Hugging Face's logo

elodiesune
/
esm_ft_Aerin_Yang_et_al_2023

Safetensors
esm
Generated from Trainer
Model card Files Community

esm_ft_Aerin_Yang_et_al_2023

This model is a fine-tuned version of facebook/esm2_t6_8M_UR50D on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 55.5735
  • Rmse: 21.3973
  • Mae: 15.1702
  • Spearmanr Corr: 0.8166
  • Spearmanr Corr P Value: 0.0000
  • Pearsonr Corr: 0.8790
  • Pearsonr Corr P Value: 0.0000
  • Spearmanr Corr Of Deltas: 0.8380
  • Spearmanr Corr Of Deltas P Value: 0.0
  • Pearsonr Corr Of Deltas: 0.8785
  • Pearsonr Corr Of Deltas P Value: 0.0
  • Ranking F1 Score: 0.7803
  • Ranking Mcc: 0.6230
  • Rmse Enriched: 8.0359
  • Mae Enriched: 2.2957
  • Spearmanr Corr Enriched: 0.3598
  • Spearmanr Corr Enriched P Value: 0.0000
  • Pearsonr Corr Enriched: 0.0053
  • Pearsonr Corr Enriched P Value: 0.9203
  • Spearmanr Corr Of Deltas Enriched: 0.3327
  • Spearmanr Corr Of Deltas Enriched P Value: 0.0
  • Pearsonr Corr Of Deltas Enriched: 0.0082
  • Pearsonr Corr Of Deltas Enriched P Value: 0.0369
  • Ranking F1 Score Enriched: 0.5801
  • Ranking Mcc Enriched: 0.2402
  • Classification Thresh: 0.2
  • Mcc: 0.8622
  • F1 Score: 0.9356
  • Acc: 0.9313
  • Auc: 0.9622
  • Precision: 0.9307
  • Recall: 0.9314

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 0.001
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: not_parallel
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 200
  • num_epochs: 100
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Rmse Mae Spearmanr Corr Spearmanr Corr P Value Pearsonr Corr Pearsonr Corr P Value Spearmanr Corr Of Deltas Spearmanr Corr Of Deltas P Value Pearsonr Corr Of Deltas Pearsonr Corr Of Deltas P Value Ranking F1 Score Ranking Mcc Rmse Enriched Mae Enriched Spearmanr Corr Enriched Spearmanr Corr Enriched P Value Pearsonr Corr Enriched Pearsonr Corr Enriched P Value Spearmanr Corr Of Deltas Enriched Spearmanr Corr Of Deltas Enriched P Value Pearsonr Corr Of Deltas Enriched Pearsonr Corr Of Deltas Enriched P Value Ranking F1 Score Enriched Ranking Mcc Enriched Classification Thresh Mcc F1 Score Acc Auc Precision Recall
224.0103 1.0 335 100.8115 19.5017 14.8045 0.7907 0.0000 0.7819 0.0000 0.7702 0.0 0.7809 0.0 0.7381 0.5420 5.1786 2.0783 0.3933 0.0000 0.0080 0.8796 0.3608 0.0 0.0104 0.0082 0.6009 0.2662 0.4 0.8052 0.9088 0.9030 0.9493 0.9024 0.9028
95.547 2.0 670 76.5516 20.5294 15.0615 0.7953 0.0000 0.8220 0.0000 0.8144 0.0 0.8212 0.0 0.7609 0.5856 6.8950 2.9921 0.4154 0.0000 0.0033 0.9500 0.3518 0.0 0.0051 0.1986 0.6112 0.2799 0.5 0.8026 0.9098 0.9015 0.9441 0.9033 0.8993
