Jeremiah Zhou commited on
Commit
dacfb22
1 Parent(s): d0db5a5

End of training

Browse files
all_results.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 3.0,
3
+ "eval_avg_sts": 0.7499060859363368,
4
+ "eval_avg_test": 0.7465428552421288,
5
+ "eval_avg_train_and_dev": 0.7475216864388343,
6
+ "eval_runtime": 20.0869,
7
+ "eval_sickrelatedness_spearman": 0.7077244255701862,
8
+ "eval_sickrelatedness_test_spearman": 0.7026718095093082,
9
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7128746659624327,
10
+ "eval_sts12_spearman": 0.6428011959930444,
11
+ "eval_sts13_spearman": 0.8168437631289807,
12
+ "eval_sts14_spearman": 0.7226103243605893,
13
+ "eval_sts15_spearman": 0.8024592797345551,
14
+ "eval_sts16_spearman": 0.778377683273261,
15
+ "eval_stsbenchmark_spearman": 0.778525929493741,
16
+ "eval_stsbenchmark_test_spearman": 0.7600359306951637,
17
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7821687069152359,
18
+ "test_avg_sts": 0.7499060859363368,
19
+ "test_avg_test": 0.7465428552421288,
20
+ "test_avg_train_and_dev": 0.7475216864388343,
21
+ "test_runtime": 20.1381,
22
+ "test_sickrelatedness_spearman": 0.7077244255701862,
23
+ "test_sickrelatedness_test_spearman": 0.7026718095093082,
24
+ "test_sickrelatedness_train_and_dev_spearman": 0.7128746659624327,
25
+ "test_sts12_spearman": 0.6428011959930444,
26
+ "test_sts13_spearman": 0.8168437631289807,
27
+ "test_sts14_spearman": 0.7226103243605893,
28
+ "test_sts15_spearman": 0.8024592797345551,
29
+ "test_sts16_spearman": 0.778377683273261,
30
+ "test_stsbenchmark_spearman": 0.778525929493741,
31
+ "test_stsbenchmark_test_spearman": 0.7600359306951637,
32
+ "test_stsbenchmark_train_and_dev_spearman": 0.7821687069152359,
33
+ "train_loss": 0.00036472132327159247,
34
+ "train_runtime": 8039.9662,
35
+ "train_samples": 1000000,
36
+ "train_samples_per_second": 373.136,
37
+ "train_steps_per_second": 5.83
38
+ }
eval_results.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 3.0,
3
+ "eval_avg_sts": 0.7499060859363368,
4
+ "eval_avg_test": 0.7465428552421288,
5
+ "eval_avg_train_and_dev": 0.7475216864388343,
6
+ "eval_runtime": 20.0869,
7
+ "eval_sickrelatedness_spearman": 0.7077244255701862,
8
+ "eval_sickrelatedness_test_spearman": 0.7026718095093082,
9
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7128746659624327,
10
+ "eval_sts12_spearman": 0.6428011959930444,
11
+ "eval_sts13_spearman": 0.8168437631289807,
12
+ "eval_sts14_spearman": 0.7226103243605893,
13
+ "eval_sts15_spearman": 0.8024592797345551,
14
+ "eval_sts16_spearman": 0.778377683273261,
15
+ "eval_stsbenchmark_spearman": 0.778525929493741,
16
+ "eval_stsbenchmark_test_spearman": 0.7600359306951637,
17
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7821687069152359
18
+ }
runs/Jun27_16-33-59_pikachu/events.out.tfevents.1656326997.pikachu.3190917.2 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:562ae5b39d2c0ea6f2635ed15653a0ee04e95d39273b8447cb20490d31b83a94
3
+ size 2056
test_results.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 3.0,
3
+ "test_avg_sts": 0.7499060859363368,
4
+ "test_avg_test": 0.7465428552421288,
5
+ "test_avg_train_and_dev": 0.7475216864388343,
6
+ "test_runtime": 20.1381,
7
+ "test_sickrelatedness_spearman": 0.7077244255701862,
8
+ "test_sickrelatedness_test_spearman": 0.7026718095093082,
9
+ "test_sickrelatedness_train_and_dev_spearman": 0.7128746659624327,
10
+ "test_sts12_spearman": 0.6428011959930444,
11
+ "test_sts13_spearman": 0.8168437631289807,
12
+ "test_sts14_spearman": 0.7226103243605893,
13
+ "test_sts15_spearman": 0.8024592797345551,
14
+ "test_sts16_spearman": 0.778377683273261,
15
+ "test_stsbenchmark_spearman": 0.778525929493741,
16
+ "test_stsbenchmark_test_spearman": 0.7600359306951637,
17
+ "test_stsbenchmark_train_and_dev_spearman": 0.7821687069152359
18
+ }
train_results.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 3.0,
3
+ "train_loss": 0.00036472132327159247,
4
+ "train_runtime": 8039.9662,
5
+ "train_samples": 1000000,
6
+ "train_samples_per_second": 373.136,
7
+ "train_steps_per_second": 5.83
8
+ }
trainer_state.json ADDED
@@ -0,0 +1,1900 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric": 0.7475216864388343,
3
+ "best_model_checkpoint": "checkpoint/reproduce/unsup-bert-base-uncased/checkpoint-20000",
4
+ "epoch": 3.0,
5
+ "global_step": 46875,
6
+ "is_hyper_param_search": false,
7
+ "is_local_process_zero": true,
8
+ "is_world_process_zero": true,
9
+ "log_history": [
10
+ {
11
+ "epoch": 0.04,
12
+ "learning_rate": 2.2182723071453966e-06,
13
+ "loss": 0.0182,
14
+ "step": 625
15
+ },
16
+ {
17
+ "epoch": 0.04,
18
+ "eval_avg_sts": 0.5761493170311456,
19
+ "eval_avg_test": 0.5719267013539271,
20
+ "eval_avg_train_and_dev": 0.5955653275065955,
21
+ "eval_runtime": 20.9393,
22
+ "eval_sickrelatedness_spearman": 0.614035610432408,
23
+ "eval_sickrelatedness_test_spearman": 0.6110088391931596,
24
+ "eval_sickrelatedness_train_and_dev_spearman": 0.6170011765653474,
25
+ "eval_sts12_spearman": 0.3883511001773007,
26
+ "eval_sts13_spearman": 0.6409334821384267,
27
+ "eval_sts14_spearman": 0.5233435331267315,
28
+ "eval_sts15_spearman": 0.6304876176600429,
29
+ "eval_sts16_spearman": 0.6668361049295604,
30
+ "eval_stsbenchmark_spearman": 0.569057770753549,
31
+ "eval_stsbenchmark_test_spearman": 0.5425262322522679,
32
+ "eval_stsbenchmark_train_and_dev_spearman": 0.5741294784478437,
33
+ "step": 625
34
+ },
35
+ {
36
+ "epoch": 0.08,
37
+ "learning_rate": 4.440099537859936e-06,
38
+ "loss": 0.0009,
39
+ "step": 1250
40
+ },
41
+ {
42
+ "epoch": 0.08,
43
+ "eval_avg_sts": 0.6176613225678802,
44
+ "eval_avg_test": 0.6146526994706545,
45
+ "eval_avg_train_and_dev": 0.6354918146843727,
46
+ "eval_runtime": 22.0658,
47
+ "eval_sickrelatedness_spearman": 0.6481782560461822,
48
+ "eval_sickrelatedness_test_spearman": 0.6454675815413363,
49
+ "eval_sickrelatedness_train_and_dev_spearman": 0.6510278427067593,
50
+ "eval_sts12_spearman": 0.4492677971681109,
51
+ "eval_sts13_spearman": 0.6749925740490339,
52
+ "eval_sts14_spearman": 0.5645147644908317,
53
+ "eval_sts15_spearman": 0.6736146568642941,
54
+ "eval_sts16_spearman": 0.6965736684860125,
55
+ "eval_stsbenchmark_spearman": 0.6164875408706965,
56
+ "eval_stsbenchmark_test_spearman": 0.5981378536949618,
57
+ "eval_stsbenchmark_train_and_dev_spearman": 0.6199557866619861,
58
+ "step": 1250
59
+ },
60
+ {
61
+ "epoch": 0.12,
62
+ "learning_rate": 6.661926768574476e-06,
63
+ "loss": 0.0003,
64
+ "step": 1875
65
+ },
66
+ {
67
+ "epoch": 0.12,
68
+ "eval_avg_sts": 0.6494555691959818,
69
+ "eval_avg_test": 0.6471419605134568,
70
+ "eval_avg_train_and_dev": 0.6641694696137254,
71
+ "eval_runtime": 21.9114,
72
+ "eval_sickrelatedness_spearman": 0.6689216651276976,
73
+ "eval_sickrelatedness_test_spearman": 0.6660745763942842,
74
+ "eval_sickrelatedness_train_and_dev_spearman": 0.6717733112444599,
75
+ "eval_sts12_spearman": 0.4998164334853574,
76
+ "eval_sts13_spearman": 0.7060812594730672,
77
+ "eval_sts14_spearman": 0.5974341417069697,
78
+ "eval_sts15_spearman": 0.7041580385169013,
79
+ "eval_sts16_spearman": 0.7158255254242747,
80
+ "eval_stsbenchmark_spearman": 0.6539519206376052,
81
+ "eval_stsbenchmark_test_spearman": 0.6406037485933435,
82
+ "eval_stsbenchmark_train_and_dev_spearman": 0.6565656279829908,
83
+ "step": 1875
84
+ },
85
+ {
86
+ "epoch": 0.16,
87
+ "learning_rate": 8.883753999289016e-06,
88
+ "loss": 0.0003,
89
+ "step": 2500
90
+ },
91
+ {
92
+ "epoch": 0.16,
93
+ "eval_avg_sts": 0.6720172723077595,
94
+ "eval_avg_test": 0.6700901794645714,
95
+ "eval_avg_train_and_dev": 0.6813887988919534,
96
+ "eval_runtime": 21.6305,
97
+ "eval_sickrelatedness_spearman": 0.6752369370120973,
98
+ "eval_sickrelatedness_test_spearman": 0.6720545832463273,
99
+ "eval_sickrelatedness_train_and_dev_spearman": 0.6784163347898827,
100
+ "eval_sts12_spearman": 0.5357838277332643,
101
+ "eval_sts13_spearman": 0.724945557702781,
102
+ "eval_sts14_spearman": 0.6231065986339928,
103
+ "eval_sts15_spearman": 0.7325580598726732,
104
+ "eval_sts16_spearman": 0.7302626467999829,
105
+ "eval_stsbenchmark_spearman": 0.6822272783995248,
106
+ "eval_stsbenchmark_test_spearman": 0.6719199822629783,
107
+ "eval_stsbenchmark_train_and_dev_spearman": 0.6843612629940239,
108
+ "step": 2500
109
+ },
110
+ {
111
+ "epoch": 0.2,
112
+ "learning_rate": 9.929417638781718e-06,
113
+ "loss": 0.0002,
114
+ "step": 3125
115
+ },
116
+ {
117
+ "epoch": 0.2,
118
+ "eval_avg_sts": 0.6909069613326249,
119
+ "eval_avg_test": 0.6892152885857711,
120
+ "eval_avg_train_and_dev": 0.6981092005408447,
121
+ "eval_runtime": 21.3949,
122
+ "eval_sickrelatedness_spearman": 0.684142432010355,
123
+ "eval_sickrelatedness_test_spearman": 0.6810570206913322,
124
+ "eval_sickrelatedness_train_and_dev_spearman": 0.6872006477750381,
125
+ "eval_sts12_spearman": 0.571210204194906,
126
+ "eval_sts13_spearman": 0.744024983013372,
127
+ "eval_sts14_spearman": 0.6427295960479041,
128
+ "eval_sts15_spearman": 0.75072362281639,
129
+ "eval_sts16_spearman": 0.7362828177459125,
130
+ "eval_stsbenchmark_spearman": 0.7072350734995339,
131
+ "eval_stsbenchmark_test_spearman": 0.6984787755905806,
132
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7090177533066512,
133
+ "step": 3125
134
+ },
135
+ {
136
+ "epoch": 0.24,
137
+ "learning_rate": 9.787572057555263e-06,
138
+ "loss": 0.0001,
139
+ "step": 3750
140
+ },
141
+ {
142
+ "epoch": 0.24,
143
+ "eval_avg_sts": 0.7110034740131804,
144
+ "eval_avg_test": 0.7090073777235183,
145
+ "eval_avg_train_and_dev": 0.7152562951128082,
146
+ "eval_runtime": 21.4902,
147
+ "eval_sickrelatedness_spearman": 0.6924481449933352,
148
+ "eval_sickrelatedness_test_spearman": 0.6896546207158979,
149
+ "eval_sickrelatedness_train_and_dev_spearman": 0.6953282368083006,
150
+ "eval_sts12_spearman": 0.5925559956254365,
151
+ "eval_sts13_spearman": 0.7670195193741965,
152
+ "eval_sts14_spearman": 0.6676224547832722,
