Datasets:
gunnybd01
/
HyperSLora

Dataset card Data Studio Files
xet
Community
1
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/roberta-large
50,775
12,652
[ "dense" ]
38,811,661
128
6011.75
1801.62
0.895511
0.891005
0.895706
0.891305
0.89089
FFD
0
facebook/bart-large
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
20,644,672
64
1138.7
713.49
88.981979
88.463679
89.006061
88.578451
88.388019
FFD
0
RUCAIBox/mvp
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
20,644,672
64
1077.38
822.9
89.163769
88.547398
89.185507
88.655176
88.466034
FFD
1
RUCAIBox/mvp
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
5,161,168
16
3848.23
1831.67
86.405311
85.25923
86.423283
85.675732
85.042377
FFD
2
facebook/bart-large
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
14,155,776
64
962.74
821.25
87.1957
86.358472
87.217146
86.649718
86.144781
ATT
3
RUCAIBox/mvp
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
14,155,776
64
917.07
947.85
86.579197
85.543225
86.621721
85.986882
85.254897
ATT
4
FacebookAI/roberta-large
50,775
12,652
[ "dense", "out_proj" ]
5,781,517
16
3352.2
1595.77
88.610496
88.010097
88.637487
88.08227
87.970213
FFD
5
facebook/bart-large
50,775
12,652
[ "v_proj", "fc2", "out_proj", "fc1", "dense", "q_proj", "k_proj" ]
34,800,448
64
1531.83
1140.58
89.345558
88.851469
89.358725
88.884956
88.844194
FULL
6
RUCAIBox/mvp
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
3,538,944
16
3932.7
1824.09
72.312678
61.882838
69.106998
71.00548
64.318202
ATT
7
Qwen/Qwen3-Reranker-0.6B
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
3,224,576
16
3603.56
1127.2
85.338286
84.367013
85.356742
84.567264
84.211859
ATT
8
RUCAIBox/mvp
50,775
12,652
[ "fc1", "dense", "k_proj", "out_proj", "q_proj", "fc2", "v_proj" ]
34,800,448
64
1368.88
1297.13
89.155865
88.574653
89.181655
88.640107
88.542536
FULL
9
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
49,360
16
5937.68
2374.15
12.962377
7.134463
8.513055
9.419213
10.649117
FFD
10
facebook/bart-large
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
25,805,840
80
1210.29
732.9
89.36927
88.895142
89.386532
89.066865
88.7545
FFD
11
FacebookAI/roberta-large
50,775
12,652
[ "key", "query", "value" ]
3,422,221
16
3314.94
1550.16
87.614606
86.885617
87.641096
87.015455
86.801841
ATT
12
RUCAIBox/mvp
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
25,805,840
80
1100.55
850.03
89.195384
88.689204
89.216895
88.788851
88.613825
FFD
13
facebook/bart-large
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
17,694,720
80
1009.44
834.55
87.424913
86.555011
87.446862
86.83416
86.35747
ATT
14
Qwen/Qwen3-Reranker-0.6B
50,775
12,652
[ "down_proj", "score", "v_proj", "gate_proj", "o_proj", "up_proj", "k_proj", "q_proj" ]
10,105,856
16
3935.11
1366.78
87.472336
86.650551
87.493382
86.761993
86.575441
FULL
15
RUCAIBox/mvp
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
17,694,720
80
945.64
946.96
87.045526
86.061203
87.085738
86.495208
85.789128
ATT
16
RUCAIBox/mvp
50,775
12,652
[ "q_proj", "k_proj", "fc1", "v_proj", "out_proj", "dense", "fc2" ]
8,700,112
16
4012.05
2005.72
86.073348
84.719041
86.062953
85.285046
84.390477
FULL
17
FacebookAI/roberta-large
50,775
12,652
[ "dense", "query", "value", "key", "out_proj" ]
8,140,813
16
3393.93
1718.15
88.721151
88.098927
88.755342
88.239614
88.004167
FULL
18