80.5984 3.0 1005 70.0753 19.9252 15.0616 0.7402 0.0000 0.8339 0.0000 0.7752 0.0 0.8332 0.0 0.7302 0.5286 6.4551 3.7018 0.1691 0.0013 0.0079 0.8817 0.1941 0.0 0.0085 0.0308 0.5201 0.1085 0.2 0.6844 0.8237 0.8313 0.9414 0.8457 0.8387
108.1741 4.0 1340 86.0766 21.0765 15.1628 0.7954 0.0000 0.8139 0.0000 0.8096 0.0 0.8132 0.0 0.7437 0.5529 5.8988 1.9061 0.3949 0.0000 0.0022 0.9670 0.3306 0.0 0.0046 0.2477 0.6029 0.2649 0.4 0.7991 0.9081 0.9 0.9491 0.9009 0.8982
79.6387 5.0 1675 177.7269 20.4513 15.5801 0.7818 0.0000 0.6323 0.0000 0.7472 0.0 0.6304 0.0 0.7555 0.5761 16.9622 12.0254 0.4675 0.0000 0.0635 0.2304 0.4224 0.0 0.0612 0.0000 0.6266 0.3156 0.5 0.0 0.0 0.4672 0.9320 0.2336 0.5
69.6553 6.0 2010 59.1365 21.1070 15.1476 0.8116 0.0000 0.8679 0.0000 0.8353 0.0 0.8673 0.0 0.7638 0.5911 7.7048 2.5730 0.4457 0.0000 0.0068 0.8975 0.3675 0.0 0.0071 0.0738 0.6222 0.3085 0.2 0.8501 0.9302 0.9254 0.9539 0.9249 0.9252
72.0561 7.0 2345 57.6269 20.8379 15.1745 0.8040 0.0000 0.8699 0.0000 0.8338 0.0 0.8694 0.0 0.7570 0.5783 7.9188 3.2772 0.4100 0.0000 0.0074 0.8891 0.3498 0.0 0.0073 0.0631 0.6084 0.2853 0.0 0.8226 0.9138 0.9104 0.9555 0.9102 0.9124
73.2246 8.0 2680 62.5203 21.2120 15.1762 0.8134 0.0000 0.8613 0.0000 0.8300 0.0 0.8608 0.0 0.7556 0.5754 7.5722 2.2013 0.4811 0.0000 0.1158 0.0283 0.4053 0.0 0.1183 0.0000 0.6348 0.3390 0.4 0.8470 0.9291 0.9239 0.9554 0.9238 0.9232
66.5502 9.0 3015 66.5384 20.3044 15.0773 0.8090 0.0000 0.8442 0.0000 0.8269 0.0 0.8435 0.0 0.7622 0.5881 7.2770 3.1382 0.4538 0.0000 0.0227 0.6680 0.3815 0.0 0.0242 0.0000 0.6277 0.3228 0.5 0.8200 0.9167 0.9104 0.9536 0.9106 0.9095
76.9662 10.0 3350 65.1644 20.8263 15.2132 0.8044 0.0000 0.8537 0.0000 0.8285 0.0 0.8530 0.0 0.7570 0.5786 8.5394 3.9154 0.4190 0.0000 0.1147 0.0297 0.3661 0.0 0.1159 0.0000 0.6101 0.2923 0.01 0.7908 0.8941 0.8925 0.9521 0.8947 0.8961
69.4271 11.0 3685 63.9898 21.4740 15.2472 0.8117 0.0000 0.8615 0.0000 0.8397 0.0 0.8609 0.0 0.7593 0.5827 8.3251 2.4636 0.4294 0.0000 0.0038 0.9435 0.3708 0.0 0.0048 0.2201 0.6109 0.2924 0.2 0.8381 0.9246 0.9194 0.9574 0.9189 0.9192
61.9077 12.0 4020 63.2704 20.9954 15.0853 0.7966 0.0000 0.8574 0.0000 0.8115 0.0 0.8568 0.0 0.7453 0.5561 6.5692 2.2048 0.3900 0.0000 0.0013 0.9807 0.3375 0.0 0.0047 0.2360 0.5928 0.2618 0.2 0.8384 0.9264 0.9194 0.9533 0.9211 0.9173
75.7209 13.0 4355 75.1969 20.8680 15.1856 0.8156 0.0000 0.8299 0.0000 0.8252 0.0 0.8292 0.0 0.7661 0.5952 9.3473 3.8479 0.4809 0.0000 0.0107 0.8403 0.3821 0.0 0.0085 0.0303 0.6290 0.3251 0.2 0.7899 0.8978 0.8940 0.9554 0.8939 0.8960