153
+ "eval_sts15_spearman": 0.7714028016335752,
154
+ "eval_sts16_spearman": 0.7530593474380043,
155
+ "eval_stsbenchmark_spearman": 0.7329160542444434,
156
+ "eval_stsbenchmark_test_spearman": 0.7217369044942459,
157
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7351843534173158,
158
+ "step": 3750
159
+ },
160
+ {
161
+ "epoch": 0.28,
162
+ "learning_rate": 9.645726476328811e-06,
163
+ "loss": 0.0002,
164
+ "step": 4375
165
+ },
166
+ {
167
+ "epoch": 0.28,
168
+ "eval_avg_sts": 0.7194580287637145,
169
+ "eval_avg_test": 0.717033045368064,
170
+ "eval_avg_train_and_dev": 0.72525371399646,
171
+ "eval_runtime": 21.832,
172
+ "eval_sickrelatedness_spearman": 0.69964732104727,
173
+ "eval_sickrelatedness_test_spearman": 0.6974584549846506,
174
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7019540331749327,
175
+ "eval_sts12_spearman": 0.6087565607405551,
176
+ "eval_sts13_spearman": 0.775181610329269,
177
+ "eval_sts14_spearman": 0.6807344815935793,
178
+ "eval_sts15_spearman": 0.7714449656594323,
179
+ "eval_sts16_spearman": 0.7549091580553093,
180
+ "eval_stsbenchmark_spearman": 0.7455321039205858,
181
+ "eval_stsbenchmark_test_spearman": 0.7307460862136526,
182
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7485533948179873,
183
+ "step": 4375
184
+ },
185
+ {
186
+ "epoch": 0.32,
187
+ "learning_rate": 9.503880895102356e-06,
188
+ "loss": 0.0002,
189
+ "step": 5000
190
+ },
191
+ {
192
+ "epoch": 0.32,
193
+ "eval_avg_sts": 0.7357926871862974,
194
+ "eval_avg_test": 0.7337295361557176,
195
+ "eval_avg_train_and_dev": 0.7387626368976384,
196
+ "eval_runtime": 21.3496,
197
+ "eval_sickrelatedness_spearman": 0.7081277931755735,
198
+ "eval_sickrelatedness_test_spearman": 0.7070731150129818,
199
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7093962696914289,
200
+ "eval_sts12_spearman": 0.6344626415135579,
201
+ "eval_sts13_spearman": 0.7877078434493416,
202
+ "eval_sts14_spearman": 0.6986755801629566,
203
+ "eval_sts15_spearman": 0.7910799783582211,
204
+ "eval_sts16_spearman": 0.7651327511753051,
205
+ "eval_stsbenchmark_spearman": 0.7653622224691259,
206
+ "eval_stsbenchmark_test_spearman": 0.7519748434176595,
207
+ "eval_stsbenchmark_train_and_dev_spearman": 0.768129004103848,
208
+ "step": 5000
209
+ },
210
+ {
211
+ "epoch": 0.36,
212
+ "learning_rate": 9.362035313875902e-06,
213
+ "loss": 0.0001,
214
+ "step": 5625
215
+ },
216
+ {
217
+ "epoch": 0.36,
218
+ "eval_avg_sts": 0.7418773860073935,
219
+ "eval_avg_test": 0.7395590037062557,
220
+ "eval_avg_train_and_dev": 0.743014478903171,
221
+ "eval_runtime": 22.6753,
222
+ "eval_sickrelatedness_spearman": 0.7091920474244533,
223
+ "eval_sickrelatedness_test_spearman": 0.7076497343346897,
224
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7108735600549281,
225
+ "eval_sts12_spearman": 0.6459740297105186,
226
+ "eval_sts13_spearman": 0.7946896206600376,
227
+ "eval_sts14_spearman": 0.706190273571107,
228
+ "eval_sts15_spearman": 0.7965399044791899,
229
+ "eval_sts16_spearman": 0.7684287092404692,
230
+ "eval_stsbenchmark_spearman": 0.7721271169659789,
231
+ "eval_stsbenchmark_test_spearman": 0.7574407539477783,
232
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7751553977514137,
233
+ "step": 5625
234
+ },
235
+ {
236
+ "epoch": 0.4,
237
+ "learning_rate": 9.220189732649449e-06,
238
+ "loss": 0.0001,
239
+ "step": 6250
240
+ },
241
+ {
242
+ "epoch": 0.4,
243
+ "eval_avg_sts": 0.7308385327663487,
244
+ "eval_avg_test": 0.7283863218628899,
245
+ "eval_avg_train_and_dev": 0.7345345112957317,
246
+ "eval_runtime": 21.8169,
247
+ "eval_sickrelatedness_spearman": 0.7046853908818935,
248
+ "eval_sickrelatedness_test_spearman": 0.7037265532974459,
249
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7057337293264881,
250
+ "eval_sts12_spearman": 0.621875598643423,
251
+ "eval_sts13_spearman": 0.7860303924520814,
252
+ "eval_sts14_spearman": 0.694793783643542,
253
+ "eval_sts15_spearman": 0.786890544888634,
254
+ "eval_sts16_spearman": 0.761570793834228,
255
+ "eval_stsbenchmark_spearman": 0.7600232250206383,
256
+ "eval_stsbenchmark_test_spearman": 0.7438165862808751,
257
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7633352932649752,
258
+ "step": 6250
259
+ },
260
+ {
261
+ "epoch": 0.44,
262
+ "learning_rate": 9.078344151422995e-06,
263
+ "loss": 0.0002,
264
+ "step": 6875
265
+ },
266
+ {
267
+ "epoch": 0.44,
268
+ "eval_avg_sts": 0.7309661390558988,
269
+ "eval_avg_test": 0.7286727854196379,
270
+ "eval_avg_train_and_dev": 0.7359208652832265,
271
+ "eval_runtime": 21.1351,
272
+ "eval_sickrelatedness_spearman": 0.7048537796254629,
273
+ "eval_sickrelatedness_test_spearman": 0.702412783558349,
274
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7073541509053075,
275
+ "eval_sts12_spearman": 0.6186911062602717,
276
+ "eval_sts13_spearman": 0.7856611011058849,
277
+ "eval_sts14_spearman": 0.6972845097860244,
278
+ "eval_sts15_spearman": 0.7842731788758606,
279
+ "eval_sts16_spearman": 0.7642482925335029,
280
+ "eval_stsbenchmark_spearman": 0.761751005204284,
281
+ "eval_stsbenchmark_test_spearman": 0.7481385258175712,
282
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7644875796611457,
283
+ "step": 6875
284
+ },
285
+ {
286
+ "epoch": 0.48,
287
+ "learning_rate": 8.936498570196542e-06,
288
+ "loss": 0.0001,
289
+ "step": 7500
290
+ },
291
+ {
292
+ "epoch": 0.48,
293
+ "eval_avg_sts": 0.7398140587015002,
294
+ "eval_avg_test": 0.7375789283159258,
295
+ "eval_avg_train_and_dev": 0.7436463146851804,
296
+ "eval_runtime": 21.5092,
297
+ "eval_sickrelatedness_spearman": 0.7104350424990357,
298
+ "eval_sickrelatedness_test_spearman": 0.707645634808155,
299
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7133276839990611,
300
+ "eval_sts12_spearman": 0.6311869476757046,
301
+ "eval_sts13_spearman": 0.7943880897002324,
302
+ "eval_sts14_spearman": 0.7054140851208188,
303
+ "eval_sts15_spearman": 0.7965258267671331,
304
+ "eval_sts16_spearman": 0.7693214228482549,
305
+ "eval_stsbenchmark_spearman": 0.7714269962993212,
306
+ "eval_stsbenchmark_test_spearman": 0.7585704912911815,
307
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7739649453712996,
308
+ "step": 7500
309
+ },
310
+ {
311
+ "epoch": 0.52,
312
+ "learning_rate": 8.794652988970088e-06,
313
+ "loss": 0.0001,
314
+ "step": 8125
315
+ },
316
+ {
317
+ "epoch": 0.52,
318
+ "eval_avg_sts": 0.7373193093280432,
319
+ "eval_avg_test": 0.7349110835074212,
320
+ "eval_avg_train_and_dev": 0.74065035952663,
321
+ "eval_runtime": 21.2362,
322
+ "eval_sickrelatedness_spearman": 0.7089799957481375,
323
+ "eval_sickrelatedness_test_spearman": 0.7065719679366725,
324
+ "eval_sickrelatedness_train_and_dev_spearman": 0.711364735604823,
325
+ "eval_sts12_spearman": 0.62980351920814,
326
+ "eval_sts13_spearman": 0.7927297021563888,
327
+ "eval_sts14_spearman": 0.7002451810649419,
328
+ "eval_sts15_spearman": 0.7943326132694016,
329
+ "eval_sts16_spearman": 0.7680353970909194,
330
+ "eval_stsbenchmark_spearman": 0.767108756758373,
331
+ "eval_stsbenchmark_test_spearman": 0.7526592038254838,
332
+ "eval_stsbenchmark_train_and_dev_spearman": 0.769935983448437,
333
+ "step": 8125
334
+ },
335
+ {
336
+ "epoch": 0.56,
337
+ "learning_rate": 8.652807407743635e-06,
338
+ "loss": 0.0001,
339
+ "step": 8750
340
+ },
341
+ {
342
+ "epoch": 0.56,
343
+ "eval_avg_sts": 0.7363613158654552,
344
+ "eval_avg_test": 0.7344457311029845,
345
+ "eval_avg_train_and_dev": 0.7385101274896235,
346
+ "eval_runtime": 21.007,
347
+ "eval_sickrelatedness_spearman": 0.7079709220981268,
348
+ "eval_sickrelatedness_test_spearman": 0.7060740065988659,
349
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7098373581622875,
350
+ "eval_sts12_spearman": 0.6245604819610331,
351
+ "eval_sts13_spearman": 0.7940661258079552,
352
+ "eval_sts14_spearman": 0.6995530567749194,
353
+ "eval_sts15_spearman": 0.7934026178932524,
354
+ "eval_sts16_spearman": 0.7701123683553529,
355
+ "eval_stsbenchmark_spearman": 0.764863638167547,
356
+ "eval_stsbenchmark_test_spearman": 0.7533514603295133,
357
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7671828968169594,
358
+ "step": 8750
359
+ },
360
+ {
361
+ "epoch": 0.6,
362
+ "learning_rate": 8.510961826517181e-06,
363
+ "loss": 0.0001,
364
+ "step": 9375
365
+ },
366
+ {
367
+ "epoch": 0.6,
368
+ "eval_avg_sts": 0.7318749663720026,
369
+ "eval_avg_test": 0.7298439077988678,
370
+ "eval_avg_train_and_dev": 0.7324391542106021,
371
+ "eval_runtime": 21.8218,
372
+ "eval_sickrelatedness_spearman": 0.7058228056610777,
373
+ "eval_sickrelatedness_test_spearman": 0.7039121780620011,
374
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7077349771782333,
375
+ "eval_sts12_spearman": 0.618700449208015,
376
+ "eval_sts13_spearman": 0.7954576133369399,
377
+ "eval_sts14_spearman": 0.6962032852506622,
378
+ "eval_sts15_spearman": 0.7872116068915151,
379
+ "eval_sts16_spearman": 0.765104808041975,
380
+ "eval_stsbenchmark_spearman": 0.7546241962138335,
381
+ "eval_stsbenchmark_test_spearman": 0.7423174138009657,
382
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7571433312429708,
383
+ "step": 9375
384
+ },
385
+ {
386
+ "epoch": 0.64,
387
+ "learning_rate": 8.369116245290728e-06,
388
+ "loss": 0.0001,
389
+ "step": 10000
390
+ },
391
+ {
392
+ "epoch": 0.64,
393
+ "eval_avg_sts": 0.7409280134068449,
394
+ "eval_avg_test": 0.7391325218596417,
395
+ "eval_avg_train_and_dev": 0.7415103794141908,
396
+ "eval_runtime": 21.4143,
397
+ "eval_sickrelatedness_spearman": 0.7104368210609439,
398
+ "eval_sickrelatedness_test_spearman": 0.7079528143535209,
399
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7129369206822436,
400
+ "eval_sts12_spearman": 0.6369900901886509,
401
+ "eval_sts13_spearman": 0.8003649874497492,
402
+ "eval_sts14_spearman": 0.7048130149249648,
403
+ "eval_sts15_spearman": 0.7956828867682607,
404
+ "eval_sts16_spearman": 0.7700745630771816,
405
