Model_name
stringclasses
10 values
Train_size
int64
50.8k
50.8k
Test_size
int64
12.7k
12.7k
lora
listlengths
1
9
Trainable_parameters
int64
49.4k
139M
r
int64
16
128
Memory Allocation
stringlengths
5
7
Training Time
stringlengths
5
7
accuracy
float64
0.9
90
f1_macro
float64
0.89
89.6
f1_weighted
float64
0.9
90
precision
float64
0.89
89.7
recall
float64
0.89
89.5
block
stringclasses
3 values
__index_level_0__
int64
0
229
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "query", "value", "key", "out_proj" ]
8,140,813
16
5015.13
2211.23
88.452419
87.789329
88.465825
88.037002
87.595168
FULL
99
facebook/opt-350m
50,775
12,652
[ "v_proj", "fc2", "out_proj", "score", "project_in", "fc1", "q_proj", "k_proj", "project_out" ]
49,895,936
112
1566.63
855.51
88.839709
88.397261
88.862177
88.549345
88.270315
FULL
100
answerdotai/ModernBERT-large
50,775
12,652
[ "Wo", "Wqkv", "classifier", "Wi", "dense" ]
14,472,205
32
2036.18
1056.92
86.729371
85.745798
86.716547
86.087493
85.483396
FULL
101
facebook/opt-350m
50,775
12,652
[ "fc1", "fc2", "out_proj", "project_in", "project_out", "score" ]
38,148,608
128
1268.01
612.63
88.839709
88.348337
88.854654
88.485727
88.235249
FFD
102
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
148,080
48
5922.15
2389.41
25.758773
16.241154
19.061368
19.524757
21.44417
FFD
103
facebook/opt-350m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
18,881,024
128
881.72
580.11
87.353778
86.697625
87.368191
86.993105
86.459532
ATT
104
facebook/bart-large
50,775
12,652
[ "v_proj", "out_proj", "fc2", "dense", "fc1", "k_proj", "q_proj" ]
17,400,224
32
4142.19
1915.24
87.938666
87.148429
87.956023
87.310164
87.038641
FULL
105
answerdotai/ModernBERT-large
50,775
12,652
[ "Wi", "Wo", "classifier", "dense" ]
16,196,621
48
2093.01
1009.5
86.958584
86.030146
86.944113
86.422966
85.724959
FFD
106
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "out_proj" ]
10,500,109
32
5052.04
2108.62
88.460322
87.760063
88.472785
88.048049
87.529593
FFD
107
facebook/opt-350m
50,775
12,652
[ "v_proj", "fc2", "out_proj", "score", "project_in", "fc1", "q_proj", "k_proj", "project_out" ]
57,022,976
128
1649.96
845.5
89.037306
88.618297
89.044621
88.733269
88.516525
FULL
108
answerdotai/ModernBERT-large
50,775
12,652
[ "Wqkv" ]
5,518,349
48
1913.49
866.06
84.429339
82.943558
84.353234
83.628712
82.507689
ATT
109
google-t5/t5-large
50,775
12,652
[ "k", "wo", "q", "v", "dense", "out_proj", "o", "wi" ]
34,701,728
32
7647.32
3874.22
80.927917
74.822656
79.581016
80.931833
75.530527
FULL
110
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
197,440
64
30.27
557.17
47.328486
40.18282
44.533509
43.730704
42.146611
FFD
111
facebook/bart-large
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
15,483,504
48
4003.68
1743.89
88.120455
87.367177
88.143679
87.535207
87.251016
FFD
112
answerdotai/ModernBERT-large
50,775
12,652
[ "Wo", "Wqkv", "classifier", "Wi", "dense" ]
21,701,645
48
2162.91
1092.38
87.251028
86.316164
87.247488
86.630608
86.070395
FULL
113
FacebookAI/xlm-roberta-large
50,775
12,652
[ "key", "query", "value" ]
5,781,517
32
4988.55
2059.85
87.76478
87.022402
87.781669
87.242292
86.850076
ATT
114
facebook/bart-large
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
10,616,832
48
4036.33
1720.69
83.615239
81.237476
83.307551
83.53951
80.495875
ATT
115
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