60.0703 14.0 4690 71.8442 21.2869 15.1907 0.7907 0.0000 0.8419 0.0000 0.8181 0.0 0.8412 0.0 0.7460 0.5580 7.7203 2.2978 0.3582 0.0000 0.0006 0.9904 0.3063 0.0 0.0026 0.5167 0.5855 0.2451 0.2 0.8260 0.9203 0.9134 0.9504 0.9141 0.9119
57.1283 15.0 5025 66.1475 20.6187 15.2215 0.8060 0.0000 0.8516 0.0000 0.8299 0.0 0.8510 0.0 0.7612 0.5861 8.8640 4.4767 0.4045 0.0000 0.1060 0.0447 0.3700 0.0 0.1072 0.0000 0.5994 0.2699 0.3 0.8399 0.9226 0.9194 0.9580 0.9190 0.9209
68.7772 16.0 5360 55.3751 21.4698 15.3605 0.8080 0.0000 0.8799 0.0000 0.8342 0.0 0.8794 0.0 0.7496 0.5641 7.1778 2.1977 0.4162 0.0000 0.0226 0.6696 0.3501 0.0 0.0256 0.0000 0.6071 0.2795 0.4 0.8442 0.9270 0.9224 0.9577 0.9218 0.9224
64.244 17.0 5695 59.4161 20.8124 15.0616 0.8161 0.0000 0.8652 0.0000 0.8377 0.0 0.8647 0.0 0.7669 0.5968 6.5894 2.0309 0.4225 0.0000 0.0025 0.9627 0.3790 0.0 0.0038 0.3345 0.6105 0.2865 0.2 0.8532 0.9330 0.9269 0.9602 0.9281 0.9251
58.6111 18.0 6030 50.4291 20.8603 15.0851 0.7912 0.0000 0.8858 0.0000 0.8275 0.0 0.8853 0.0 0.7385 0.5433 6.4605 1.9479 0.2849 0.0000 0.0389 0.4623 0.2834 0.0 0.0399 0.0000 0.5563 0.1931 0.4 0.8501 0.9300 0.9254 0.9604 0.9249 0.9252
62.5104 19.0 6365 54.3700 20.5895 15.0961 0.8146 0.0000 0.8748 0.0000 0.8292 0.0 0.8743 0.0 0.7544 0.5732 7.6391 2.5536 0.4540 0.0000 0.0057 0.9149 0.3874 0.0 0.0084 0.0331 0.6207 0.3054 0.2 0.8503 0.9298 0.9254 0.9589 0.9247 0.9256
53.3151 20.0 6700 65.4108 21.4303 15.1844 0.8122 0.0000 0.8576 0.0000 0.8363 0.0 0.8570 0.0 0.7601 0.5839 7.6817 2.0759 0.4253 0.0000 0.0023 0.9661 0.3851 0.0 0.0045 0.2524 0.6095 0.2875 0.2 0.8499 0.9307 0.9254 0.9607 0.9254 0.9246
52.6326 21.0 7035 57.9247 21.3383 15.1738 0.8166 0.0000 0.8729 0.0000 0.8425 0.0 0.8724 0.0 0.7625 0.5885 8.0444 2.3165 0.4459 0.0000 0.0050 0.9250 0.3999 0.0 0.0070 0.0781 0.6232 0.3145 0.2 0.8532 0.9313 0.9269 0.9603 0.9262 0.9270
50.0562 22.0 7370 62.0895 21.2894 15.2472 0.8221 0.0000 0.8641 0.0000 0.8416 0.0 0.8636 0.0 0.7700 0.6026 9.1599 3.1065 0.4554 0.0000 0.0081 0.8781 0.3989 0.0 0.0117 0.0030 0.6195 0.3043 0.2 0.8318 0.9180 0.9149 0.9607 0.9148 0.9170
56.5999 23.0 7705 62.2215 21.1505 15.1814 0.8122 0.0000 0.8623 0.0000 0.8353 0.0 0.8618 0.0 0.7620 0.5878 8.4019 3.0942 0.4443 0.0000 0.0048 0.9284 0.3853 0.0 0.0082 0.0370 0.6164 0.3011 0.2 0.8383 0.9242 0.9194 0.9554 0.9187 0.9196
53.7667 24.0 8040 55.6119 21.4199 15.2341 0.8200 0.0000 0.8806 0.0000 0.8447 0.0 0.8801 0.0 0.7721 0.6064 8.8041 2.7849 0.4185 0.0000 0.0055 0.9178 0.3628 0.0 0.0068 0.0860 0.6060 0.2736 0.2 0.8575 0.9316 0.9284 0.9638 0.9277 0.9297
55.2874 25.0 8375 53.2994 21.4082 15.2728 0.8226 0.0000 0.8843 0.0000 0.8452 0.0 0.8838 0.0 0.7635 0.5902 8.3370 2.6529 0.4833 0.0000 0.0080 0.8800 0.4159 0.0 0.0102 0.0095 0.6346 0.3311 0.2 0.8486 0.9272 0.9239 0.9601 0.9233 0.9253