+ "eval_stsbenchmark_spearman": 0.7681337303781637,
406
+ "eval_stsbenchmark_test_spearman": 0.7580492962551647,
407
+ "eval_stsbenchmark_train_and_dev_spearman": 0.770083838146138,
408
+ "step": 10000
409
+ },
410
+ {
411
+ "epoch": 0.68,
412
+ "learning_rate": 8.227497616994236e-06,
413
+ "loss": 0.0003,
414
+ "step": 10625
415
+ },
416
+ {
417
+ "epoch": 0.68,
418
+ "eval_avg_sts": 0.7359543470984595,
419
+ "eval_avg_test": 0.733931880207311,
420
+ "eval_avg_train_and_dev": 0.7367064905162184,
421
+ "eval_runtime": 21.2567,
422
+ "eval_sickrelatedness_spearman": 0.7081098389229429,
423
+ "eval_sickrelatedness_test_spearman": 0.7069070856977242,
424
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7093919257525952,
425
+ "eval_sts12_spearman": 0.6171012791250989,
426
+ "eval_sts13_spearman": 0.8001733717764794,
427
+ "eval_sts14_spearman": 0.7010514936978448,
428
+ "eval_sts15_spearman": 0.7914208067428021,
429
+ "eval_sts16_spearman": 0.7723885383628244,
430
+ "eval_stsbenchmark_spearman": 0.7614351010612246,
431
+ "eval_stsbenchmark_test_spearman": 0.7484805860484034,
432
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7640210552798415,
433
+ "step": 10625
434
+ },
435
+ {
436
+ "epoch": 0.72,
437
+ "learning_rate": 8.085652035767782e-06,
438
+ "loss": 0.0002,
439
+ "step": 11250
440
+ },
441
+ {
442
+ "epoch": 0.72,
443
+ "eval_avg_sts": 0.7331832920502,
444
+ "eval_avg_test": 0.7296440457200707,
445
+ "eval_avg_train_and_dev": 0.7365755808733788,
446
+ "eval_runtime": 22.0032,
447
+ "eval_sickrelatedness_spearman": 0.7101591391042099,
448
+ "eval_sickrelatedness_test_spearman": 0.7080075712587889,
449
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7123952349576758,
450
+ "eval_sts12_spearman": 0.6071610926796485,
451
+ "eval_sts13_spearman": 0.7986426077282267,
452
+ "eval_sts14_spearman": 0.7048385507770369,
453
+ "eval_sts15_spearman": 0.790486863635161,
454
+ "eval_sts16_spearman": 0.7648214181893283,
455
+ "eval_stsbenchmark_spearman": 0.7561733722377888,
456
+ "eval_stsbenchmark_test_spearman": 0.7335502157723038,
457
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7607559267890819,
458
+ "step": 11250
459
+ },
460
+ {
461
+ "epoch": 0.76,
462
+ "learning_rate": 7.943806454541329e-06,
463
+ "loss": 0.0001,
464
+ "step": 11875
465
+ },
466
+ {
467
+ "epoch": 0.76,
468
+ "eval_avg_sts": 0.7284741669636894,
469
+ "eval_avg_test": 0.7249847364931884,
470
+ "eval_avg_train_and_dev": 0.7313381333368812,
471
+ "eval_runtime": 21.7362,
472
+ "eval_sickrelatedness_spearman": 0.7051030572507782,
473
+ "eval_sickrelatedness_test_spearman": 0.7020350055407318,
474
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7082106452571797,
475
+ "eval_sts12_spearman": 0.5997827794595306,
476
+ "eval_sts13_spearman": 0.7980496603077974,
477
+ "eval_sts14_spearman": 0.6948829895910905,
478
+ "eval_sts15_spearman": 0.7853112805674828,
479
+ "eval_sts16_spearman": 0.7659372500003789,
480
+ "eval_stsbenchmark_spearman": 0.7502521515687675,
481
+ "eval_stsbenchmark_test_spearman": 0.728894189985307,
482
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7544656214165828,
483
+ "step": 11875
484
+ },
485
+ {
486
+ "epoch": 0.8,
487
+ "learning_rate": 7.802187826244837e-06,
488
+ "loss": 0.0002,
489
+ "step": 12500
490
+ },
491
+ {
492
+ "epoch": 0.8,
493
+ "eval_avg_sts": 0.7330359711356126,
494
+ "eval_avg_test": 0.7291193278783638,
495
+ "eval_avg_train_and_dev": 0.735211801074501,
496
+ "eval_runtime": 20.8416,
497
+ "eval_sickrelatedness_spearman": 0.7097679817259296,
498
+ "eval_sickrelatedness_test_spearman": 0.7055788799611423,
499
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7139001197937711,
500
+ "eval_sts12_spearman": 0.6106517927738067,
501
+ "eval_sts13_spearman": 0.801722782519613,
502
+ "eval_sts14_spearman": 0.697830283597753,
503
+ "eval_sts15_spearman": 0.7905626238832419,
504
+ "eval_sts16_spearman": 0.7686769836942824,
505
+ "eval_stsbenchmark_spearman": 0.7520393497546612,
506
+ "eval_stsbenchmark_test_spearman": 0.7288119487187074,
507
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7565234823552308,
508
+ "step": 12500
509
+ },
510
+ {
511
+ "epoch": 0.84,
512
+ "learning_rate": 7.660342245018383e-06,
513
+ "loss": 0.0001,
514
+ "step": 13125
515
+ },
516
+ {
517
+ "epoch": 0.84,
518
+ "eval_avg_sts": 0.7378956830798117,
519
+ "eval_avg_test": 0.733899347554639,
520
+ "eval_avg_train_and_dev": 0.7387413140477561,
521
+ "eval_runtime": 21.015,
522
+ "eval_sickrelatedness_spearman": 0.710929018302664,
523
+ "eval_sickrelatedness_test_spearman": 0.7063428540695924,
524
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7154190994394085,
525
+ "eval_sts12_spearman": 0.6233547440533763,
526
+ "eval_sts13_spearman": 0.8057484430966548,
527
+ "eval_sts14_spearman": 0.7064661836743785,
528
+ "eval_sts15_spearman": 0.788799289281052,
529
+ "eval_sts16_spearman": 0.7725484698411716,
530
+ "eval_stsbenchmark_spearman": 0.7574236333093849,
531
+ "eval_stsbenchmark_test_spearman": 0.7340354488662467,
532
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7620635286561037,
533
+ "step": 13125
534
+ },
535
+ {
536
+ "epoch": 0.88,
537
+ "learning_rate": 7.51849666379193e-06,
538
+ "loss": 0.0001,
539
+ "step": 13750
540
+ },
541
+ {
542
+ "epoch": 0.88,
543
+ "eval_avg_sts": 0.7378627077777866,
544
+ "eval_avg_test": 0.7339054575865804,
545
+ "eval_avg_train_and_dev": 0.7381744196853126,
546
+ "eval_runtime": 20.944,
547
+ "eval_sickrelatedness_spearman": 0.7089921810762922,
548
+ "eval_sickrelatedness_test_spearman": 0.70509102387014,
549
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7128834324759727,
550
+ "eval_sts12_spearman": 0.6228312321043947,
551
+ "eval_sts13_spearman": 0.8058975575766927,
552
+ "eval_sts14_spearman": 0.7070969399502143,
553
+ "eval_sts15_spearman": 0.7893837860149883,
554
+ "eval_sts16_spearman": 0.7720301633604001,
555
+ "eval_stsbenchmark_spearman": 0.7588070943615248,
556
+ "eval_stsbenchmark_test_spearman": 0.7350075002292331,
557
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7634654068946525,
558
+ "step": 13750
559
+ },
560
+ {
561
+ "epoch": 0.92,
562
+ "learning_rate": 7.376651082565477e-06,
563
+ "loss": 0.0001,
564
+ "step": 14375
565
+ },
566
+ {
567
+ "epoch": 0.92,
568
+ "eval_avg_sts": 0.7359929925111067,
569
+ "eval_avg_test": 0.7323951374834617,
570
+ "eval_avg_train_and_dev": 0.7367857943216309,
571
+ "eval_runtime": 20.9186,
572
+ "eval_sickrelatedness_spearman": 0.7088303588545686,
573
+ "eval_sickrelatedness_test_spearman": 0.7063407570964759,
574
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7113763758675955,
575
+ "eval_sts12_spearman": 0.6136120965617352,
576
+ "eval_sts13_spearman": 0.8054760021735932,
577
+ "eval_sts14_spearman": 0.7046761197182577,
578
+ "eval_sts15_spearman": 0.7905370837297951,
579
+ "eval_sts16_spearman": 0.7711103256070158,
580
+ "eval_stsbenchmark_spearman": 0.7577089609327817,
581
+ "eval_stsbenchmark_test_spearman": 0.7350135774973598,
582
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7621952127756663,
583
+ "step": 14375
584
+ },
585
+ {
586
+ "epoch": 0.96,
587
+ "learning_rate": 7.2348055013390225e-06,
588
+ "loss": 0.0001,
589
+ "step": 15000
590
+ },
591
+ {
592
+ "epoch": 0.96,
593
+ "eval_avg_sts": 0.7361943130200425,
594
+ "eval_avg_test": 0.7321974439132747,
595
+ "eval_avg_train_and_dev": 0.7382189598774902,
596
+ "eval_runtime": 21.1353,
597
+ "eval_sickrelatedness_spearman": 0.7096126852616816,
598
+ "eval_sickrelatedness_test_spearman": 0.7056509931468986,
599
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7134760429404705,
600
+ "eval_sts12_spearman": 0.613133445817732,
601
+ "eval_sts13_spearman": 0.8048892508629485,
602
+ "eval_sts14_spearman": 0.7046336569955289,
603
+ "eval_sts15_spearman": 0.7904009982047565,
604
+ "eval_sts16_spearman": 0.7725216175809143,
605
+ "eval_stsbenchmark_spearman": 0.7581685364167358,
606
+ "eval_stsbenchmark_test_spearman": 0.7341521447841448,
607
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7629618768145098,
608
+ "step": 15000
609
+ },
610
+ {
611
+ "epoch": 1.0,
612
+ "learning_rate": 7.092959920112569e-06,
613
+ "loss": 0.0001,
614
+ "step": 15625
615
+ },
616
+ {
617
+ "epoch": 1.0,
618
+ "eval_avg_sts": 0.7375598442201905,
619
+ "eval_avg_test": 0.7335423238398006,
620
+ "eval_avg_train_and_dev": 0.7395439996671019,
621
+ "eval_runtime": 20.8993,
622
+ "eval_sickrelatedness_spearman": 0.707283647594327,
623
+ "eval_sickrelatedness_test_spearman": 0.703616122718381,
624
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7109751567220617,
625
+ "eval_sts12_spearman": 0.6159411441163902,
626
+ "eval_sts13_spearman": 0.8049060590081953,
627
+ "eval_sts14_spearman": 0.7108002254446067,
628
+ "eval_sts15_spearman": 0.788937840589697,
629
+ "eval_sts16_spearman": 0.7718528831999566,
630
+ "eval_stsbenchmark_spearman": 0.7631971095881599,
631
+ "eval_stsbenchmark_test_spearman": 0.7387419918013778,
632
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7681128426121422,
633
+ "step": 15625
634
+ },
635
+ {
636
+ "epoch": 1.04,
637
+ "learning_rate": 6.951114338886115e-06,
638
+ "loss": 0.0001,
639
+ "step": 16250
640
+ },
641
+ {
642
+ "epoch": 1.04,
643
+ "eval_avg_sts": 0.739199635865537,
644
+ "eval_avg_test": 0.7355897759739543,
645
+ "eval_avg_train_and_dev": 0.739808186948654,
646
+ "eval_runtime": 20.9838,
647
+ "eval_sickrelatedness_spearman": 0.7080971683598302,
648
+ "eval_sickrelatedness_test_spearman": 0.7051237540095253,
649
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7111032002738162,
650
+ "eval_sts12_spearman": 0.6194643102288157,
651
+ "eval_sts13_spearman": 0.8098252612446439,
652
+ "eval_sts14_spearman": 0.7116464283311791,
653
+ "eval_sts15_spearman": 0.7899553665444689,
654
+ "eval_sts16_spearman": 0.7712889077310251,
655
+ "eval_stsbenchmark_spearman": 0.7641200086187968,
656
+ "eval_stsbenchmark_test_spearman": 0.7418244037280217,