51,904,512
48
7935.05
3835.5
81.520708
75.791948
80.188834
82.112906
75.947163
ATT
116
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
69,206,016
64
3121.62
2830.2
87.203604
85.913379
87.164337
86.631359
85.479341
ATT
117
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "query", "value", "key", "out_proj" ]
15,218,701
32
5140.54
2242.36
88.673727
88.01724
88.688586
88.217834
87.860792
FULL
118
facebook/bart-large
50,775
12,652
[ "v_proj", "out_proj", "fc2", "dense", "fc1", "k_proj", "q_proj" ]
26,100,336
48
4321.65
1945.93
88.254821
87.539939
88.277607
87.644091
87.482809
FULL
119
facebook/opt-350m
50,775
12,652
[ "fc1", "fc2", "out_proj", "project_in", "project_out", "score" ]
4,774,400
16
3126.08
1393.55
86.982295
86.113555
86.978867
86.326278
85.952396
FFD
120
google-t5/t5-large
50,775
12,652
[ "wi", "out_proj", "dense", "o", "wo", "v", "q", "k" ]
69,403,456
64
3123.99
2845.62
87.780588
86.53934
87.781797
87.066148
86.194662
FULL
121
google-t5/t5-large
50,775
12,652
[ "q", "k", "o", "dense", "out_proj", "wi", "v", "wo" ]
52,052,592
48
7937.72
3815.73
84.184319
81.028178
83.697014
84.052667
80.529221
FULL
122
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
246,800
80
832.25
557.92
54.93993
46.665235
52.02739
48.093378
48.750631
FFD
123
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
51,904,512
48
7935.05
3972.04
81.520708
75.791948
80.188834
82.112906
75.947163
ATT
124
facebook/opt-350m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
2,365,952
16
3092.76
1345.67
84.476763
83.241347
84.479545
83.543949
83.034418
ATT
125
google-bert/bert-large-uncased
50,775
12,652
[ "classifier", "dense" ]
4,764,685
16
3159.47
1450.15
83.765413
81.25103
83.568907
82.966999
80.619863
FFD
126
facebook/opt-350m
50,775
12,652
[ "score", "v_proj", "project_out", "out_proj", "fc2", "project_in", "fc1", "k_proj", "q_proj" ]
7,133,696
16
3174.05
1526.04
87.385394
86.643805
87.391397
86.871865
86.465381
FULL
127
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
86,507,520
80
3390.21
2863.43
87.424913
86.204285
87.40228
86.887964
85.780294
ATT
128
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
2,372,621
16
3131.17
1419.54
52.450206
42.002487
48.64417
48.316763
45.129365
ATT
129
facebook/opt-350m
50,775
12,652
[ "fc1", "fc2", "out_proj", "project_in", "project_out", "score" ]
9,542,144
32
3203.79
1407.74
87.66203
86.962635
87.66564
87.115211
86.840234
FFD
130
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "out_proj" ]
15,218,701
48
4939.41
7245.23
89.993677
89.627318
90.011673
89.749364
89.535268
FFD
131
google-t5/t5-large
50,775
12,652
[ "k", "wo", "q", "v", "dense", "out_proj", "o", "wi" ]
52,052,592
48
7937.72
3978.62
84.184319
81.028178
83.697014
84.052667
80.529221
FULL
132
google-bert/bert-large-uncased
50,775
12,652
[ "dense", "query", "value", "classifier", "key" ]
7,123,981
16
3213.34
1609.45
84.239646
82.426746
84.066558
84.355129
81.6213
FULL
133
facebook/opt-350m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
4,725,248
32
3133.84
1357.47
85.085362
83.909676
85.086989
84.243369
83.673637
ATT
134
google-t5/t5-large
50,775
12,652
[ "wi", "out_proj", "dense", "o", "wo", "v", "q", "k" ]
86,754,320
80
3393.81
2862.62
88.270629
87.209837
88.275718
87.690452
86.89516
FULL
135
google-bert/bert-large-uncased
50,775
12,652
[ "classifier", "dense" ]