facebook/bart-large
50,775
12,652
[ "v_proj", "fc2", "out_proj", "fc1", "dense", "q_proj", "k_proj" ]
43,500,560
80
1662.57
1151.3
89.353462
88.804051
89.365785
88.817495
88.820119
FULL
19
Qwen/Qwen3-Reranker-0.6B
50,775
12,652
[ "down_proj", "gate_proj", "o_proj", "score", "up_proj" ]
13,775,872
32
3734.77
1207.88
87.812204
87.132998
87.831092
87.244945
87.063696
FFD
20
RUCAIBox/mvp
50,775
12,652
[ "fc1", "dense", "k_proj", "out_proj", "q_proj", "fc2", "v_proj" ]
43,500,560
80
1436.2
1300.22
89.416693
88.900104
89.437463
88.975631
88.850125
FULL
21
facebook/bart-large
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
30,967,008
96
1255.41
732.03
89.36927
88.88753
89.390493
89.022314
88.785798
FFD
22
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
49,360
16
5937.68
2544.21
12.986089
6.11892
7.44898
11.685803
10.597541
FFD
23
RUCAIBox/mvp
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
10,322,336
32
3914.12
1854.63
86.958584
85.929145
86.986029
86.242847
85.715365
FFD
24
FacebookAI/roberta-large
50,775
12,652
[ "dense", "out_proj" ]
10,500,109
32
3397.2
1610.9
88.966171
88.385471
88.988593
88.442715
88.355835
FFD
25
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
17,301,504
16
7411.15
3657.65
69.143218
57.857893
65.689197
66.286941
60.468979
ATT
26
Qwen/Qwen3-Reranker-0.6B
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
6,435,840
32
3648.55
1114.06
86.270945
85.364712
86.288599
85.453148
85.305926
ATT
27
RUCAIBox/mvp
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
30,967,008
96
1127.91
848.5
89.337654
88.826437
89.359722
88.900593
88.776898
FFD
28
facebook/bart-large
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
21,233,664
96
1054.56
821.11
87.456529
86.599358
87.476759
86.839234
86.438562
ATT
29
RUCAIBox/mvp
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
21,233,664
96
974.24
944.99
87.187796
86.295999
87.232311
86.713043
86.022652
ATT
30
facebook/bart-large
50,775
12,652
[ "v_proj", "fc2", "out_proj", "fc1", "dense", "q_proj", "k_proj" ]
52,200,672
96
1753.33
1145.0
89.61429
89.074646
89.626376
89.083888
89.089248
FULL
31
Qwen/Qwen3-Reranker-0.6B
50,775
12,652
[ "down_proj", "score", "v_proj", "gate_proj", "o_proj", "up_proj", "k_proj", "q_proj" ]
20,198,400
32
4076.55
1380.76
88.159975
87.494509
88.182245
87.591133
87.433881
FULL
32
FacebookAI/roberta-large
50,775
12,652
[ "key", "query", "value" ]
5,781,517
32
3352.96
1564.55
88.057224
87.331628
88.087276
87.430859
87.270939
ATT
33
RUCAIBox/mvp
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
7,077,888
32
3980.29
1841.16
80.730319
77.249517
80.155181
80.858938
76.699902
ATT
34
facebook/bart-large
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
36,128,176
112
1322.45
749.3
89.440405
88.927616
89.455116
89.063909
88.822294
FFD
35
RUCAIBox/mvp
50,775
12,652
[ "fc1", "dense", "k_proj", "out_proj", "q_proj", "fc2", "v_proj" ]
52,200,672
96
1487.45
1295.78
89.566867
89.032183
89.586448
89.103379
88.983294
FULL
36
facebook/bart-large
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
24,772,608
112
1098.11
812.01
87.835915
87.0983
87.864793
87.205071
87.041482
ATT
37
Qwen/Qwen3-Reranker-0.6B
50,775
12,652
[ "down_proj", "gate_proj", "o_proj", "score", "up_proj" ]
20,657,152
48
3831.43
1238.33
88.057224
87.432677
88.073004
87.504366
87.398481
FFD
38
RUCAIBox/mvp