52.7689 26.0 8710 56.1448 20.4735 15.1217 0.8102 0.0000 0.8700 0.0000 0.8414 0.0 0.8694 0.0 0.7544 0.5731 8.0914 3.1033 0.3771 0.0000 0.0246 0.6429 0.3468 0.0 0.0253 0.0000 0.5911 0.2470 0.4 0.8544 0.9301 0.9269 0.9637 0.9263 0.9281
63.7246 27.0 9045 50.1195 20.9362 15.3379 0.8064 0.0000 0.8868 0.0000 0.8305 0.0 0.8863 0.0 0.7433 0.5522 7.6153 2.7437 0.4014 0.0000 0.0053 0.9210 0.3470 0.0 0.0079 0.0446 0.5963 0.2688 0.4 0.8434 0.9237 0.9209 0.9575 0.9207 0.9227
54.7476 28.0 9380 54.0973 21.3115 15.1791 0.8024 0.0000 0.8816 0.0000 0.8283 0.0 0.8813 0.0 0.7629 0.5901 8.1671 2.4977 0.3366 0.0000 0.0703 0.1838 0.2930 0.0 0.0749 0.0000 0.5758 0.2231 0.4 0.8515 0.9286 0.9254 0.9587 0.9248 0.9267
61.5874 29.0 9715 65.5835 21.4926 15.3861 0.8099 0.0000 0.8584 0.0000 0.8329 0.0 0.8578 0.0 0.7614 0.5865 9.1166 3.1876 0.3801 0.0000 0.0985 0.0622 0.3426 0.0 0.1006 0.0000 0.5929 0.2499 0.4 0.8390 0.9233 0.9194 0.9594 0.9187 0.9203
51.6005 30.0 10050 56.6402 20.7856 15.1619 0.8152 0.0000 0.8713 0.0000 0.8409 0.0 0.8707 0.0 0.7646 0.5927 8.2733 3.1942 0.4333 0.0000 0.0048 0.9279 0.3937 0.0 0.0075 0.0561 0.6093 0.2853 0.4 0.8474 0.9281 0.9239 0.9589 0.9232 0.9242
48.9879 31.0 10385 60.9067 21.2038 15.2413 0.8397 0.0000 0.8648 0.0000 0.8531 0.0 0.8642 0.0 0.7900 0.6394 8.3183 2.7079 0.4896 0.0000 0.0342 0.5183 0.4201 0.0 0.0365 0.0000 0.6372 0.3370 0.4 0.8333 0.9202 0.9164 0.9633 0.9158 0.9175
55.7125 32.0 10720 57.9097 21.4193 15.2791 0.8273 0.0000 0.8741 0.0000 0.8497 0.0 0.8736 0.0 0.7715 0.6052 7.8629 2.3403 0.4635 0.0000 0.0572 0.2798 0.3974 0.0 0.0599 0.0000 0.6247 0.3155 0.4 0.8473 0.9283 0.9239 0.9628 0.9233 0.9240
60.5285 33.0 11055 62.4735 21.3499 15.2429 0.8199 0.0000 0.8639 0.0000 0.8440 0.0 0.8634 0.0 0.7620 0.5875 9.1004 2.9950 0.4508 0.0000 0.0161 0.7614 0.3887 0.0 0.0183 0.0000 0.6166 0.2994 0.4 0.8342 0.9195 0.9164 0.9609 0.9161 0.9181
55.3806 34.0 11390 56.5118 21.1548 15.1196 0.8325 0.0000 0.8740 0.0000 0.8551 0.0 0.8735 0.0 0.7791 0.6194 7.2966 2.1298 0.4622 0.0000 0.0063 0.9048 0.4122 0.0 0.0108 0.0060 0.6271 0.3140 0.4 0.8380 0.9248 0.9194 0.9664 0.9192 0.9188
57.9875 35.0 11725 54.0233 21.2545 15.1622 0.8280 0.0000 0.8805 0.0000 0.8465 0.0 0.8800 0.0 0.7820 0.6250 7.6709 2.1446 0.4595 0.0000 0.0083 0.8749 0.3976 0.0 0.0112 0.0044 0.6215 0.3099 0.01 0.8622 0.9356 0.9313 0.9586 0.9307 0.9314
43.8834 36.0 12060 59.9911 21.5559 15.3585 0.8213 0.0000 0.8720 0.0000 0.8417 0.0 0.8714 0.0 0.7760 0.6139 8.6112 2.6475 0.4539 0.0000 0.0081 0.8787 0.3966 0.0 0.0099 0.0117 0.6199 0.3065 0.2 0.8421 0.9248 0.9209 0.9579 0.9202 0.9219