657
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7685131736234918,
658
+ "step": 16250
659
+ },
660
+ {
661
+ "epoch": 1.08,
662
+ "learning_rate": 6.809495710589624e-06,
663
+ "loss": 0.0001,
664
+ "step": 16875
665
+ },
666
+ {
667
+ "epoch": 1.08,
668
+ "eval_avg_sts": 0.7466792846411037,
669
+ "eval_avg_test": 0.7432402664611477,
670
+ "eval_avg_train_and_dev": 0.7444846866291048,
671
+ "eval_runtime": 21.2164,
672
+ "eval_sickrelatedness_spearman": 0.7071507310982136,
673
+ "eval_sickrelatedness_test_spearman": 0.7036683201355792,
674
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7106803741065932,
675
+ "eval_sts12_spearman": 0.6347617000535006,
676
+ "eval_sts13_spearman": 0.8154858577332686,
677
+ "eval_sts14_spearman": 0.7214692213354003,
678
+ "eval_sts15_spearman": 0.7972123472428747,
679
+ "eval_sts16_spearman": 0.7764992733505218,
680
+ "eval_stsbenchmark_spearman": 0.7741758616739455,
681
+ "eval_stsbenchmark_test_spearman": 0.7535851453768893,
682
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7782889991516164,
683
+ "step": 16875
684
+ },
685
+ {
686
+ "epoch": 1.12,
687
+ "learning_rate": 6.66765012936317e-06,
688
+ "loss": 0.0,
689
+ "step": 17500
690
+ },
691
+ {
692
+ "epoch": 1.12,
693
+ "eval_avg_sts": 0.7445033109622727,
694
+ "eval_avg_test": 0.7410841678179132,
695
+ "eval_avg_train_and_dev": 0.7439110348985495,
696
+ "eval_runtime": 20.7911,
697
+ "eval_sickrelatedness_spearman": 0.7091854822762941,
698
+ "eval_sickrelatedness_test_spearman": 0.7062734147342097,
699
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7121887413339406,
700
+ "eval_sts12_spearman": 0.6279026674987728,
701
+ "eval_sts13_spearman": 0.8113067283249641,
702
+ "eval_sts14_spearman": 0.7213560371915237,
703
+ "eval_sts15_spearman": 0.7972695297709387,
704
+ "eval_sts16_spearman": 0.7730878646190888,
705
+ "eval_stsbenchmark_spearman": 0.7714148670543273,
706
+ "eval_stsbenchmark_test_spearman": 0.7503929325858947,
707
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7756333284631584,
708
+ "step": 17500
709
+ },
710
+ {
711
+ "epoch": 1.16,
712
+ "learning_rate": 6.52603150106668e-06,
713
+ "loss": 0.0001,
714
+ "step": 18125
715
+ },
716
+ {
717
+ "epoch": 1.16,
718
+ "eval_avg_sts": 0.7424258185781643,
719
+ "eval_avg_test": 0.7386605800972373,
720
+ "eval_avg_train_and_dev": 0.7454667750890833,
721
+ "eval_runtime": 21.0259,
722
+ "eval_sickrelatedness_spearman": 0.7126108043398651,
723
+ "eval_sickrelatedness_test_spearman": 0.7092073398325749,
724
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7160534091377377,
725
+ "eval_sts12_spearman": 0.6254715777237362,
726
+ "eval_sts13_spearman": 0.8088662475950285,
727
+ "eval_sts14_spearman": 0.7138096529469777,
728
+ "eval_sts15_spearman": 0.7925312951699506,
729
+ "eval_sts16_spearman": 0.7732924074022455,
730
+ "eval_stsbenchmark_spearman": 0.770398744869346,
731
+ "eval_stsbenchmark_test_spearman": 0.7474455400101482,
732
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7748801410404289,
733
+ "step": 18125
734
+ },
735
+ {
736
+ "epoch": 1.2,
737
+ "learning_rate": 6.384185919840225e-06,
738
+ "loss": 0.0001,
739
+ "step": 18750
740
+ },
741
+ {
742
+ "epoch": 1.2,
743
+ "eval_avg_sts": 0.7421874872103393,
744
+ "eval_avg_test": 0.7386332506855652,
745
+ "eval_avg_train_and_dev": 0.7448711406496367,
746
+ "eval_runtime": 21.0153,
747
+ "eval_sickrelatedness_spearman": 0.711420403952433,
748
+ "eval_sickrelatedness_test_spearman": 0.7078637859078531,
749
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7149714012084747,
750
+ "eval_sts12_spearman": 0.6198152391183793,
751
+ "eval_sts13_spearman": 0.8112609489937583,
752
+ "eval_sts14_spearman": 0.7137096793492043,
753
+ "eval_sts15_spearman": 0.7909819007518449,
754
+ "eval_sts16_spearman": 0.7775422386776029,
755
+ "eval_stsbenchmark_spearman": 0.7705819996291529,
756
+ "eval_stsbenchmark_test_spearman": 0.7492589620003135,
757
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7747708800907985,
758
+ "step": 18750
759
+ },
760
+ {
761
+ "epoch": 1.24,
762
+ "learning_rate": 6.242340338613772e-06,
763
+ "loss": 0.0001,
764
+ "step": 19375
765
+ },
766
+ {
767
+ "epoch": 1.24,
768
+ "eval_avg_sts": 0.7433069618878057,
769
+ "eval_avg_test": 0.7395454400266834,
770
+ "eval_avg_train_and_dev": 0.7438536914759893,
771
+ "eval_runtime": 20.8728,
772
+ "eval_sickrelatedness_spearman": 0.7081170951655467,
773
+ "eval_sickrelatedness_test_spearman": 0.7032372294807069,
774
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7129498291505492,
775
+ "eval_sts12_spearman": 0.6319090861576243,
776
+ "eval_sts13_spearman": 0.8105293738494971,
777
+ "eval_sts14_spearman": 0.7133101665632953,
778
+ "eval_sts15_spearman": 0.7957949511234824,
779
+ "eval_sts16_spearman": 0.7729378020760672,
780
+ "eval_stsbenchmark_spearman": 0.7705502582791273,
781
+ "eval_stsbenchmark_test_spearman": 0.7490994709361111,
782
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7747575538014295,
783
+ "step": 19375
784
+ },
785
+ {
786
+ "epoch": 1.28,
787
+ "learning_rate": 6.100494757387318e-06,
788
+ "loss": 0.0001,
789
+ "step": 20000
790
+ },
791
+ {
792
+ "epoch": 1.28,
793
+ "eval_avg_sts": 0.7499060859363368,
794
+ "eval_avg_test": 0.7465428552421288,
795
+ "eval_avg_train_and_dev": 0.7475216864388343,
796
+ "eval_runtime": 20.8548,
797
+ "eval_sickrelatedness_spearman": 0.7077244255701862,
798
+ "eval_sickrelatedness_test_spearman": 0.7026718095093082,
799
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7128746659624327,
800
+ "eval_sts12_spearman": 0.6428011959930444,
801
+ "eval_sts13_spearman": 0.8168437631289807,
802
+ "eval_sts14_spearman": 0.7226103243605893,
803
+ "eval_sts15_spearman": 0.8024592797345551,
804
+ "eval_sts16_spearman": 0.778377683273261,
805
+ "eval_stsbenchmark_spearman": 0.778525929493741,
806
+ "eval_stsbenchmark_test_spearman": 0.7600359306951637,
807
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7821687069152359,
808
+ "step": 20000
809
+ },
810
+ {
811
+ "epoch": 1.32,
812
+ "learning_rate": 5.958649176160865e-06,
813
+ "loss": 0.0,
814
+ "step": 20625
815
+ },
816
+ {
817
+ "epoch": 1.32,
818
+ "eval_avg_sts": 0.7484118293338831,
819
+ "eval_avg_test": 0.7449454204384204,
820
+ "eval_avg_train_and_dev": 0.7464359816566652,
821
+ "eval_runtime": 21.0711,
822
+ "eval_sickrelatedness_spearman": 0.7074503178963312,
823
+ "eval_sickrelatedness_test_spearman": 0.7023303881299484,
824
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7126512609959751,
825
+ "eval_sts12_spearman": 0.6387436970256535,
826
+ "eval_sts13_spearman": 0.8166418859715421,
827
+ "eval_sts14_spearman": 0.7212103904818994,
828
+ "eval_sts15_spearman": 0.8006237515601927,
829
+ "eval_sts16_spearman": 0.7777887546493993,
830
+ "eval_stsbenchmark_spearman": 0.7764240077521634,
831
+ "eval_stsbenchmark_test_spearman": 0.7572790752503075,
832
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7802207023173555,
833
+ "step": 20625
834
+ },
835
+ {
836
+ "epoch": 1.36,
837
+ "learning_rate": 5.816803594934411e-06,
838
+ "loss": 0.0002,
839
+ "step": 21250
840
+ },
841
+ {
842
+ "epoch": 1.36,
843
+ "eval_avg_sts": 0.7350019199078851,
844
+ "eval_avg_test": 0.7318554174797746,
845
+ "eval_avg_train_and_dev": 0.7352898672690771,
846
+ "eval_runtime": 21.0366,
847
+ "eval_sickrelatedness_spearman": 0.7074999541454676,
848
+ "eval_sickrelatedness_test_spearman": 0.7046918538078386,
849
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7103029251438325,
850
+ "eval_sts12_spearman": 0.6156570708780759,
851
+ "eval_sts13_spearman": 0.8090436604472787,
852
+ "eval_sts14_spearman": 0.7028681750157657,
853
+ "eval_sts15_spearman": 0.7852035835160743,
854
+ "eval_sts16_spearman": 0.7682223919418893,
855
+ "eval_stsbenchmark_spearman": 0.7565186034106438,
856
+ "eval_stsbenchmark_test_spearman": 0.737301186751499,
857
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7602768093943217,
858
+ "step": 21250
859
+ },
860
+ {
861
+ "epoch": 1.4,
862
+ "learning_rate": 5.674958013707958e-06,
863
+ "loss": 0.0001,
864
+ "step": 21875
865
+ },
866
+ {
867
+ "epoch": 1.4,
868
+ "eval_avg_sts": 0.7380801801237084,
869
+ "eval_avg_test": 0.7352880148005531,
870
+ "eval_avg_train_and_dev": 0.7368474462537626,
871
+ "eval_runtime": 20.8923,
872
+ "eval_sickrelatedness_spearman": 0.7069077829822942,
873
+ "eval_sickrelatedness_test_spearman": 0.7031570262809338,
874
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7106689319787851,
875
+ "eval_sts12_spearman": 0.6231915518691485,
876
+ "eval_sts13_spearman": 0.812850852612454,
877
+ "eval_sts14_spearman": 0.7051573740637898,
878
+ "eval_sts15_spearman": 0.7880917747314226,
879
+ "eval_sts16_spearman": 0.7705225580148864,
880
+ "eval_stsbenchmark_spearman": 0.7598393665919628,
881
+ "eval_stsbenchmark_test_spearman": 0.7440449660312358,
882
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7630259605287402,
883
+ "step": 21875
884
+ },
885
+ {
886
+ "epoch": 1.44,
887
+ "learning_rate": 5.533112432481503e-06,
888
+ "loss": 0.0001,
889
+ "step": 22500
890
+ },
891
+ {
892
+ "epoch": 1.44,
893
+ "eval_avg_sts": 0.7393794402273529,
894
+ "eval_avg_test": 0.7363579691480349,
895
+ "eval_avg_train_and_dev": 0.7395749061213661,
896
+ "eval_runtime": 21.2448,
897
+ "eval_sickrelatedness_spearman": 0.7102477930138079,
898
+ "eval_sickrelatedness_test_spearman": 0.7064793937973988,
899
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7139973441863221,
900
+ "eval_sts12_spearman": 0.6285417992352085,
901
+ "eval_sts13_spearman": 0.8114621677478028,
902
+ "eval_sts14_spearman": 0.7062564240963956,
903
+ "eval_sts15_spearman": 0.7886571693369652,
904
+ "eval_sts16_spearman": 0.7687956439175224,
905
+ "eval_stsbenchmark_spearman": 0.7616950842437674,
906
+ "eval_stsbenchmark_test_spearman": 0.7443131859049517,
907
+ "eval_stsbenchmark_train_and_dev_spearman": 0.76515246805641,