4,764,685
16
3159.47
1507.81
83.765413
81.25103
83.568907
82.966999
80.619863
FFD
136
google-bert/bert-large-uncased
50,775
12,652
[ "classifier", "dense" ]
9,516,045
32
3233.14
1467.72
86.318369
85.437105
86.328233
85.866222
85.125138
FFD
137
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
296,160
96
1068.58
559.7
57.611445
49.260986
54.815216
49.845381
51.312041
FFD
138
facebook/opt-350m
50,775
12,652
[ "score", "v_proj", "project_out", "out_proj", "fc2", "project_in", "fc1", "k_proj", "q_proj" ]
14,260,736
32
3288.96
1539.78
88.033512
87.434669
88.052993
87.616515
87.292832
FULL
139
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
2,372,621
16
3131.17
1464.75
52.450206
42.002487
48.64417
48.316763
45.129365
ATT
140
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
4,731,917
32
3171.58
1410.24
69.981031
60.966675
67.063935
66.702029
63.82242
ATT
141
facebook/opt-350m
50,775
12,652
[ "fc1", "fc2", "out_proj", "project_in", "project_out", "score" ]
14,309,888
48
3266.33
1435.29
88.073032
87.402063
88.077956
87.510959
87.317083
FFD
142
google-bert/bert-large-uncased
50,775
12,652
[ "query", "dense", "value", "key", "classifier" ]
7,123,981
16
3213.34
1623.47
84.239646
82.426746
84.066558
84.355129
81.6213
FULL
143
google-bert/bert-large-uncased
50,775
12,652
[ "dense", "query", "value", "classifier", "key" ]
14,234,637
32
3328.52
1580.93
86.674044
85.846375
86.687416
86.237584
85.558338
FULL
144
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
103,809,024
96
3584.72
2838.84
87.883339
86.746772
87.87427
87.265605
86.432363
ATT
145
facebook/opt-350m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
7,084,544
48
3168.82
1367.91
85.733481
84.710165
85.756599
84.958617
84.528986
ATT
146
google-t5/t5-large
50,775
12,652
[ "wi", "out_proj", "dense", "o", "wo", "v", "q", "k" ]
104,105,184
96
3583.53
2839.19
88.555169
87.505466
88.564374
87.904639
87.250091
FULL
147
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
4,731,917
32
3171.58
1475.81
69.981031
60.966675
67.063935
66.702029
63.82242
ATT
148
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
345,520
112
1314.07
561.61
58.955106
51.012816
56.463712
51.627984
53.000569
FFD
149
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
121,110,528
112
3812.26
2871.14
88.065128
86.955322
88.059995
87.43824
86.64855
ATT
150
google-t5/t5-large
50,775
12,652
[ "wi", "out_proj", "dense", "o", "wo", "v", "q", "k" ]
121,456,048
112
3814.42
2891.86
88.681631
87.761054
88.714612
88.063876
87.560087
FULL
151
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
394,880
128
1491.42
565.97
60.686058
52.569051
58.148768
54.854835
54.683246
FFD
152
FacebookAI/roberta-large
50,775
12,652
[ "dense", "out_proj" ]
19,937,293
64
869.49
612.65
89.598482
89.138581
89.619826
89.253401
89.046995
FFD
153
FacebookAI/roberta-large
50,775
12,652
[ "key", "query", "value" ]
10,500,109
64
672.51
617.08
88.950364
88.354812
88.983897
88.355237
88.387307
ATT
154
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
138,412,032
128
4043.6
2853.12
88.389187
87.330279
88.392121
87.763078
87.053117
ATT
155
FacebookAI/roberta-large
50,775
12,652
[ "dense", "value", "out_proj", "key", "query" ]
29,374,477
64
1082.98
928.19
89.780272
89.373424
89.797766
89.434019
89.330428
FULL
156
FacebookAI/roberta-large
50,775
12,652
[ "dense", "out_proj" ]
24,655,885
80
902.15
