Model Name: RGA
Organization: Individual
F1 Score: 0.1355
Parameter Count: 9M (9,038,992)
Training Epochs: 10
Hardware: RTX 5060Ti 16G
Notes: Self-designed architecture with geological memory and one‑way valves. Code open‑sourced at https://github.com/Sky-zixin-yucai/Open-learning.
Training log (first 10 epochs):
epoch,train_loss,val_loss,precision,recall,f1,lr,time
1,1.070300020454895,0.9246673885555494,0.11524822695035461,0.021158854166666668,0.03575357535753576,2e-05,234.91939449310303
2,0.8920437609555111,0.8670228521029154,0.12017167381974249,0.045572916666666664,0.0660844937455747,2e-05,325.88637018203735
3,0.8419307530635879,0.8275509270883742,0.13795180722891567,0.07454427083333333,0.09678782755705832,2e-05,328.80991888046265
4,0.808363041862668,0.8021144943223113,0.14278350515463917,0.09016927083333333,0.11053471667996807,2e-05,326.8249213695526
5,0.7836037791954974,0.784488028713635,0.12952302631578946,0.1025390625,0.11446220930232558,2e-05,329.8421251773834
6,0.7675327650005264,0.7739870427619844,0.1407076047173648,0.11263020833333333,0.12511299945760262,2e-05,327.07097363471985
7,0.7545190015586004,0.76447765316282,0.13260025873221215,0.13346354166666666,0.13303049967553537,2e-05,328.5786232948303
8,0.7447561939646091,0.7583919540047646,0.12850467289719625,0.12532552083333334,0.1268951878707976,2e-05,335.65074372291565
9,0.7358557316474617,0.7515964536439805,0.13156146179401992,0.12890625,0.13022032226241365,2e-05,327.5423421859741
10,0.7297516713872374,0.7473298451375394,0.13550488599348534,0.13541666666666666,0.13546076196678605,2e-05,329.6796317100525
Model Name: RGA
Organization: Individual
F1 Score: 0.1355
Parameter Count: 9M (9,038,992)
Training Epochs: 10
Hardware: RTX 5060Ti 16G
Notes: Self-designed architecture with geological memory and one‑way valves. Code open‑sourced at https://github.com/Sky-zixin-yucai/Open-learning.
Training log (first 10 epochs):
epoch,train_loss,val_loss,precision,recall,f1,lr,time
1,1.070300020454895,0.9246673885555494,0.11524822695035461,0.021158854166666668,0.03575357535753576,2e-05,234.91939449310303
2,0.8920437609555111,0.8670228521029154,0.12017167381974249,0.045572916666666664,0.0660844937455747,2e-05,325.88637018203735
3,0.8419307530635879,0.8275509270883742,0.13795180722891567,0.07454427083333333,0.09678782755705832,2e-05,328.80991888046265
4,0.808363041862668,0.8021144943223113,0.14278350515463917,0.09016927083333333,0.11053471667996807,2e-05,326.8249213695526
5,0.7836037791954974,0.784488028713635,0.12952302631578946,0.1025390625,0.11446220930232558,2e-05,329.8421251773834
6,0.7675327650005264,0.7739870427619844,0.1407076047173648,0.11263020833333333,0.12511299945760262,2e-05,327.07097363471985
7,0.7545190015586004,0.76447765316282,0.13260025873221215,0.13346354166666666,0.13303049967553537,2e-05,328.5786232948303
8,0.7447561939646091,0.7583919540047646,0.12850467289719625,0.12532552083333334,0.1268951878707976,2e-05,335.65074372291565
9,0.7358557316474617,0.7515964536439805,0.13156146179401992,0.12890625,0.13022032226241365,2e-05,327.5423421859741
10,0.7297516713872374,0.7473298451375394,0.13550488599348534,0.13541666666666666,0.13546076196678605,2e-05,329.6796317100525