908
+ "step": 22500
909
+ },
910
+ {
911
+ "epoch": 1.48,
912
+ "learning_rate": 5.391266851255051e-06,
913
+ "loss": 0.0001,
914
+ "step": 23125
915
+ },
916
+ {
917
+ "epoch": 1.48,
918
+ "eval_avg_sts": 0.7388169479527533,
919
+ "eval_avg_test": 0.7353151766024301,
920
+ "eval_avg_train_and_dev": 0.7396876104946917,
921
+ "eval_runtime": 20.7811,
922
+ "eval_sickrelatedness_spearman": 0.7059146816791875,
923
+ "eval_sickrelatedness_test_spearman": 0.7009398671844066,
924
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7109578919652116,
925
+ "eval_sts12_spearman": 0.6337385819368979,
926
+ "eval_sts13_spearman": 0.8077158631122653,
927
+ "eval_sts14_spearman": 0.7041881431485422,
928
+ "eval_sts15_spearman": 0.7897395308324451,
929
+ "eval_sts16_spearman": 0.7659376148408716,
930
+ "eval_stsbenchmark_spearman": 0.7644842201190634,
931
+ "eval_stsbenchmark_test_spearman": 0.7449466351615813,
932
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7684173290241716,
933
+ "step": 23125
934
+ },
935
+ {
936
+ "epoch": 1.52,
937
+ "learning_rate": 5.249648222958559e-06,
938
+ "loss": 0.0001,
939
+ "step": 23750
940
+ },
941
+ {
942
+ "epoch": 1.52,
943
+ "eval_avg_sts": 0.737637406431803,
944
+ "eval_avg_test": 0.7340377292492831,
945
+ "eval_avg_train_and_dev": 0.7393379830475855,
946
+ "eval_runtime": 20.8525,
947
+ "eval_sickrelatedness_spearman": 0.7079463598817589,
948
+ "eval_sickrelatedness_test_spearman": 0.7029335485554905,
949
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7129341890695166,
950
+ "eval_sts12_spearman": 0.6292541229208708,
951
+ "eval_sts13_spearman": 0.806837478246872,
952
+ "eval_sts14_spearman": 0.7027686303180887,
953
+ "eval_sts15_spearman": 0.7886320383460999,
954
+ "eval_sts16_spearman": 0.7662443034073775,
955
+ "eval_stsbenchmark_spearman": 0.7617789119015519,
956
+ "eval_stsbenchmark_test_spearman": 0.7415939829501823,
957
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7657417770256544,
958
+ "step": 23750
959
+ },
960
+ {
961
+ "epoch": 1.56,
962
+ "learning_rate": 5.107802641732104e-06,
963
+ "loss": 0.0001,
964
+ "step": 24375
965
+ },
966
+ {
967
+ "epoch": 1.56,
968
+ "eval_avg_sts": 0.7400432752757417,
969
+ "eval_avg_test": 0.7365741296789751,
970
+ "eval_avg_train_and_dev": 0.7403337201879336,
971
+ "eval_runtime": 21.0229,
972
+ "eval_sickrelatedness_spearman": 0.706139895856204,
973
+ "eval_sickrelatedness_test_spearman": 0.7011363476050757,
974
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7111677563573823,
975
+ "eval_sts12_spearman": 0.6393107034863543,
976
+ "eval_sts13_spearman": 0.8060305176934567,
977
+ "eval_sts14_spearman": 0.707469456143251,
978
+ "eval_sts15_spearman": 0.7884280597687867,
979
+ "eval_sts16_spearman": 0.7672135350116814,
980
+ "eval_stsbenchmark_spearman": 0.7657107589704576,
981
+ "eval_stsbenchmark_test_spearman": 0.7464302880442203,
982
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7694996840184851,
983
+ "step": 24375
984
+ },
985
+ {
986
+ "epoch": 1.6,
987
+ "learning_rate": 4.965957060505652e-06,
988
+ "loss": 0.0001,
989
+ "step": 25000
990
+ },
991
+ {
992
+ "epoch": 1.6,
993
+ "eval_avg_sts": 0.7420831068144936,
994
+ "eval_avg_test": 0.7386039201251836,
995
+ "eval_avg_train_and_dev": 0.7419238844699756,
996
+ "eval_runtime": 20.7399,
997
+ "eval_sickrelatedness_spearman": 0.7086802746453288,
998
+ "eval_sickrelatedness_test_spearman": 0.703562769385137,
999
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7138105143408351,
1000
+ "eval_sts12_spearman": 0.643289234865721,
1001
+ "eval_sts13_spearman": 0.8077408521902738,
1002
+ "eval_sts14_spearman": 0.7094079968345621,
1003
+ "eval_sts15_spearman": 0.7910146281134862,
1004
+ "eval_sts16_spearman": 0.768300387542403,
1005
+ "eval_stsbenchmark_spearman": 0.7661483735096799,
1006
+ "eval_stsbenchmark_test_spearman": 0.7469115719447025,
1007
+ "eval_stsbenchmark_train_and_dev_spearman": 0.770037254599116,
1008
+ "step": 25000
1009
+ },
1010
+ {
1011
+ "epoch": 1.64,
1012
+ "learning_rate": 4.824111479279197e-06,
1013
+ "loss": 0.0001,
1014
+ "step": 25625
1015
+ },
1016
+ {
1017
+ "epoch": 1.64,
1018
+ "eval_avg_sts": 0.738553955422263,
1019
+ "eval_avg_test": 0.735270462011063,
1020
+ "eval_avg_train_and_dev": 0.74132969124333,
1021
+ "eval_runtime": 21.0644,
1022
+ "eval_sickrelatedness_spearman": 0.7107616379619491,
1023
+ "eval_sickrelatedness_test_spearman": 0.7068872624845219,
1024
+ "eval_sickrelatedness_train_and_dev_spearman": 0.714676339410284,
1025
+ "eval_sts12_spearman": 0.6304124246015519,
1026
+ "eval_sts13_spearman": 0.8044063778132966,
1027
+ "eval_sts14_spearman": 0.7046730335095999,
1028
+ "eval_sts15_spearman": 0.790737193065777,
1029
+ "eval_sts16_spearman": 0.764825533590085,
1030
+ "eval_stsbenchmark_spearman": 0.7640614874135817,
1031
+ "eval_stsbenchmark_test_spearman": 0.744951409012609,
1032
+ "eval_stsbenchmark_train_and_dev_spearman": 0.767983043076376,
1033
+ "step": 25625
1034
+ },
1035
+ {
1036
+ "epoch": 1.68,
1037
+ "learning_rate": 4.682492850982707e-06,
1038
+ "loss": 0.0001,
1039
+ "step": 26250
1040
+ },
1041
+ {
1042
+ "epoch": 1.68,
1043
+ "eval_avg_sts": 0.7337378478994732,
1044
+ "eval_avg_test": 0.7302481798812982,
1045
+ "eval_avg_train_and_dev": 0.7376796598903316,
1046
+ "eval_runtime": 20.8597,
1047
+ "eval_sickrelatedness_spearman": 0.7093236435437729,
1048
+ "eval_sickrelatedness_test_spearman": 0.7057306150582766,
1049
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7130156557412384,
1050
+ "eval_sts12_spearman": 0.617871248735412,
1051
+ "eval_sts13_spearman": 0.8025593367032153,
1052
+ "eval_sts14_spearman": 0.7006950877629325,
1053
+ "eval_sts15_spearman": 0.785270135862098,
1054
+ "eval_sts16_spearman": 0.7622963644366769,
1055
+ "eval_stsbenchmark_spearman": 0.7581491182522041,
1056
+ "eval_stsbenchmark_test_spearman": 0.7373144706104764,
1057
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7623436640394248,
1058
+ "step": 26250
1059
+ },
1060
+ {
1061
+ "epoch": 1.72,
1062
+ "learning_rate": 4.5406472697562535e-06,
1063
+ "loss": 0.0001,
1064
+ "step": 26875
1065
+ },
1066
+ {
1067
+ "epoch": 1.72,
1068
+ "eval_avg_sts": 0.7361414839625063,
1069
+ "eval_avg_test": 0.7327260474324794,
1070
+ "eval_avg_train_and_dev": 0.7408386426761701,
1071
+ "eval_runtime": 21.0874,
1072
+ "eval_sickrelatedness_spearman": 0.7130553203175825,
1073
+ "eval_sickrelatedness_test_spearman": 0.7085041459895807,
1074
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7176214412488239,
1075
+ "eval_sts12_spearman": 0.6206145648203354,
1076
+ "eval_sts13_spearman": 0.8054403345042884,
1077
+ "eval_sts14_spearman": 0.7043767904617289,
1078
+ "eval_sts15_spearman": 0.785161403859601,
1079
+ "eval_sts16_spearman": 0.7642432303964917,
1080
+ "eval_stsbenchmark_spearman": 0.7600987433775165,
1081
+ "eval_stsbenchmark_test_spearman": 0.7407418619953297,
1082
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7640558441035162,
1083
+ "step": 26875
1084
+ },
1085
+ {
1086
+ "epoch": 1.76,
1087
+ "learning_rate": 4.398801688529799e-06,
1088
+ "loss": 0.0001,
1089
+ "step": 27500
1090
+ },
1091
+ {
1092
+ "epoch": 1.76,
1093
+ "eval_avg_sts": 0.7385647317858953,
1094
+ "eval_avg_test": 0.7350557597229346,
1095
+ "eval_avg_train_and_dev": 0.7429292984249471,
1096
+ "eval_runtime": 20.7225,
1097
+ "eval_sickrelatedness_spearman": 0.7123203429942663,
1098
+ "eval_sickrelatedness_test_spearman": 0.7077860589944194,
1099
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7168975415894818,
1100
+ "eval_sts12_spearman": 0.6250000311651265,
1101
+ "eval_sts13_spearman": 0.8098932511821607,
1102
+ "eval_sts14_spearman": 0.7051633776714191,
1103
+ "eval_sts15_spearman": 0.787197723837324,
1104
+ "eval_sts16_spearman": 0.7654891602041461,
1105
+ "eval_stsbenchmark_spearman": 0.7648892354468243,
1106
+ "eval_stsbenchmark_test_spearman": 0.7448607150059462,
1107
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7689610552604125,
1108
+ "step": 27500
1109
+ },
1110
+ {
1111
+ "epoch": 1.8,
1112
+ "learning_rate": 4.2569561073033456e-06,
1113
+ "loss": 0.0001,
1114
+ "step": 28125
1115
+ },
1116
+ {
1117
+ "epoch": 1.8,
1118
+ "eval_avg_sts": 0.736228210862442,
1119
+ "eval_avg_test": 0.7323225373743962,
1120
+ "eval_avg_train_and_dev": 0.7422242610156418,
1121
+ "eval_runtime": 21.1674,
1122
+ "eval_sickrelatedness_spearman": 0.7117315495344994,
1123
+ "eval_sickrelatedness_test_spearman": 0.7062794242883943,
1124
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7173189540357382,
1125
+ "eval_sts12_spearman": 0.6181306965992698,
1126
+ "eval_sts13_spearman": 0.8063871249869112,
1127
+ "eval_sts14_spearman": 0.7026158508695518,
1128
+ "eval_sts15_spearman": 0.7867321226315551,
1129
+ "eval_sts16_spearman": 0.7652562131980097,
1130
+ "eval_stsbenchmark_spearman": 0.7627439182172969,
1131
+ "eval_stsbenchmark_test_spearman": 0.7408563290470811,
1132
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7671295679955453,
1133
+ "step": 28125
1134
+ },
1135
+ {
1136
+ "epoch": 1.84,
1137
+ "learning_rate": 4.115110526076892e-06,
1138
+ "loss": 0.0001,
1139
+ "step": 28750
1140
+ },
1141
+ {
1142
+ "epoch": 1.84,
1143
+ "eval_avg_sts": 0.7372002276835504,
1144
+ "eval_avg_test": 0.7334893393874011,
1145
+ "eval_avg_train_and_dev": 0.7419188871398015,
1146
+ "eval_runtime": 21.0224,
1147
+ "eval_sickrelatedness_spearman": 0.7115479327768666,
1148
+ "eval_sickrelatedness_test_spearman": 0.7061596518024446,
1149
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7169625169788694,
1150
+ "eval_sts12_spearman": 0.6201372334499261,
1151
+ "eval_sts13_spearman": 0.8081427416220239,
1152
+ "eval_sts14_spearman": 0.7058112992260926,
1153
+ "eval_sts15_spearman": 0.7871505208738109,
1154
+ "eval_sts16_spearman": 0.7648927226152069,
1155
+ "eval_stsbenchmark_spearman": 0.7627191432209255,
1156
+ "eval_stsbenchmark_test_spearman": 0.7421312061223029,