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
36,128,176
112
1160.01
855.3
89.464116
88.955041
89.483912
89.024744
88.908437
FFD
39
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
17,301,504
16
7411.15
3788.82
69.143218
57.857893
65.689197
66.286941
60.468979
ATT
40
FacebookAI/roberta-large
50,775
12,652
[ "dense", "query", "value", "key", "out_proj" ]
15,218,701
32
3476.42
1744.28
89.234904
88.693244
89.269676
88.827335
88.600818
FULL
41
google-t5/t5-large
50,775
12,652
[ "q", "k", "o", "dense", "out_proj", "wi", "v", "wo" ]
17,350,864
16
7388.03
3658.97
73.806513
65.228911
71.502403
73.278881
66.945687
FULL
42
RUCAIBox/mvp
50,775
12,652
[ "q_proj", "k_proj", "fc1", "v_proj", "out_proj", "dense", "fc2" ]
17,400,224
32
4156.91
2038.77
87.369586
86.458433
87.38462
86.734562
86.236632
FULL
43
facebook/bart-large
50,775
12,652
[ "v_proj", "fc2", "out_proj", "fc1", "dense", "q_proj", "k_proj" ]
60,900,784
112
1866.54
1132.08
89.606386
89.119304
89.619619
89.165061
89.100331
FULL
44
Qwen/Qwen3-Reranker-0.6B
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
9,647,104
48
3693.68
1124.76
86.855833
86.004068
86.874047
86.135514
85.913457
ATT
45
facebook/opt-125m
50,775
12,652
[ "fc1", "fc2", "out_proj", "score" ]
1,779,456
16
1396.3
557.95
85.219728
84.008814
85.213244
84.436613
83.727701
FFD
46
RUCAIBox/mvp
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
24,772,608
112
1003.47
951.29
87.401201
86.517776
87.443988
86.861176
86.289411
ATT
47
facebook/opt-125m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
894,720
16
1169.22
542.71
83.030351
81.467437
83.00341
81.814051
81.253807
ATT
48
facebook/bart-large
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
41,289,344
128
1384.33
729.45
89.487828
89.064464
89.504647
89.221402
88.934875
FFD
49
FacebookAI/roberta-large
50,775
12,652
[ "dense", "out_proj" ]
15,218,701
48
3489.18
1645.61
89.053114
88.478767
89.071176
88.532771
88.446989
FFD
50
facebook/opt-125m
50,775
12,652
[ "fc2", "k_proj", "fc1", "out_proj", "q_proj", "score", "v_proj" ]
2,664,192
16
1400.51
641.42
85.338286
84.239863
85.339828
84.433951
84.094721
FULL
51
RUCAIBox/mvp
50,775
12,652
[ "fc1", "dense", "k_proj", "out_proj", "q_proj", "fc2", "v_proj" ]
60,900,784
112
1548.41
1303.91
89.606386
89.08084
89.623994
89.160471
89.02322
FULL
52
facebook/bart-large
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
28,311,552
128
1144.8
802.72
87.820107
86.994529
87.858471
87.051549
86.985452
ATT
53
Qwen/Qwen3-Reranker-0.6B
50,775
12,652
[ "down_proj", "score", "v_proj", "gate_proj", "o_proj", "up_proj", "k_proj", "q_proj" ]
30,290,944
48
4218.33
1416.01
88.523554
87.884346
88.537434
87.969978
87.822485
FULL
54
RUCAIBox/mvp
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
15,483,504
48
3997.16
1891.59
87.891242
87.092395
87.92104
87.308291
86.937904
FFD
55
facebook/opt-125m
50,775
12,652
[ "fc1", "fc2", "out_proj", "score" ]
3,548,928
32
1403.11
554.09
85.907366
84.914115
85.930092
85.133355
84.747813
FFD
56
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
98,720
32
5921.26
2422.48
17.530825
9.919687
11.930363
12.781037
14.416107
FFD
57
RUCAIBox/mvp
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
41,289,344
128
1231.53
855.12
89.590579
89.095757
89.609711
89.143167
89.068384
FFD
58
facebook/opt-125m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
