update model card README.md
Browse files
README.md
CHANGED
|
@@ -2,9 +2,26 @@
|
|
| 2 |
license: apache-2.0
|
| 3 |
tags:
|
| 4 |
- generated_from_trainer
|
|
|
|
|
|
|
|
|
|
|
|
|
| 5 |
model-index:
|
| 6 |
- name: multiberts-seed_0_crows_pairs_classifieronly
|
| 7 |
-
results:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 8 |
---
|
| 9 |
|
| 10 |
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
|
@@ -12,7 +29,14 @@ should probably proofread and complete it, then remove this comment. -->
|
|
| 12 |
|
| 13 |
# multiberts-seed_0_crows_pairs_classifieronly
|
| 14 |
|
| 15 |
-
This model is a fine-tuned version of [google/multiberts-seed_0](https://huggingface.co/google/multiberts-seed_0) on
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 16 |
|
| 17 |
## Model description
|
| 18 |
|
|
@@ -39,6 +63,59 @@ The following hyperparameters were used during training:
|
|
| 39 |
- lr_scheduler_type: linear
|
| 40 |
- num_epochs: 50
|
| 41 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 42 |
### Framework versions
|
| 43 |
|
| 44 |
- Transformers 4.26.1
|
|
|
|
| 2 |
license: apache-2.0
|
| 3 |
tags:
|
| 4 |
- generated_from_trainer
|
| 5 |
+
datasets:
|
| 6 |
+
- crows_pairs
|
| 7 |
+
metrics:
|
| 8 |
+
- accuracy
|
| 9 |
model-index:
|
| 10 |
- name: multiberts-seed_0_crows_pairs_classifieronly
|
| 11 |
+
results:
|
| 12 |
+
- task:
|
| 13 |
+
name: Text Classification
|
| 14 |
+
type: text-classification
|
| 15 |
+
dataset:
|
| 16 |
+
name: crows_pairs
|
| 17 |
+
type: crows_pairs
|
| 18 |
+
config: crows_pairs
|
| 19 |
+
split: test
|
| 20 |
+
args: crows_pairs
|
| 21 |
+
metrics:
|
| 22 |
+
- name: Accuracy
|
| 23 |
+
type: accuracy
|
| 24 |
+
value: 0.5132450331125827
|
| 25 |
---
|
| 26 |
|
| 27 |
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
|
|
|
| 29 |
|
| 30 |
# multiberts-seed_0_crows_pairs_classifieronly
|
| 31 |
|
| 32 |
+
This model is a fine-tuned version of [google/multiberts-seed_0](https://huggingface.co/google/multiberts-seed_0) on the crows_pairs dataset.
|
| 33 |
+
It achieves the following results on the evaluation set:
|
| 34 |
+
- Loss: 0.6940
|
| 35 |
+
- Accuracy: 0.5132
|
| 36 |
+
- Tp: 0.0695
|
| 37 |
+
- Tn: 0.4437
|
| 38 |
+
- Fp: 0.0199
|
| 39 |
+
- Fn: 0.4669
|
| 40 |
|
| 41 |
## Model description
|
| 42 |