1157
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7668752573007337,
1158
+ "step": 28750
1159
+ },
1160
+ {
1161
+ "epoch": 1.88,
1162
+ "learning_rate": 3.9732649448504385e-06,
1163
+ "loss": 0.0002,
1164
+ "step": 29375
1165
+ },
1166
+ {
1167
+ "epoch": 1.88,
1168
+ "eval_avg_sts": 0.7391379223370436,
1169
+ "eval_avg_test": 0.7356189035069137,
1170
+ "eval_avg_train_and_dev": 0.7435335345244203,
1171
+ "eval_runtime": 20.9593,
1172
+ "eval_sickrelatedness_spearman": 0.7106110928678779,
1173
+ "eval_sickrelatedness_test_spearman": 0.7046551635771077,
1174
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7166877770505714,
1175
+ "eval_sts12_spearman": 0.6242789115119458,
1176
+ "eval_sts13_spearman": 0.8073323769451142,
1177
+ "eval_sts14_spearman": 0.7082426452989751,
1178
+ "eval_sts15_spearman": 0.7878887744476603,
1179
+ "eval_sts16_spearman": 0.7689858922579222,
1180
+ "eval_stsbenchmark_spearman": 0.7666257630298101,
1181
+ "eval_stsbenchmark_test_spearman": 0.7479485605096713,
1182
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7703792919982693,
1183
+ "step": 29375
1184
+ },
1185
+ {
1186
+ "epoch": 1.92,
1187
+ "learning_rate": 3.831419363623985e-06,
1188
+ "loss": 0.0001,
1189
+ "step": 30000
1190
+ },
1191
+ {
1192
+ "epoch": 1.92,
1193
+ "eval_avg_sts": 0.7379153295754598,
1194
+ "eval_avg_test": 0.7345327453977518,
1195
+ "eval_avg_train_and_dev": 0.7418020175283047,
1196
+ "eval_runtime": 20.9305,
1197
+ "eval_sickrelatedness_spearman": 0.7095180409050843,
1198
+ "eval_sickrelatedness_test_spearman": 0.7035887655223291,
1199
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7155211362349155,
1200
+ "eval_sts12_spearman": 0.6242234464567169,
1201
+ "eval_sts13_spearman": 0.8060611779379976,
1202
+ "eval_sts14_spearman": 0.704822019666627,
1203
+ "eval_sts15_spearman": 0.7862063807761319,
1204
+ "eval_sts16_spearman": 0.770166017643468,
1205
+ "eval_stsbenchmark_spearman": 0.7644102236421939,
1206
+ "eval_stsbenchmark_test_spearman": 0.7466614097809916,
1207
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7680828988216938,
1208
+ "step": 30000
1209
+ },
1210
+ {
1211
+ "epoch": 1.96,
1212
+ "learning_rate": 3.6898007353274935e-06,
1213
+ "loss": 0.0002,
1214
+ "step": 30625
1215
+ },
1216
+ {
1217
+ "epoch": 1.96,
1218
+ "eval_avg_sts": 0.7414417844482861,
1219
+ "eval_avg_test": 0.7377227000737309,
1220
+ "eval_avg_train_and_dev": 0.7426887168127401,
1221
+ "eval_runtime": 20.9682,
1222
+ "eval_sickrelatedness_spearman": 0.7083850749498312,
1223
+ "eval_sickrelatedness_test_spearman": 0.7020411335449008,
1224
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7147828329921959,
1225
+ "eval_sts12_spearman": 0.6398748755196823,
1226
+ "eval_sts13_spearman": 0.8091407530457168,
1227
+ "eval_sts14_spearman": 0.7086523177233283,
1228
+ "eval_sts15_spearman": 0.7887396499382829,
1229
+ "eval_sts16_spearman": 0.7687341048891995,
1230
+ "eval_stsbenchmark_spearman": 0.7665657150719614,
1231
+ "eval_stsbenchmark_test_spearman": 0.7468760658550058,
1232
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7705946006332842,
1233
+ "step": 30625
1234
+ },
1235
+ {
1236
+ "epoch": 2.0,
1237
+ "learning_rate": 3.54795515410104e-06,
1238
+ "loss": 0.0001,
1239
+ "step": 31250
1240
+ },
1241
+ {
1242
+ "epoch": 2.0,
1243
+ "eval_avg_sts": 0.740485017285834,
1244
+ "eval_avg_test": 0.7370491200682708,
1245
+ "eval_avg_train_and_dev": 0.7429999990678977,
1246
+ "eval_runtime": 20.7964,
1247
+ "eval_sickrelatedness_spearman": 0.7097765510038309,
1248
+ "eval_sickrelatedness_test_spearman": 0.7039997719017956,
1249
+ "eval_sickrelatedness_train_and_dev_spearman": 0.715634333306455,
1250
+ "eval_sts12_spearman": 0.6346257316776542,
1251
+ "eval_sts13_spearman": 0.8098227751570725,
1252
+ "eval_sts14_spearman": 0.7070680432539359,
1253
+ "eval_sts15_spearman": 0.7867814254070365,
1254
+ "eval_sts16_spearman": 0.7686156462120806,
1255
+ "eval_stsbenchmark_spearman": 0.766704948289228,
1256
+ "eval_stsbenchmark_test_spearman": 0.7484304468683206,
1257
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7703656648293403,
1258
+ "step": 31250
1259
+ },
1260
+ {
1261
+ "epoch": 2.04,
1262
+ "learning_rate": 3.4063365258045485e-06,
1263
+ "loss": 0.0002,
1264
+ "step": 31875
1265
+ },
1266
+ {
1267
+ "epoch": 2.04,
1268
+ "eval_avg_sts": 0.7410438701692595,
1269
+ "eval_avg_test": 0.7373422938815762,
1270
+ "eval_avg_train_and_dev": 0.7446059296458287,
1271
+ "eval_runtime": 20.9546,
1272
+ "eval_sickrelatedness_spearman": 0.7105618614355229,
1273
+ "eval_sickrelatedness_test_spearman": 0.7049301366548643,
1274
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7162726117635637,
1275
+ "eval_sts12_spearman": 0.6306599951032117,
1276
+ "eval_sts13_spearman": 0.807157187196233,
1277
+ "eval_sts14_spearman": 0.709921780686096,
1278
+ "eval_sts15_spearman": 0.7882494996283947,
1279
+ "eval_sts16_spearman": 0.7718392477227314,
1280
+ "eval_stsbenchmark_spearman": 0.7689175194126273,
1281
+ "eval_stsbenchmark_test_spearman": 0.7486382101795024,
1282
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7729392475280936,
1283
+ "step": 31875
1284
+ },
1285
+ {
1286
+ "epoch": 2.08,
1287
+ "learning_rate": 3.264490944578095e-06,
1288
+ "loss": 0.0002,
1289
+ "step": 32500
1290
+ },
1291
+ {
1292
+ "epoch": 2.08,
1293
+ "eval_avg_sts": 0.7406899068085288,
1294
+ "eval_avg_test": 0.737240537915657,
1295
+ "eval_avg_train_and_dev": 0.7446535659927934,
1296
+ "eval_runtime": 21.252,
1297
+ "eval_sickrelatedness_spearman": 0.7129782951458211,
1298
+ "eval_sickrelatedness_test_spearman": 0.707353500824854,
1299
+ "eval_sickrelatedness_train_and_dev_spearman": 0.718621422755247,
1300
+ "eval_sts12_spearman": 0.631196341321798,
1301
+ "eval_sts13_spearman": 0.8084161729926506,
1302
+ "eval_sts14_spearman": 0.7092196209507754,
1303
+ "eval_sts15_spearman": 0.7846086513351899,
1304
+ "eval_sts16_spearman": 0.7714800805004121,
1305
+ "eval_stsbenchmark_spearman": 0.7669301854130546,
1306
+ "eval_stsbenchmark_test_spearman": 0.748409397483919,
1307
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7706857092303399,
1308
+ "step": 32500
1309
+ },
1310
+ {
1311
+ "epoch": 2.12,
1312
+ "learning_rate": 3.1226453633516414e-06,
1313
+ "loss": 0.0001,
1314
+ "step": 33125
1315
+ },
1316
+ {
1317
+ "epoch": 2.12,
1318
+ "eval_avg_sts": 0.741908611558358,
1319
+ "eval_avg_test": 0.7385184801792626,
1320
+ "eval_avg_train_and_dev": 0.745921273906644,
1321
+ "eval_runtime": 20.8772,
1322
+ "eval_sickrelatedness_spearman": 0.712568145774737,
1323
+ "eval_sickrelatedness_test_spearman": 0.7071536357667555,
1324
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7180482272764128,
1325
+ "eval_sts12_spearman": 0.6276979028419505,
1326
+ "eval_sts13_spearman": 0.8109754368105846,
1327
+ "eval_sts14_spearman": 0.7100445056205082,
1328
+ "eval_sts15_spearman": 0.7892064188117265,
1329
+ "eval_sts16_spearman": 0.7727292323220317,
1330
+ "eval_stsbenchmark_spearman": 0.7701386387269664,
1331
+ "eval_stsbenchmark_test_spearman": 0.751822229081281,
1332
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7737943205368751,
1333
+ "step": 33125
1334
+ },
1335
+ {
1336
+ "epoch": 2.16,
1337
+ "learning_rate": 2.980799782125188e-06,
1338
+ "loss": 0.0002,
1339
+ "step": 33750
1340
+ },
1341
+ {
1342
+ "epoch": 2.16,
1343
+ "eval_avg_sts": 0.7387749148969024,
1344
+ "eval_avg_test": 0.7355275285778003,
1345
+ "eval_avg_train_and_dev": 0.7427705356417595,
1346
+ "eval_runtime": 21.9616,
1347
+ "eval_sickrelatedness_spearman": 0.7116362724362297,
1348
+ "eval_sickrelatedness_test_spearman": 0.7063792375154563,
1349
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7170108350529064,
1350
+ "eval_sts12_spearman": 0.6210675920148566,
1351
+ "eval_sts13_spearman": 0.809613648614316,
1352
+ "eval_sts14_spearman": 0.7068348739830796,
1353
+ "eval_sts15_spearman": 0.786987945092306,
1354
+ "eval_sts16_spearman": 0.7702320756630628,
1355
+ "eval_stsbenchmark_spearman": 0.765051996474467,
1356
+ "eval_stsbenchmark_test_spearman": 0.7475773271615254,
1357
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7685302362306128,
1358
+ "step": 33750
1359
+ },
1360
+ {
1361
+ "epoch": 2.2,
1362
+ "learning_rate": 2.8389542008987334e-06,
1363
+ "loss": 0.0001,
1364
+ "step": 34375
1365
+ },
1366
+ {
1367
+ "epoch": 2.2,
1368
+ "eval_avg_sts": 0.7372500677744379,
1369
+ "eval_avg_test": 0.7342484305550541,
1370
+ "eval_avg_train_and_dev": 0.7427227214188237,
1371
+ "eval_runtime": 21.98,
1372
+ "eval_sickrelatedness_spearman": 0.7124431266877929,
1373
+ "eval_sickrelatedness_test_spearman": 0.7076623305284827,
1374
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7173681019291466,
1375
+ "eval_sts12_spearman": 0.6203661142159484,
1376
+ "eval_sts13_spearman": 0.806796081405754,
1377
+ "eval_sts14_spearman": 0.7047306825878202,
1378
+ "eval_sts15_spearman": 0.7819332414401158,
1379
+ "eval_sts16_spearman": 0.7696611847093084,
1380
+ "eval_stsbenchmark_spearman": 0.764820043374326,
1381
+ "eval_stsbenchmark_test_spearman": 0.7485893789979496,
1382
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7680773409085008,
1383
+ "step": 34375
1384
+ },
1385
+ {
1386
+ "epoch": 2.24,
1387
+ "learning_rate": 2.69710861967228e-06,
1388
+ "loss": 0.0001,
1389
+ "step": 35000
1390
+ },
1391
+ {
1392
+ "epoch": 2.24,
1393
+ "eval_avg_sts": 0.7387507850343802,
1394
+ "eval_avg_test": 0.7355342211965702,
1395
+ "eval_avg_train_and_dev": 0.7445443682185053,
1396
+ "eval_runtime": 22.2171,
1397
+ "eval_sickrelatedness_spearman": 0.7125033872391564,
1398
+ "eval_sickrelatedness_test_spearman": 0.7073772850432812,
1399
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7177230874857234,
1400
+ "eval_sts12_spearman": 0.6247069431706919,
1401
+ "eval_sts13_spearman": 0.8046176559037094,
1402
+ "eval_sts14_spearman": 0.7071478374873903,
1403
+ "eval_sts15_spearman": 0.7836492394816458,
1404
