448256016, + "learning_rate": 1.8547003219935855e-08, + "loss": 0.0002, + "step": 5300 + }, + { + "epoch": 0.9780806778412231, + "grad_norm": 0.0017571408534422517, + "learning_rate": 1.5883497094129617e-08, + "loss": 0.0007, + "step": 5310 + }, + { + "epoch": 0.9799226376864985, + "grad_norm": 0.0017467094585299492, + "learning_rate": 1.3426044237466184e-08, + "loss": 0.0007, + "step": 5320 + }, + { + "epoch": 0.9817645975317738, + "grad_norm": 0.004476815927773714, + "learning_rate": 1.1174746245923295e-08, + "loss": 0.0001, + "step": 5330 + }, + { + "epoch": 0.9836065573770492, + "grad_norm": 0.001170643838122487, + "learning_rate": 9.1296961926296e-09, + "loss": 0.0001, + "step": 5340 + }, + { + "epoch": 0.9854485172223245, + "grad_norm": 0.003596816211938858, + "learning_rate": 7.290978624013289e-09, + "loss": 0.0001, + "step": 5350 + }, + { + "epoch": 0.9872904770676, + "grad_norm": 0.0033110361546278, + "learning_rate": 5.6586695563082275e-09, + "loss": 0.0004, + "step": 5360 + }, + { + "epoch": 0.9891324369128753, + "grad_norm": 0.003538870718330145, + "learning_rate": 4.232836472411461e-09, + "loss": 0.0001, + "step": 5370 + }, + { + "epoch": 0.990053416835513, + "eval_alignment_abstract": { + "mean_alignment": 0.8962668776512146 + }, + "eval_alignment_claim": { + "mean_alignment": 0.7171586751937866 + }, + "eval_alignment_global": { + "mean_alignment": 0.9611733555793762 + }, + "eval_alignment_invention": { + "mean_alignment": 0.7707618474960327 + }, + "eval_ipc_cls_abstract_accuracy_primary": 49.68, + "eval_ipc_cls_abstract_precision@1": 54.279999999999994, + "eval_ipc_cls_abstract_precision@3": 28.133333333333333, + "eval_ipc_cls_abstract_precision@5": 19.208000000000002, + "eval_ipc_cls_global_accuracy_primary": 49.68, + "eval_ipc_cls_global_precision@1": 54.279999999999994, + "eval_ipc_cls_global_precision@3": 28.133333333333333, + "eval_ipc_cls_global_precision@5": 19.208000000000002, + "eval_ipc_knn_abstract_accuracy_primary": 45.72, + "eval_ipc_knn_abstract_precision@1": 48.8, + "eval_ipc_knn_abstract_precision@3": 19.826666666666664, + "eval_ipc_knn_abstract_precision@5": 12.04, + "eval_ipc_knn_global_accuracy_primary": 45.72, + "eval_ipc_knn_global_precision@1": 48.8, + "eval_ipc_knn_global_precision@3": 19.826666666666664, + "eval_ipc_knn_global_precision@5": 12.04, + "eval_priorArt_ndcg@100_a2a": 0.31148514642687314, + "eval_priorArt_ndcg@100_a2all": 0.31265821427781276, + "eval_priorArt_ndcg@100_a2c": 0.22128735269734406, + "eval_priorArt_ndcg@100_a2i": 0.2162870665292591, + "eval_priorArt_ndcg@100_c2a": 0.12239055393326359, + "eval_priorArt_ndcg@100_c2all": 0.2720519569180369, + "eval_priorArt_ndcg@100_c2c": 0.27408246619289994, + "eval_priorArt_ndcg@100_c2i": 0.16198378832975888, + "eval_priorArt_ndcg@100_i2a": 0.12502697731454185, + "eval_priorArt_ndcg@100_i2all": 0.24113886640379384, + "eval_priorArt_ndcg@100_i2c": 0.25963772201243274, + "eval_priorArt_ndcg@100_i2i": 