605.08
89.638002
89.157525
89.655583
89.234302
89.097536
FFD
157
FacebookAI/roberta-large
50,775
12,652
[ "key", "query", "value" ]
12,859,405
80
687.45
608.42
88.94246
88.385537
88.977368
88.359561
88.440799
ATT
158
FacebookAI/roberta-large
50,775
12,652
[ "dense", "value", "out_proj", "key", "query" ]
36,452,365
80
1131.45
915.09
89.748656
89.34605
89.760225
89.360953
89.345224
FULL
159
google-t5/t5-large
50,775
12,652
[ "wi", "out_proj", "dense", "o", "wo", "v", "q", "k" ]
138,806,912
128
4038.77
2873.52
89.037306
88.276916
89.050665
88.603012
88.031521
FULL
160
FacebookAI/roberta-large
50,775
12,652
[ "dense", "out_proj" ]
29,374,477
96
925.26
603.11
89.566867
89.117014
89.584136
89.196422
89.054466
FFD
161
google-bert/bert-large-uncased
50,775
12,652
[ "classifier", "dense" ]
19,018,765
64
3217.03
611.48
88.357572
87.756658
88.374027
87.913252
87.630763
FFD
162
FacebookAI/roberta-large
50,775
12,652
[ "key", "query", "value" ]
15,218,701
96
702.24
605.7
88.966171
88.387454
89.004597
88.397999
88.411292
ATT
163
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
9,450,509
64
686.39
598.19
83.077774
80.258828
82.571024
83.421203
79.843164
ATT
164
FacebookAI/roberta-large
50,775
12,652
[ "dense", "value", "out_proj", "key", "query" ]
43,530,253
96
1170.75
927.3
89.835599
89.428838
89.849137
89.447255
89.423699
FULL
165
google-bert/bert-large-uncased
50,775
12,652
[ "key", "dense", "query", "classifier", "value" ]
28,455,949
64
1211.01
889.87
88.365476
87.778627
88.395573
87.912787
87.684383
FULL
166
FacebookAI/roberta-large
50,775
12,652
[ "dense", "out_proj" ]
34,093,069
112
927.61
625.82
89.803984
89.367148
89.819931
89.447348
89.302813
FFD
167
google-bert/bert-large-uncased
50,775
12,652
[ "classifier", "dense" ]
23,770,125
80
1019.63
605.11
88.270629
87.682033
88.295875
87.799748
87.600893
FFD
168
FacebookAI/roberta-large
50,775
12,652
[ "key", "query", "value" ]
17,577,997
112
717.19
612.9
88.958267
88.398878
88.994109
88.390774
88.437812
ATT
169
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
11,809,805
80
716.47
607.5
84.611129
82.673456
84.429145
84.203501
82.136338
ATT
170
FacebookAI/roberta-large
50,775
12,652
[ "dense", "value", "out_proj", "key", "query" ]
50,608,141
112
1194.95
928.2
89.883022
89.476314
89.89574
89.512255
89.456813
FULL
171
google-bert/bert-large-uncased
50,775
12,652
[ "key", "dense", "query", "classifier", "value" ]
35,566,605
80
1315.37
905.35
88.47613
87.827662
88.500462
87.952032
87.735903
FULL
172
google-bert/bert-large-uncased
50,775
12,652
[ "classifier", "dense" ]
28,521,485
96
1063.21
613.79
88.397091
87.80303
88.423535
87.901088
87.737012
FFD
173
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
14,169,101
96
746.55
606.69
85.464749
83.984102
85.370665
84.753645
83.533876
ATT
174
FacebookAI/roberta-large
50,775
12,652
[ "key", "query", "value" ]
19,937,293
128
731.46
621.02
89.108441
88.579711
89.140778
88.580074
88.603682
ATT
175
google-bert/bert-large-uncased
50,775
12,652
[ "key", "dense", "query", "classifier", "value" ]
42,677,261
96
1393.72
903.78
88.412899
87.774743
88.43328
87.840703
87.729052
FULL
176
FacebookAI/roberta-large
50,775
12,652
[ "dense", "value", "out_proj", "key", "query" ]
57,686,029
128
1250.26
932.86
89.89883
89.534963
89.911048
89.576317
89.508516
FULL
177
google-bert/bert-large-uncased
50,775
12,652
[ "classifier", "dense" ]