+ "eval_sts16_spearman": 0.7707143442262178,
1405
+ "eval_stsbenchmark_spearman": 0.7679160877318494,
1406
+ "eval_stsbenchmark_test_spearman": 0.7505262430630557,
1407
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7713656489512873,
1408
+ "step": 35000
1409
+ },
1410
+ {
1411
+ "epoch": 2.28,
1412
+ "learning_rate": 2.5554899913757893e-06,
1413
+ "loss": 0.0001,
1414
+ "step": 35625
1415
+ },
1416
+ {
1417
+ "epoch": 2.28,
1418
+ "eval_avg_sts": 0.7377723938824481,
1419
+ "eval_avg_test": 0.7345737983826125,
1420
+ "eval_avg_train_and_dev": 0.7435797752746427,
1421
+ "eval_runtime": 22.0951,
1422
+ "eval_sickrelatedness_spearman": 0.7123552031305164,
1423
+ "eval_sickrelatedness_test_spearman": 0.7072368789839194,
1424
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7175580611123827,
1425
+ "eval_sts12_spearman": 0.6227870968906012,
1426
+ "eval_sts13_spearman": 0.8046259866606313,
1427
+ "eval_sts14_spearman": 0.7045085522245373,
1428
+ "eval_sts15_spearman": 0.7838932428340308,
1429
+ "eval_sts16_spearman": 0.7701283228301814,
1430
+ "eval_stsbenchmark_spearman": 0.7661083526066392,
1431
+ "eval_stsbenchmark_test_spearman": 0.7488365082543857,
1432
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7696014894369028,
1433
+ "step": 35625
1434
+ },
1435
+ {
1436
+ "epoch": 2.32,
1437
+ "learning_rate": 2.4136444101493353e-06,
1438
+ "loss": 0.0,
1439
+ "step": 36250
1440
+ },
1441
+ {
1442
+ "epoch": 2.32,
1443
+ "eval_avg_sts": 0.7386155577954275,
1444
+ "eval_avg_test": 0.7353702532577143,
1445
+ "eval_avg_train_and_dev": 0.7437646103034667,
1446
+ "eval_runtime": 20.9396,
1447
+ "eval_sickrelatedness_spearman": 0.7116453653128161,
1448
+ "eval_sickrelatedness_test_spearman": 0.7065116410259358,
1449
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7168516996463055,
1450
+ "eval_sts12_spearman": 0.6248182960777477,
1451
+ "eval_sts13_spearman": 0.8056761080437632,
1452
+ "eval_sts14_spearman": 0.7057631810447995,
1453
+ "eval_sts15_spearman": 0.7847325098633744,
1454
+ "eval_sts16_spearman": 0.7705122919119067,
1455
+ "eval_stsbenchmark_spearman": 0.7671611523135844,
1456
+ "eval_stsbenchmark_test_spearman": 0.7495777448364731,
1457
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7706775209606281,
1458
+ "step": 36250
1459
+ },
1460
+ {
1461
+ "epoch": 2.36,
1462
+ "learning_rate": 2.2717988289228813e-06,
1463
+ "loss": 0.0001,
1464
+ "step": 36875
1465
+ },
1466
+ {
1467
+ "epoch": 2.36,
1468
+ "eval_avg_sts": 0.740149603021757,
1469
+ "eval_avg_test": 0.7367482300057596,
1470
+ "eval_avg_train_and_dev": 0.7453363908257578,
1471
+ "eval_runtime": 20.671,
1472
+ "eval_sickrelatedness_spearman": 0.7126227371950188,
1473
+ "eval_sickrelatedness_test_spearman": 0.7077303136706309,
1474
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7176363979763565,
1475
+ "eval_sts12_spearman": 0.6274167410561244,
1476
+ "eval_sts13_spearman": 0.8069745763455181,
1477
+ "eval_sts14_spearman": 0.7076654105229765,
1478
+ "eval_sts15_spearman": 0.7863406428310873,
1479
+ "eval_sts16_spearman": 0.7707586061652102,
1480
+ "eval_stsbenchmark_spearman": 0.7692685070363641,
1481
+ "eval_stsbenchmark_test_spearman": 0.7503513194487701,
1482
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7730363836751589,
1483
+ "step": 36875
1484
+ },
1485
+ {
1486
+ "epoch": 2.4,
1487
+ "learning_rate": 2.129953247696428e-06,
1488
+ "loss": 0.0001,
1489
+ "step": 37500
1490
+ },
1491
+ {
1492
+ "epoch": 2.4,
1493
+ "eval_avg_sts": 0.7395131963250486,
1494
+ "eval_avg_test": 0.7361937524639587,
1495
+ "eval_avg_train_and_dev": 0.7453992073695682,
1496
+ "eval_runtime": 20.4199,
1497
+ "eval_sickrelatedness_spearman": 0.7127770844855997,
1498
+ "eval_sickrelatedness_test_spearman": 0.7078060121991877,
1499
+ "eval_sickrelatedness_train_and_dev_spearman": 0.717903112924754,
1500
+ "eval_sts12_spearman": 0.6274978324241501,
1501
+ "eval_sts13_spearman": 0.805585095341077,
1502
+ "eval_sts14_spearman": 0.7071221897597898,
1503
+ "eval_sts15_spearman": 0.7836729881285205,
1504
+ "eval_sts16_spearman": 0.7706690961987493,
1505
+ "eval_stsbenchmark_spearman": 0.7692680879374545,
1506
+ "eval_stsbenchmark_test_spearman": 0.7510030531962361,
1507
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7728953018143825,
1508
+ "step": 37500
1509
+ },
1510
+ {
1511
+ "epoch": 2.44,
1512
+ "learning_rate": 1.9883346193999368e-06,
1513
+ "loss": 0.0002,
1514
+ "step": 38125
1515
+ },
1516
+ {
1517
+ "epoch": 2.44,
1518
+ "eval_avg_sts": 0.7387624644292584,
1519
+ "eval_avg_test": 0.7352227757479233,
1520
+ "eval_avg_train_and_dev": 0.7425307943142997,
1521
+ "eval_runtime": 20.7947,
1522
+ "eval_sickrelatedness_spearman": 0.7102028117293744,
1523
+ "eval_sickrelatedness_test_spearman": 0.7047476872624795,
1524
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7157212183265218,
1525
+ "eval_sts12_spearman": 0.6320284509392846,
1526
+ "eval_sts13_spearman": 0.8033937882675368,
1527
+ "eval_sts14_spearman": 0.7054126300177038,
1528
+ "eval_sts15_spearman": 0.78530200196467,
1529
+ "eval_sts16_spearman": 0.7695255766427133,
1530
+ "eval_stsbenchmark_spearman": 0.7654719914435268,
1531
+ "eval_stsbenchmark_test_spearman": 0.7461492951410754,
1532
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7693403703020776,
1533
+ "step": 38125
1534
+ },
1535
+ {
1536
+ "epoch": 2.48,
1537
+ "learning_rate": 1.846715991103445e-06,
1538
+ "loss": 0.0001,
1539
+ "step": 38750
1540
+ },
1541
+ {
1542
+ "epoch": 2.48,
1543
+ "eval_avg_sts": 0.7374253093552523,
1544
+ "eval_avg_test": 0.7339404463063186,
1545
+ "eval_avg_train_and_dev": 0.7421398368400338,
1546
+ "eval_runtime": 20.4703,
1547
+ "eval_sickrelatedness_spearman": 0.7107438562185104,
1548
+ "eval_sickrelatedness_test_spearman": 0.7052514908771994,
1549
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7163253665937409,
1550
+ "eval_sts12_spearman": 0.6286712483831545,
1551
+ "eval_sts13_spearman": 0.8022301065346743,
1552
+ "eval_sts14_spearman": 0.7048882397124776,
1553
+ "eval_sts15_spearman": 0.7831405592800499,
1554
+ "eval_sts16_spearman": 0.7680903822018597,
1555
+ "eval_stsbenchmark_spearman": 0.7642127731560395,
1556
+ "eval_stsbenchmark_test_spearman": 0.7453110971548148,
1557
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7679543070863266,
1558
+ "step": 38750
1559
+ },
1560
+ {
1561
+ "epoch": 2.52,
1562
+ "learning_rate": 1.7048704098769918e-06,
1563
+ "loss": 0.0,
1564
+ "step": 39375
1565
+ },
1566
+ {
1567
+ "epoch": 2.52,
1568
+ "eval_avg_sts": 0.7368107941649409,
1569
+ "eval_avg_test": 0.7334652203074301,
1570
+ "eval_avg_train_and_dev": 0.741976935359566,
1571
+ "eval_runtime": 20.8182,
1572
+ "eval_sickrelatedness_spearman": 0.7104882673504456,
1573
+ "eval_sickrelatedness_test_spearman": 0.7051023764808654,
1574
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7159384852490909,
1575
+ "eval_sts12_spearman": 0.6268768757514214,
1576
+ "eval_sts13_spearman": 0.8029190740819949,
1577
+ "eval_sts14_spearman": 0.7022475030486164,
1578
+ "eval_sts15_spearman": 0.7826530446059501,
1579
+ "eval_sts16_spearman": 0.7681144502337414,
1580
+ "eval_stsbenchmark_spearman": 0.7643763440824164,
1581
+ "eval_stsbenchmark_test_spearman": 0.7463432179494219,
1582
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7680153854700411,
1583
+ "step": 39375
1584
+ },
1585
+ {
1586
+ "epoch": 2.56,
1587
+ "learning_rate": 1.5630248286505382e-06,
1588
+ "loss": 0.0001,
1589
+ "step": 40000
1590
+ },
1591
+ {
1592
+ "epoch": 2.56,
1593
+ "eval_avg_sts": 0.7381003659828818,
1594
+ "eval_avg_test": 0.7347244014162845,
1595
+ "eval_avg_train_and_dev": 0.7429134210348216,
1596
+ "eval_runtime": 20.3825,
1597
+ "eval_sickrelatedness_spearman": 0.710316206946611,
1598
+ "eval_sickrelatedness_test_spearman": 0.7046947189644344,
1599
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7160195342787384,
1600
+ "eval_sts12_spearman": 0.6302424800213983,
1601
+ "eval_sts13_spearman": 0.803247786425164,
1602
+ "eval_sts14_spearman": 0.7037417379983866,
1603
+ "eval_sts15_spearman": 0.7831307580280404,
1604
+ "eval_sts16_spearman": 0.7698214390074158,
1605
+ "eval_stsbenchmark_spearman": 0.7662021534531573,
1606
+ "eval_stsbenchmark_test_spearman": 0.7481918894691519,
1607
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7698073077909047,
1608
+ "step": 40000
1609
+ },
1610
+ {
1611
+ "epoch": 2.6,
1612
+ "learning_rate": 1.4211792474240842e-06,
1613
+ "loss": 0.0,
1614
+ "step": 40625
1615
+ },
1616
+ {
1617
+ "epoch": 2.6,
1618
+ "eval_avg_sts": 0.7384929628200189,
1619
+ "eval_avg_test": 0.7351061112883038,
1620
+ "eval_avg_train_and_dev": 0.7432958438543483,
1621
+ "eval_runtime": 20.8515,
1622
+ "eval_sickrelatedness_spearman": 0.7108589590676125,
1623
+ "eval_sickrelatedness_test_spearman": 0.7053178143923748,
1624
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7164885700394883,
1625
+ "eval_sts12_spearman": 0.6291888769664764,
1626
+ "eval_sts13_spearman": 0.8041919909911799,
1627
+ "eval_sts14_spearman": 0.7045984873525695,
1628
+ "eval_sts15_spearman": 0.7839088787514867,
1629
+ "eval_sts16_spearman": 0.7702165266681544,
1630
+ "eval_stsbenchmark_spearman": 0.766487019942652,
1631
+ "eval_stsbenchmark_test_spearman": 0.7483202038958853,
1632
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7701031176692084,
1633
+ "step": 40625
1634
+ },
1635
+ {
1636
+ "epoch": 2.64,
1637
+ "learning_rate": 1.2793336661976307e-06,
1638
+ "loss": 0.0002,
1639
+ "step": 41250
1640
+ },
1641
+ {
1642
+ "epoch": 2.64,
1643
+ "eval_avg_sts": 0.7371561236957961,
1644
+ "eval_avg_test": 0.7339566580465452,
1645
+ "eval_avg_train_and_dev": 0.7422583980781617,
1646
+ "eval_runtime": 21.234,
1647
+ "eval_sickrelatedness_spearman": 0.7099911047770248,
1648
+ "eval_sickrelatedness_test_spearman": 0.7044999663247513,
1649
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7155628833300955,
1650
+ "eval_sts12_spearman": 0.6254860905536815,