0.19939556382983864, + "eval_priorArt_ndcg@10_a2a": 0.21216314440718514, + "eval_priorArt_ndcg@10_a2all": 0.20186830968565173, + "eval_priorArt_ndcg@10_a2c": 0.0899236431244734, + "eval_priorArt_ndcg@10_a2i": 0.07462951064953147, + "eval_priorArt_ndcg@10_c2a": 0.04097135140031183, + "eval_priorArt_ndcg@10_c2all": 0.14503511957303816, + "eval_priorArt_ndcg@10_c2c": 0.15313818615411431, + "eval_priorArt_ndcg@10_c2i": 0.07797127193231736, + "eval_priorArt_ndcg@10_i2a": 0.04817732029169792, + "eval_priorArt_ndcg@10_i2all": 0.14072728090707665, + "eval_priorArt_ndcg@10_i2c": 0.14713995681015132, + "eval_priorArt_ndcg@10_i2i": 0.10059445574548517, + "eval_priorArt_ndcg@20_a2a": 0.24456225705848586, + "eval_priorArt_ndcg@20_a2all": 0.22381622958896624, + "eval_priorArt_ndcg@20_a2c": 0.16775600593943163, + "eval_priorArt_ndcg@20_a2i": 0.1502313158679893, + "eval_priorArt_ndcg@20_c2a": 0.061253833925597544, + "eval_priorArt_ndcg@20_c2all": 0.2070368174966999, + "eval_priorArt_ndcg@20_c2c": 0.2022953212299783, + "eval_priorArt_ndcg@20_c2i": 0.10654072858095054, + "eval_priorArt_ndcg@20_i2a": 0.060246039548062645, + "eval_priorArt_ndcg@20_i2all": 0.17062332309272246, + "eval_priorArt_ndcg@20_i2c": 0.1950832528366389, + "eval_priorArt_ndcg@20_i2i": 0.13067126006681276, + "eval_priorArt_ndcg@50_a2a": 0.29611697291743866, + "eval_priorArt_ndcg@50_a2all": 0.3011074326281971, + "eval_priorArt_ndcg@50_a2c": 0.20439854308871658, + "eval_priorArt_ndcg@50_a2i": 0.20366835652856613, + "eval_priorArt_ndcg@50_c2a": 0.1035583157810136, + "eval_priorArt_ndcg@50_c2all": 0.25209988556309326, + "eval_priorArt_ndcg@50_c2c": 0.24875888007959954, + "eval_priorArt_ndcg@50_c2i": 0.1417708579337969, + "eval_priorArt_ndcg@50_i2a": 0.09832949174532364, + "eval_priorArt_ndcg@50_i2all": 0.21477046177332118, + "eval_priorArt_ndcg@50_i2c": 0.22299032743276612, + "eval_priorArt_ndcg@50_i2i": 0.1638843730841561, + "eval_priorArt_recall@100_a2a": 0.7708333333333334, + "eval_priorArt_recall@100_a2all": 0.7958333333333334, + "eval_priorArt_recall@100_a2c": 0.6666666666666666, + "eval_priorArt_recall@100_a2i": 0.6375, + "eval_priorArt_recall@100_c2a": 0.3708333333333333, + "eval_priorArt_recall@100_c2all": 0.6791666666666667, + "eval_priorArt_recall@100_c2c": 0.6791666666666667, + "eval_priorArt_recall@100_c2i": 0.45, + "eval_priorArt_recall@100_i2a": 0.4041666666666666, + "eval_priorArt_recall@100_i2all": 0.6625, + "eval_priorArt_recall@100_i2c": 0.6375, + "eval_priorArt_recall@100_i2i": 0.5916666666666666, + "eval_priorArt_recall@10_a2a": 0.4041666666666667, + "eval_priorArt_recall@10_a2all": 0.3791666666666667, + "eval_priorArt_recall@10_a2c": 0.1625, + "eval_priorArt_recall@10_a2i": 0.12916666666666668, + "eval_priorArt_recall@10_c2a": 0.05, + "eval_priorArt_recall@10_c2all": 0.2125, + "eval_priorArt_recall@10_c2c": 0.22916666666666666, + "eval_priorArt_recall@10_c2i": 0.12916666666666665, + "eval_priorArt_recall@10_i2a": 0.09166666666666666, + "eval_priorArt_recall@10_i2all": 