|
|
|
|
| 63 |
- lr_scheduler_type: linear
|
| 64 |
- num_epochs: 50
|
| 65 |
|
| 66 |
+
### Training results
|
| 67 |
+
|
| 68 |
+
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Tp | Tn | Fp | Fn |
|
| 69 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:------:|:------:|:------:|
|
| 70 |
+
| 0.7145 | 1.05 | 20 | 0.6927 | 0.5166 | 0.4172 | 0.0993 | 0.3642 | 0.1192 |
|
| 71 |
+
| 0.7091 | 2.11 | 40 | 0.6916 | 0.5166 | 0.4967 | 0.0199 | 0.4437 | 0.0397 |
|
| 72 |
+
| 0.7005 | 3.16 | 60 | 0.6943 | 0.4702 | 0.1854 | 0.2848 | 0.1788 | 0.3510 |
|
| 73 |
+
| 0.7106 | 4.21 | 80 | 0.6976 | 0.4669 | 0.0033 | 0.4636 | 0.0 | 0.5331 |
|
| 74 |
+
| 0.7038 | 5.26 | 100 | 0.6933 | 0.5132 | 0.3411 | 0.1722 | 0.2914 | 0.1954 |
|
| 75 |
+
| 0.7012 | 6.32 | 120 | 0.6974 | 0.4669 | 0.0033 | 0.4636 | 0.0 | 0.5331 |
|
| 76 |
+
| 0.7 | 7.37 | 140 | 0.6918 | 0.5199 | 0.4768 | 0.0430 | 0.4205 | 0.0596 |
|
| 77 |
+
| 0.7082 | 8.42 | 160 | 0.6960 | 0.4702 | 0.0066 | 0.4636 | 0.0 | 0.5298 |
|
| 78 |
+
| 0.699 | 9.47 | 180 | 0.6936 | 0.5199 | 0.2781 | 0.2417 | 0.2219 | 0.2583 |
|
| 79 |
+
| 0.7004 | 10.53 | 200 | 0.7043 | 0.4636 | 0.0 | 0.4636 | 0.0 | 0.5364 |
|
| 80 |
+
| 0.6948 | 11.58 | 220 | 0.6907 | 0.5232 | 0.5199 | 0.0033 | 0.4603 | 0.0166 |
|
| 81 |
+
| 0.7132 | 12.63 | 240 | 0.6979 | 0.4669 | 0.0033 | 0.4636 | 0.0 | 0.5331 |
|
| 82 |
+
| 0.7062 | 13.68 | 260 | 0.6930 | 0.5232 | 0.3444 | 0.1788 | 0.2848 | 0.1921 |
|
| 83 |
+
| 0.6983 | 14.74 | 280 | 0.6966 | 0.4669 | 0.0033 | 0.4636 | 0.0 | 0.5331 |
|
| 84 |
+
| 0.6996 | 15.79 | 300 | 0.6927 | 0.5265 | 0.3742 | 0.1523 | 0.3113 | 0.1623 |
|
| 85 |
+
| 0.7039 | 16.84 | 320 | 0.6972 | 0.4669 | 0.0033 | 0.4636 | 0.0 | 0.5331 |
|
| 86 |
+
| 0.6862 | 17.89 | 340 | 0.6914 | 0.5232 | 0.4967 | 0.0265 | 0.4371 | 0.0397 |
|
| 87 |
+
| 0.6943 | 18.95 | 360 | 0.6947 | 0.4934 | 0.0430 | 0.4503 | 0.0132 | 0.4934 |
|
| 88 |
+
| 0.7063 | 20.0 | 380 | 0.6907 | 0.5232 | 0.5199 | 0.0033 | 0.4603 | 0.0166 |
|
| 89 |
+
| 0.7087 | 21.05 | 400 | 0.6947 | 0.4834 | 0.0331 | 0.4503 | 0.0132 | 0.5033 |
|
| 90 |
+
| 0.7033 | 22.11 | 420 | 0.6945 | 0.4934 | 0.0464 | 0.4470 | 0.0166 | 0.4901 |
|
| 91 |
+
| 0.7025 | 23.16 | 440 | 0.6934 | 0.4967 | 0.2185 | 0.2781 | 0.1854 | 0.3179 |
|
| 92 |
+
| 0.7035 | 24.21 | 460 | 0.6944 | 0.5033 | 0.0563 | 0.4470 | 0.0166 | 0.4801 |