1,779,456
32
1185.15
545.52
83.986721
82.588518
84.001736
82.75956
82.505774
ATT
59
FacebookAI/roberta-large
50,775
12,652
[ "key", "query", "value" ]
8,140,813
48
3386.37
1580.03
88.302245
87.62767
88.330399
87.709908
87.576577
ATT
60
facebook/bart-large
50,775
12,652
[ "v_proj", "fc2", "out_proj", "fc1", "dense", "q_proj", "k_proj" ]
69,600,896
128
1974.07
1129.79
89.693329
89.205372
89.704545
89.288181
89.150289
FULL
61
google-t5/t5-large
50,775
12,652
[ "k", "wo", "q", "v", "dense", "out_proj", "o", "wi" ]
17,350,864
16
7388.03
3797.04
73.806513
65.228911
71.502403
73.278881
66.945687
FULL
62
facebook/opt-125m
50,775
12,652
[ "fc2", "k_proj", "fc1", "out_proj", "q_proj", "score", "v_proj" ]
5,318,400
32
1454.39
645.1
86.263041
85.293072
86.272604
85.409889
85.213904
FULL
63
facebook/opt-350m
50,775
12,652
[ "fc1", "fc2", "out_proj", "project_in", "project_out", "score" ]
19,077,632
64
1066.34
579.26
88.610496
88.052212
88.636013
88.133569
88.001713
FFD
64
RUCAIBox/mvp
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
28,311,552
128
1031.81
947.57
87.590895
86.790667
87.631249
87.053065
86.617912
ATT
65
facebook/bart-large
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
5,161,168
16
3847.07
1697.01
86.642428
85.521985
86.663581
86.047382
85.185128
FFD
66
RUCAIBox/mvp
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
10,616,832
48
4035.68
1864.43
82.809042
80.308366
82.556743
82.074857
79.786148
ATT
67
facebook/opt-125m
50,775
12,652
[ "fc1", "fc2", "out_proj", "score" ]
5,318,400
48
1457.44
564.24
86.3816
85.472948
86.40233
85.61334
85.363621
FFD
68
facebook/opt-350m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
9,443,840
64
761.4
580.98
86.887449
86.161495
86.898577
86.409991
85.970399
ATT
69
facebook/opt-125m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
2,664,192
48
1195.38
550.83
84.721783
83.347507
84.744227
83.519999
83.255623
ATT
70
FacebookAI/roberta-large
50,775
12,652
[ "dense", "query", "value", "key", "out_proj" ]
22,296,589
48
3650.02
1793.83
89.306039
88.776264
89.332901
88.886484
88.7016
FULL
71
RUCAIBox/mvp
50,775
12,652
[ "fc1", "dense", "k_proj", "out_proj", "q_proj", "fc2", "v_proj" ]
69,600,896
128
1616.52
1302.92
89.685425
89.191071
89.700643
89.293141
89.107709
FULL
72
facebook/opt-350m
50,775
12,652
[ "v_proj", "fc2", "out_proj", "score", "project_in", "fc1", "q_proj", "k_proj", "project_out" ]
28,514,816
64
1287.93
843.92
88.570977
88.085834
88.58492
88.243838
87.950688
FULL
73
facebook/opt-125m
50,775
12,652
[ "fc2", "k_proj", "fc1", "out_proj", "q_proj", "score", "v_proj" ]
7,972,608
48
1486.09
654.12
86.705659
85.763733
86.711991
85.92648
85.636383
FULL
74
facebook/bart-large
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
3,538,944
16
3924.29
1692.9
76.517547
67.402966
73.851231
76.983326
69.751461
ATT
75
facebook/opt-350m
50,775
12,652
[ "fc1", "fc2", "out_proj", "project_in", "project_out", "score" ]
23,845,376
80
1104.67
593.07
88.650016
88.173463
88.667656
88.268811
88.101153
FFD
76
RUCAIBox/mvp
50,775
12,652
[ "q_proj", "k_proj", "fc1", "v_proj", "out_proj", "dense", "fc2" ]
26,100,336
48
4286.23
2095.38
88.057224
87.190196
88.080634
87.386606
87.041521
FULL
77
google-t5/t5-large
50,775
12,652
[ "dense", "out_proj" ]
98,720
32
5921.26
2565.6
17.530825
9.919687
11.930363
12.781037
14.416107
FFD