33,272,845
112
1130.38
623.67
88.594689
87.996508
88.622455
88.099891
87.925617
FFD
178
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "out_proj" ]
19,937,293
64
862.11
622.86
89.519444
89.04604
89.539206
89.197037
88.931225
FFD
179
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
16,528,397
112
776.63
609.06
86.041733
84.907077
86.022132
85.507096
84.508794
ATT
180
FacebookAI/xlm-roberta-large
50,775
12,652
[ "key", "query", "value" ]
10,500,109
64
666.02
625.48
88.879229
88.286848
88.898421
88.487074
88.128891
ATT
181
google-bert/bert-large-uncased
50,775
12,652
[ "key", "dense", "query", "classifier", "value" ]
49,787,917
112
1490.19
913.22
88.468226
87.894766
88.484188
88.000885
87.81057
FULL
182
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "value", "out_proj", "key", "query" ]
29,374,477
64
1076.86
949.89
89.574771
89.139952
89.58964
89.302113
89.006636
FULL
183
google-bert/bert-large-uncased
50,775
12,652
[ "classifier", "dense" ]
38,024,205
128
1188.62
626.64
88.721151
88.122461
88.749407
88.242394
88.043566
FFD
184
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "out_proj" ]
24,655,885
80
901.77
625.17
89.527347
89.050337
89.543804
89.16994
88.954743
FFD
185
google-bert/bert-large-uncased
50,775
12,652
[ "key", "query", "value" ]
18,887,693
128
806.71
609.72
85.978501
84.774427
85.970087
85.239725
84.455831
ATT
186
FacebookAI/xlm-roberta-large
50,775
12,652
[ "key", "query", "value" ]
12,859,405
80
682.59
621.65
88.926652
88.365082
88.94773
88.556265
88.226647
ATT
187
google-bert/bert-large-uncased
50,775
12,652
[ "key", "dense", "query", "classifier", "value" ]
56,898,573
128
1574.87
909.24
88.65792
88.063188
88.683748
88.154209
87.999212
FULL
188
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "value", "out_proj", "key", "query" ]
36,452,365
80
1128.45
936.73
89.685425
89.260193
89.70282
89.401579
89.144042
FULL
189
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "out_proj" ]
29,374,477
96
920.64
625.68
89.606386
89.138516
89.61854
89.256906
89.044728
FFD
190
FacebookAI/xlm-roberta-large
50,775
12,652
[ "key", "query", "value" ]
15,218,701
96
664.95
721.35
89.053114
88.517432
89.072953
88.659482
88.405976
ATT
191
facebook/opt-125m
50,775
12,652
[ "fc1", "fc2", "out_proj", "score" ]
7,087,872
64
384.74
320.07
87.527664
86.845678
87.538006
86.931032
86.778982
FFD
192
facebook/opt-125m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
3,548,928
64
290.68
333.33
85.749289
84.665048
85.764273
84.903549
84.509341
ATT
193
facebook/opt-125m
50,775
12,652
[ "v_proj", "fc2", "out_proj", "score", "fc1", "q_proj", "k_proj" ]
10,626,816
64
489.85
465.16
87.883339
87.142917
87.906289
87.228488
87.088154
FULL
194
facebook/opt-125m
50,775
12,652
[ "fc1", "fc2", "out_proj", "score" ]
8,857,344
80
406.83
316.24
87.488144
86.809179
87.503429
86.919983
86.729475
FFD
195
facebook/opt-125m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
4,433,664
80
302.19
325.0
86.112868
85.04471
86.120032
85.215072
84.937169
ATT
196
facebook/opt-125m
50,775
12,652
[ "v_proj", "fc2", "out_proj", "score", "fc1", "q_proj", "k_proj" ]
13,281,024
80
523.45
458.31
88.073032
87.443645
88.086179
87.493881
87.410943
FULL
197
facebook/opt-125m
50,775
12,652
[ "fc1", "fc2", "out_proj", "score" ]
10,626,816
96
431.41
313.43
87.748972
87.069258
87.759058
87.184197
86.981261
FFD
198