0.27083333333333337, + "eval_priorArt_recall@10_i2c": 0.19583333333333333, + "eval_priorArt_recall@10_i2i": 0.19583333333333333, + "eval_priorArt_recall@20_a2a": 0.5041666666666667, + "eval_priorArt_recall@20_a2all": 0.4458333333333334, + "eval_priorArt_recall@20_a2c": 0.4333333333333333, + "eval_priorArt_recall@20_a2i": 0.37083333333333335, + "eval_priorArt_recall@20_c2a": 0.11666666666666667, + "eval_priorArt_recall@20_c2all": 0.4125, + "eval_priorArt_recall@20_c2c": 0.3875, + "eval_priorArt_recall@20_c2i": 0.22916666666666669, + "eval_priorArt_recall@20_i2a": 0.125, + "eval_priorArt_recall@20_i2all": 0.35833333333333334, + "eval_priorArt_recall@20_i2c": 0.3458333333333333, + "eval_priorArt_recall@20_i2i": 0.2833333333333333, + "eval_priorArt_recall@50_a2a": 0.7041666666666667, + "eval_priorArt_recall@50_a2all": 0.7458333333333333, + "eval_priorArt_recall@50_a2c": 0.575, + "eval_priorArt_recall@50_a2i": 0.5791666666666666, + "eval_priorArt_recall@50_c2a": 0.275, + "eval_priorArt_recall@50_c2all": 0.5875, + "eval_priorArt_recall@50_c2c": 0.5625, + "eval_priorArt_recall@50_c2i": 0.35833333333333334, + "eval_priorArt_recall@50_i2a": 0.27499999999999997, + "eval_priorArt_recall@50_i2all": 0.5375, + "eval_priorArt_recall@50_i2c": 0.4541666666666666, + "eval_priorArt_recall@50_i2i": 0.425, + "eval_singularentropy_abstract": 0.3271725160969853, + "eval_singularentropy_claim": 0.3700230768817898, + "eval_singularentropy_global": 0.32382369065383443, + "eval_singularentropy_invention": 0.3683351328213129, + "eval_uniformity_abstract": -3.0203537940979004, + "eval_uniformity_claim": -2.235323905944824, + "eval_uniformity_global": -2.728368043899536, + "eval_uniformity_invention": -2.4981179237365723, + "step": 5375 + }, + { + "epoch": 0.9909743967581507, + "grad_norm": 0.0009794961661100388, + "learning_rate": 3.013538319092124e-09, + "loss": 0.0005, + "step": 5380 + }, + { + "epoch": 0.992816356603426, + "grad_norm": 0.0031202156096696854, + "learning_rate": 2.0008255045561586e-09, + "loss": 0.0001, + "step": 5390 + }, + { + "epoch": 0.9946583164487014, + "grad_norm": 0.0023069267626851797, + "learning_rate": 1.1947398963624291e-09, + "loss": 0.0003, + "step": 5400 + }, + { + "epoch": 0.9965002762939767, + "grad_norm": 0.006160631775856018, + "learning_rate": 5.953148196885528e-10, + "loss": 0.0003, + "step": 5410 + }, + { + "epoch": 0.9983422361392522, + "grad_norm": 0.0020545043516904116, + "learning_rate": 2.0257505595810966e-10, + "loss": 0.0001, + "step": 5420 + } + ], + "logging_steps": 10, + "max_steps": 5429, + "num_input_tokens_seen": 0, + "num_train_epochs": 1, + "save_steps": 500, + "stateful_callbacks": { + "TrainerControl": { + "args": { + "should_epoch_stop": false, + "should_evaluate": false, + "should_log": false, + "should_save": true, + "should_training_stop": true + }, + "attributes": {} + } + }, + "total_flos": 5.180847290201407e+18, + "train_batch_size": 512, + "trial_name": null, + "trial_params": null +}