78
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
34,603,008
32
7645.54
3701.29
78.485615
70.282207
76.280707
79.485084
71.401755
ATT
79
facebook/opt-350m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
11,803,136
80
791.48
582.85
87.021815
86.3193
87.033125
86.58954
86.116829
ATT
80
answerdotai/ModernBERT-large
50,775
12,652
[ "Wi", "Wo", "classifier", "dense" ]
5,407,757
16
1903.25
971.49
84.856149
83.637138
84.855247
83.903744
83.42673
FFD
81
FacebookAI/xlm-roberta-large
50,775
12,652
[ "dense", "out_proj" ]
5,781,517
16
4974.64
2091.52
87.978185
87.244059
87.989064
87.564504
87.003537
FFD
82
facebook/opt-350m
50,775
12,652
[ "v_proj", "fc2", "out_proj", "score", "project_in", "fc1", "q_proj", "k_proj", "project_out" ]
35,641,856
80
1404.13
850.15
88.744862
88.326033
88.764837
88.473083
88.206027
FULL
83
facebook/bart-large
50,775
12,652
[ "v_proj", "out_proj", "fc2", "dense", "fc1", "k_proj", "q_proj" ]
8,700,112
16
4019.53
1881.66
86.974391
85.872227
87.006928
86.181176
85.670342
FULL
84
answerdotai/ModernBERT-large
50,775
12,652
[ "Wqkv" ]
1,848,333
16
1853.02
853.26
82.579829
80.850931
82.483509
81.510467
80.432891
ATT
85
facebook/opt-350m
50,775
12,652
[ "fc1", "fc2", "out_proj", "project_in", "project_out", "score" ]
28,613,120
96
1144.12
598.71
88.926652
88.488112
88.951244
88.634328
88.373036
FFD
86
facebook/opt-350m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
14,162,432
96
821.56
581.61
87.314259
86.681578
87.323681
86.987426
86.436896
ATT
87
answerdotai/ModernBERT-large
50,775
12,652
[ "Wo", "Wqkv", "classifier", "Wi", "dense" ]
7,242,765
16
1950.79
1042.46
85.504268
84.270596
85.476869
84.75946
83.906892
FULL
88
FacebookAI/xlm-roberta-large
50,775
12,652
[ "key", "query", "value" ]
3,422,221
16
4948.2
2049.04
87.432817
86.677791
87.45148
86.983244
86.443523
ATT
89
facebook/bart-large
50,775
12,652
[ "dense", "fc1", "fc2", "out_proj" ]
10,322,336
32
3916.67
1712.49
87.535567
86.66324
87.560643
86.904236
86.478866
FFD
90
facebook/opt-350m
50,775
12,652
[ "v_proj", "fc2", "out_proj", "score", "project_in", "fc1", "q_proj", "k_proj", "project_out" ]
42,768,896
96
1469.39
842.59
88.871325
88.403492
88.890102
88.613218
88.22284
FULL
91
answerdotai/ModernBERT-large
50,775
12,652
[ "Wi", "Wo", "classifier", "dense" ]
10,802,189
32
1979.88
983.16
86.310465
85.278241
86.291269
85.645246
84.988958
FFD
92
facebook/opt-350m
50,775
12,652
[ "fc1", "fc2", "out_proj", "project_in", "project_out", "score" ]
33,380,864
112
1210.76
608.05
88.808094
88.327764
88.82681
88.420759
88.25681
FFD
93
google-t5/t5-large
50,775
12,652
[ "k", "o", "q", "v", "wi", "wo" ]
34,603,008
32
7645.54
3872.07
78.485615
70.282207
76.280707
79.485084
71.401755
ATT
94
google-t5/t5-large
50,775
12,652
[ "q", "k", "o", "dense", "out_proj", "wi", "v", "wo" ]
34,701,728
32
7647.32
3723.22
80.927917
74.822656
79.581016
80.931833
75.530527
FULL
95
facebook/opt-350m
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
16,521,728
112
851.64
582.87
87.251028
86.577021
87.258181
86.806515
86.398402
ATT
96
answerdotai/ModernBERT-large
50,775
12,652
[ "Wqkv" ]
3,683,341
32
1894.32
856.89
83.970914
82.509995
83.901605
83.142985
82.092687
ATT
97
facebook/bart-large
50,775
12,652
[ "k_proj", "q_proj", "v_proj" ]
7,077,888
32
3980.28
1704.52
82.295289
79.359372
81.84468
82.864484
78.594244
ATT
98