1651
+ "eval_sts13_spearman": 0.8017523519499081,
1652
+ "eval_sts14_spearman": 0.7028572928547238,
1653
+ "eval_sts15_spearman": 0.7845378195212266,
1654
+ "eval_sts16_spearman": 0.7699394553459527,
1655
+ "eval_stsbenchmark_spearman": 0.7655287508680542,
1656
+ "eval_stsbenchmark_test_spearman": 0.7486236297755721,
1657
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7689539128262279,
1658
+ "step": 41250
1659
+ },
1660
+ {
1661
+ "epoch": 2.68,
1662
+ "learning_rate": 1.1374880849711772e-06,
1663
+ "loss": 0.0001,
1664
+ "step": 41875
1665
+ },
1666
+ {
1667
+ "epoch": 2.68,
1668
+ "eval_avg_sts": 0.7370631114339077,
1669
+ "eval_avg_test": 0.7338136544671776,
1670
+ "eval_avg_train_and_dev": 0.7423301757389922,
1671
+ "eval_runtime": 21.6943,
1672
+ "eval_sickrelatedness_spearman": 0.7102428073706631,
1673
+ "eval_sickrelatedness_test_spearman": 0.7048236058355623,
1674
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7157821202465618,
1675
+ "eval_sts12_spearman": 0.6236458167934951,
1676
+ "eval_sts13_spearman": 0.8023700660147888,
1677
+ "eval_sts14_spearman": 0.703084563331531,
1678
+ "eval_sts15_spearman": 0.7846832363439064,
1679
+ "eval_sts16_spearman": 0.7700794957874387,
1680
+ "eval_stsbenchmark_spearman": 0.7653357943955308,
1681
+ "eval_stsbenchmark_test_spearman": 0.7480087971635208,
1682
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7688782312314226,
1683
+ "step": 41875
1684
+ },
1685
+ {
1686
+ "epoch": 2.72,
1687
+ "learning_rate": 9.956425037447234e-07,
1688
+ "loss": 0.0001,
1689
+ "step": 42500
1690
+ },
1691
+ {
1692
+ "epoch": 2.72,
1693
+ "eval_avg_sts": 0.7382956278861713,
1694
+ "eval_avg_test": 0.734991312963749,
1695
+ "eval_avg_train_and_dev": 0.7428571308285099,
1696
+ "eval_runtime": 21.0897,
1697
+ "eval_sickrelatedness_spearman": 0.7102825098008535,
1698
+ "eval_sickrelatedness_test_spearman": 0.7048535850875951,
1699
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7157899403058504,
1700
+ "eval_sts12_spearman": 0.6265558778138477,
1701
+ "eval_sts13_spearman": 0.8033181918156761,
1702
+ "eval_sts14_spearman": 0.7042972985487412,
1703
+ "eval_sts15_spearman": 0.7861678530544808,
1704
+ "eval_sts16_spearman": 0.7711254897645943,
1705
+ "eval_stsbenchmark_spearman": 0.7663221744050053,
1706
+ "eval_stsbenchmark_test_spearman": 0.7486208946613078,
1707
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7699243213511694,
1708
+ "step": 42500
1709
+ },
1710
+ {
1711
+ "epoch": 2.76,
1712
+ "learning_rate": 8.540238754482321e-07,
1713
+ "loss": 0.0001,
1714
+ "step": 43125
1715
+ },
1716
+ {
1717
+ "epoch": 2.76,
1718
+ "eval_avg_sts": 0.7377715580722582,
1719
+ "eval_avg_test": 0.7345108563336945,
1720
+ "eval_avg_train_and_dev": 0.7427287762752324,
1721
+ "eval_runtime": 22.1235,
1722
+ "eval_sickrelatedness_spearman": 0.7106771021682546,
1723
+ "eval_sickrelatedness_test_spearman": 0.705266686228856,
1724
+ "eval_sickrelatedness_train_and_dev_spearman": 0.716181272162837,
1725
+ "eval_sts12_spearman": 0.6239496815809444,
1726
+ "eval_sts13_spearman": 0.8039159573225746,
1727
+ "eval_sts14_spearman": 0.7040700656997784,
1728
+ "eval_sts15_spearman": 0.7851629218072443,
1729
+ "eval_sts16_spearman": 0.7708450368779131,
1730
+ "eval_stsbenchmark_spearman": 0.7657801410490988,
1731
+ "eval_stsbenchmark_test_spearman": 0.7483656448185506,
1732
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7692762803876276,
1733
+ "step": 43125
1734
+ },
1735
+ {
1736
+ "epoch": 2.8,
1737
+ "learning_rate": 7.121782942217785e-07,
1738
+ "loss": 0.0,
1739
+ "step": 43750
1740
+ },
1741
+ {
1742
+ "epoch": 2.8,
1743
+ "eval_avg_sts": 0.7376141103751033,
1744
+ "eval_avg_test": 0.7344015898023963,
1745
+ "eval_avg_train_and_dev": 0.742544402311891,
1746
+ "eval_runtime": 21.1096,
1747
+ "eval_sickrelatedness_spearman": 0.7104606827644014,
1748
+ "eval_sickrelatedness_test_spearman": 0.7050746381321955,
1749
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7159137410961507,
1750
+ "eval_sts12_spearman": 0.6239536269253912,
1751
+ "eval_sts13_spearman": 0.8036508752187724,
1752
+ "eval_sts14_spearman": 0.7037219130584743,
1753
+ "eval_sts15_spearman": 0.7847939731114079,
1754
+ "eval_sts16_spearman": 0.7709951067177447,
1755
+ "eval_stsbenchmark_spearman": 0.7657225948295306,
1756
+ "eval_stsbenchmark_test_spearman": 0.748620995452788,
1757
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7691750635276314,
1758
+ "step": 43750
1759
+ },
1760
+ {
1761
+ "epoch": 2.84,
1762
+ "learning_rate": 5.703327129953248e-07,
1763
+ "loss": 0.0001,
1764
+ "step": 44375
1765
+ },
1766
+ {
1767
+ "epoch": 2.84,
1768
+ "eval_avg_sts": 0.7375152940520443,
1769
+ "eval_avg_test": 0.7343389041124367,
1770
+ "eval_avg_train_and_dev": 0.7423452174385804,
1771
+ "eval_runtime": 22.0931,
1772
+ "eval_sickrelatedness_spearman": 0.7104542745458605,
1773
+ "eval_sickrelatedness_test_spearman": 0.705098130115833,
1774
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7158819129939784,
1775
+ "eval_sts12_spearman": 0.6246511970226402,
1776
+ "eval_sts13_spearman": 0.8034092134157865,
1777
+ "eval_sts14_spearman": 0.7037963451422589,
1778
+ "eval_sts15_spearman": 0.7839004357252624,
1779
+ "eval_sts16_spearman": 0.7710148359050526,
1780
+ "eval_stsbenchmark_spearman": 0.7653807566074485,
1781
+ "eval_stsbenchmark_test_spearman": 0.7485021714602236,
1782
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7688085218831824,
1783
+ "step": 44375
1784
+ },
1785
+ {
1786
+ "epoch": 2.88,
1787
+ "learning_rate": 4.2848713176887115e-07,
1788
+ "loss": 0.0,
1789
+ "step": 45000
1790
+ },
1791
+ {
1792
+ "epoch": 2.88,
1793
+ "eval_avg_sts": 0.7373122545485458,
1794
+ "eval_avg_test": 0.7341422495112051,
1795
+ "eval_avg_train_and_dev": 0.7421676000848536,
1796
+ "eval_runtime": 21.0333,
1797
+ "eval_sickrelatedness_spearman": 0.7104022241403064,
1798
+ "eval_sickrelatedness_test_spearman": 0.7050898274710157,
1799
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7157835004453044,
1800
+ "eval_sts12_spearman": 0.6238646284703343,
1801
+ "eval_sts13_spearman": 0.8032636806389909,
1802
+ "eval_sts14_spearman": 0.7035512511045346,
1803
+ "eval_sts15_spearman": 0.7839647615882837,
1804
+ "eval_sts16_spearman": 0.7710192044322828,
1805
+ "eval_stsbenchmark_spearman": 0.7651200314650877,
1806
+ "eval_stsbenchmark_test_spearman": 0.7482423928729935,
1807
+ "eval_stsbenchmark_train_and_dev_spearman": 0.768551699724403,
1808
+ "step": 45000
1809
+ },
1810
+ {
1811
+ "epoch": 2.92,
1812
+ "learning_rate": 2.8664155054241755e-07,
1813
+ "loss": 0.0001,
1814
+ "step": 45625
1815
+ },
1816
+ {
1817
+ "epoch": 2.92,
1818
+ "eval_avg_sts": 0.7376021690547506,
1819
+ "eval_avg_test": 0.7344364718587105,
1820
+ "eval_avg_train_and_dev": 0.7420987124013947,
1821
+ "eval_runtime": 20.9052,
1822
+ "eval_sickrelatedness_spearman": 0.7100355064557035,
1823
+ "eval_sickrelatedness_test_spearman": 0.7047251628468761,
1824
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7154114262576732,
1825
+ "eval_sts12_spearman": 0.6245606765009919,
1826
+ "eval_sts13_spearman": 0.8038598745242214,
1827
+ "eval_sts14_spearman": 0.7038508600251897,
1828
+ "eval_sts15_spearman": 0.7847361674768141,
1829
+ "eval_sts16_spearman": 0.770818571348578,
1830
+ "eval_stsbenchmark_spearman": 0.765353527051755,
1831
+ "eval_stsbenchmark_test_spearman": 0.7485039902883023,
1832
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7687859985451162,
1833
+ "step": 45625
1834
+ },
1835
+ {
1836
+ "epoch": 2.96,
1837
+ "learning_rate": 1.447959693159639e-07,
1838
+ "loss": 0.0001,
1839
+ "step": 46250
1840
+ },
1841
+ {
1842
+ "epoch": 2.96,
1843
+ "eval_avg_sts": 0.737426533458678,
1844
+ "eval_avg_test": 0.7342698102173869,
1845
+ "eval_avg_train_and_dev": 0.7419274116141954,
1846
+ "eval_runtime": 20.2997,
1847
+ "eval_sickrelatedness_spearman": 0.7099669691358331,
1848
+ "eval_sickrelatedness_test_spearman": 0.7046739918719009,
1849
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7153334695992425,
1850
+ "eval_sts12_spearman": 0.6238235463591946,
1851
+ "eval_sts13_spearman": 0.8041066380633766,
1852
+ "eval_sts14_spearman": 0.7036262868879434,
1853
+ "eval_sts15_spearman": 0.7846043548200616,
1854
+ "eval_sts16_spearman": 0.770752451815878,
1855
+ "eval_stsbenchmark_spearman": 0.7651054871284582,
1856
+ "eval_stsbenchmark_test_spearman": 0.7483014017033541,
1857
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7685213536291483,
1858
+ "step": 46250
1859
+ },
1860
+ {
1861
+ "epoch": 3.0,
1862
+ "learning_rate": 2.9503880895102356e-09,
1863
+ "loss": 0.0001,
1864
+ "step": 46875
1865
+ },
1866
+ {
1867
+ "epoch": 3.0,
1868
+ "eval_avg_sts": 0.7374977429972559,
1869
+ "eval_avg_test": 0.7343576643139398,
1870
+ "eval_avg_train_and_dev": 0.7419344676757816,
1871
+ "eval_runtime": 20.8011,
1872
+ "eval_sickrelatedness_spearman": 0.7099435140291807,
1873
+ "eval_sickrelatedness_test_spearman": 0.7046738346759807,
1874
+ "eval_sickrelatedness_train_and_dev_spearman": 0.7152876184590635,
1875
+ "eval_sts12_spearman": 0.6240417964491191,
1876
+ "eval_sts13_spearman": 0.8041867824864875,
1877
+ "eval_sts14_spearman": 0.703700075594037,
1878
+ "eval_sts15_spearman": 0.7846174552488144,
1879
+ "eval_sts16_spearman": 0.7708088556462593,
1880
+ "eval_stsbenchmark_spearman": 0.7651857215268932,
1881
+ "eval_stsbenchmark_test_spearman": 0.7484748500968808,
1882
+ "eval_stsbenchmark_train_and_dev_spearman": 0.7685813168924998,
1883
+ "step": 46875
1884
+ },
1885
+ {
1886
+ "epoch": 3.0,
1887
+ "step": 46875,
1888
+ "total_flos": 0.0,
1889
+ "train_loss": 0.00036472132327159247,
1890
+ "train_runtime": 8039.9662,
1891
+ "train_samples_per_second": 373.136,
1892
+ "train_steps_per_second": 5.83
1893
+ }
1894
+ ],
1895
+ "max_steps": 46875,
1896
+ "num_train_epochs": 3,
1897
+ "total_flos": 0.0,
1898
+ "trial_name": null,
1899
+ "trial_params": null
1900
+ }