Model_name
stringclasses 8
values | Train_size
int64 50.8k
50.8k
| Test_size
int64 12.7k
12.7k
| Batch
int64 32
32
| GA
int64 1
1
| Parameters
int64 335M
581M
| Trainable_parameters
int64 5.35M
576M
| Accuracy
float64 88.4
90.5
| Memory
float64 5.08k
9.89k
| Time
float64 1.12k
3.06k
| Type
stringclasses 2
values | Model_name_clean
stringclasses 4
values |
|---|---|---|---|---|---|---|---|---|---|---|---|
FacebookAI/roberta-large
| 50,775
| 12,652
| 32
| 1
| 355,373,069
| 355,373,069
| 90.19
| 6,269.81
| 2,332.59
|
Normal
|
FacebookAI/roberta-large
|
LoraFacebookAI/roberta-large
| 50,775
| 12,652
| 32
| 1
| 412,391,053
| 57,017,984
| 89.37
| 5,078.75
| 1,147.01
|
Lora
|
FacebookAI/roberta-large
|
answerdotai/ModernBERT-large
| 50,775
| 12,652
| 32
| 1
| 395,844,621
| 395,844,621
| 90.47
| 7,452.21
| 2,136.64
|
Normal
|
answerdotai/ModernBERT-large
|
Loraanswerdotai/ModernBERT-large
| 50,775
| 12,652
| 32
| 1
| 453,812,877
| 57,968,256
| 88.5
| 5,495.63
| 1,124.57
|
Lora
|
answerdotai/ModernBERT-large
|
google-bert/bert-large-uncased
| 50,775
| 12,652
| 32
| 1
| 335,155,213
| 335,155,213
| 89.56
| 6,109.66
| 1,957.63
|
Normal
|
google-bert/bert-large-uncased
|
Loragoogle-bert/bert-large-uncased
| 50,775
| 12,652
| 32
| 1
| 392,173,197
| 57,017,984
| 88.39
| 5,079.32
| 1,179.2
|
Lora
|
google-bert/bert-large-uncased
|
google/rembert
| 50,775
| 12,652
| 32
| 1
| 575,935,373
| 575,935,373
| 90.01
| 9,888.52
| 3,061.19
|
Normal
|
google/rembert
|
Loragoogle/rembert
| 50,775
| 12,652
| 32
| 1
| 581,282,805
| 5,347,432
| 89.67
| 6,568.65
| 2,363.43
|
Lora
|
google/rembert
|
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