|
| 93 |
+
| 0.6958 | 25.26 | 480 | 0.6941 | 0.5199 | 0.0795 | 0.4404 | 0.0232 | 0.4570 |
|
| 94 |
+
| 0.6955 | 26.32 | 500 | 0.6946 | 0.4868 | 0.0364 | 0.4503 | 0.0132 | 0.5 |
|
| 95 |
+
| 0.7046 | 27.37 | 520 | 0.6932 | 0.5199 | 0.2715 | 0.2483 | 0.2152 | 0.2649 |
|
| 96 |
+
| 0.6955 | 28.42 | 540 | 0.6954 | 0.4702 | 0.0066 | 0.4636 | 0.0 | 0.5298 |
|
| 97 |
+
| 0.7095 | 29.47 | 560 | 0.6961 | 0.4702 | 0.0066 | 0.4636 | 0.0 | 0.5298 |
|
| 98 |
+
| 0.6953 | 30.53 | 580 | 0.6919 | 0.5132 | 0.4371 | 0.0762 | 0.3874 | 0.0993 |
|
| 99 |
+
| 0.7124 | 31.58 | 600 | 0.6946 | 0.4834 | 0.0331 | 0.4503 | 0.0132 | 0.5033 |
|
| 100 |
+
| 0.6929 | 32.63 | 620 | 0.6936 | 0.5265 | 0.1457 | 0.3808 | 0.0828 | 0.3907 |
|
| 101 |
+
| 0.7103 | 33.68 | 640 | 0.6926 | 0.5265 | 0.3477 | 0.1788 | 0.2848 | 0.1887 |
|
| 102 |
+
| 0.6993 | 34.74 | 660 | 0.6937 | 0.5166 | 0.1192 | 0.3974 | 0.0662 | 0.4172 |
|
| 103 |
+
| 0.6975 | 35.79 | 680 | 0.6936 | 0.5199 | 0.1291 | 0.3907 | 0.0728 | 0.4073 |
|
| 104 |
+
| 0.6935 | 36.84 | 700 | 0.6937 | 0.5199 | 0.1026 | 0.4172 | 0.0464 | 0.4338 |
|
| 105 |
+
| 0.7039 | 37.89 | 720 | 0.6925 | 0.5232 | 0.3642 | 0.1589 | 0.3046 | 0.1722 |
|
| 106 |
+
| 0.6999 | 38.95 | 740 | 0.6941 | 0.5099 | 0.0662 | 0.4437 | 0.0199 | 0.4702 |
|
| 107 |
+
| 0.6965 | 40.0 | 760 | 0.6948 | 0.4735 | 0.0166 | 0.4570 | 0.0066 | 0.5199 |
|
| 108 |
+
| 0.7039 | 41.05 | 780 | 0.6944 | 0.4934 | 0.0430 | 0.4503 | 0.0132 | 0.4934 |
|
| 109 |
+
| 0.7026 | 42.11 | 800 | 0.6939 | 0.5199 | 0.0795 | 0.4404 | 0.0232 | 0.4570 |
|
| 110 |
+
| 0.7072 | 43.16 | 820 | 0.6930 | 0.5199 | 0.2781 | 0.2417 | 0.2219 | 0.2583 |
|
| 111 |
+
| 0.7064 | 44.21 | 840 | 0.6930 | 0.5199 | 0.2781 | 0.2417 | 0.2219 | 0.2583 |
|
| 112 |
+
| 0.6982 | 45.26 | 860 | 0.6933 | 0.5199 | 0.2119 | 0.3079 | 0.1556 | 0.3245 |
|
| 113 |
+
| 0.6921 | 46.32 | 880 | 0.6935 | 0.5232 | 0.1490 | 0.3742 | 0.0894 | 0.3874 |
|
| 114 |
+
| 0.6983 | 47.37 | 900 | 0.6939 | 0.5199 | 0.0762 | 0.4437 | 0.0199 | 0.4603 |
|
| 115 |
+
| 0.6938 | 48.42 | 920 | 0.6940 | 0.5132 | 0.0695 | 0.4437 | 0.0199 | 0.4669 |
|
| 116 |
+
| 0.6984 | 49.47 | 940 | 0.6940 | 0.5132 | 0.0695 | 0.4437 | 0.0199 | 0.4669 |
|
| 117 |
+
|
| 118 |
+
|
| 119 |
### Framework versions
|
| 120 |
|
| 121 |
- Transformers 4.26.1
|