54.8968 37.0 12395 56.4211 21.2404 15.1435 0.8093 0.0000 0.8752 0.0000 0.8327 0.0 0.8747 0.0 0.7642 0.5922 7.6588 2.2992 0.4005 0.0000 0.0066 0.9009 0.3630 0.0 0.0106 0.0074 0.6031 0.2768 0.2 0.8620 0.9359 0.9313 0.9556 0.9310 0.9310
54.412 38.0 12730 57.2339 20.9691 15.0649 0.7953 0.0000 0.8716 0.0000 0.8251 0.0 0.8711 0.0 0.7487 0.5627 6.5231 1.7568 0.3864 0.0000 0.0008 0.9884 0.3428 0.0 0.0023 0.5639 0.5941 0.2544 0.2 0.8559 0.9337 0.9284 0.9518 0.9286 0.9273
60.8498 39.0 13065 52.4076 21.2492 15.1106 0.8097 0.0000 0.8841 0.0000 0.8395 0.0 0.8837 0.0 0.7617 0.5871 6.5086 1.7126 0.3704 0.0000 0.0035 0.9478 0.3378 0.0 0.0058 0.1442 0.5932 0.2482 0.2 0.8709 0.9404 0.9358 0.9607 0.9358 0.9352
48.3597 40.0 13400 54.8752 21.3058 15.1845 0.8181 0.0000 0.8794 0.0000 0.8427 0.0 0.8789 0.0 0.7641 0.5915 8.1292 2.3713 0.4172 0.0000 0.0053 0.9207 0.3761 0.0 0.0066 0.0943 0.6075 0.2746 0.4 0.8505 0.9294 0.9254 0.9614 0.9247 0.9258
53.7717 41.0 13735 58.1622 21.3681 15.1438 0.7944 0.0000 0.8726 0.0000 0.8227 0.0 0.8721 0.0 0.7543 0.5735 7.6811 2.0589 0.3558 0.0000 0.0085 0.8728 0.3328 0.0 0.0116 0.0032 0.5827 0.2335 0.4 0.8530 0.9318 0.9269 0.9516 0.9268 0.9262
51.1347 42.0 14070 57.8927 21.2590 15.1577 0.8291 0.0000 0.8723 0.0000 0.8473 0.0 0.8718 0.0 0.7792 0.6196 7.9015 2.4843 0.4812 0.0000 0.0188 0.7226 0.4137 0.0 0.0222 0.0000 0.6367 0.3323 0.4 0.8474 0.9281 0.9239 0.9602 0.9232 0.9242
45.1383 43.0 14405 59.8290 21.3138 15.1740 0.8233 0.0000 0.8684 0.0000 0.8433 0.0 0.8680 0.0 0.7673 0.5973 7.4846 2.0562 0.4710 0.0000 0.0054 0.9191 0.4050 0.0 0.0094 0.0171 0.6255 0.3149 0.2 0.8560 0.9331 0.9284 0.9619 0.9280 0.9280
54.4437 44.0 14740 55.3867 21.3368 15.1603 0.8212 0.0000 0.8787 0.0000 0.8435 0.0 0.8782 0.0 0.7724 0.6074 7.9487 2.3050 0.4251 0.0000 0.0052 0.9216 0.3705 0.0 0.0084 0.0335 0.6052 0.2785 0.2 0.8625 0.9352 0.9313 0.9608 0.9306 0.9318
46.0371 45.0 15075 61.9422 21.3452 15.1292 0.8327 0.0000 0.8641 0.0000 0.8512 0.0 0.8635 0.0 0.7761 0.6136 7.5795 2.0567 0.4948 0.0000 0.0086 0.8713 0.4496 0.0 0.0127 0.0013 0.6387 0.3348 0.2 0.8469 0.9295 0.9239 0.9638 0.9240 0.9230
45.723 46.0 15410 54.7004 21.3022 15.2025 0.8226 0.0000 0.8800 0.0000 0.8444 0.0 0.8796 0.0 0.7779 0.6172 7.7464 2.4347 0.4591 0.0000 0.0091 0.8632 0.4005 0.0 0.0130 0.0010 0.6265 0.3150 0.2 0.8621 0.9358 0.9313 0.9588 0.9308 0.9312
48.362 47.0 15745 52.9488 21.0985 15.1012 0.8297 0.0000 0.8815 0.0000 0.8536 0.0 0.8810 0.0 0.7790 0.6190 6.4260 1.9105 0.4534 0.0000 0.0005 0.9922 0.4034 0.0 0.0035 0.3754 0.6235 0.3062 0.4 0.8623 0.9368 0.9313 0.9675 0.9325 0.9298
53.9849 48.0 16080 53.1998 21.3395 15.1990 0.8153 0.0000 0.8832 0.0000 0.8418 0.0 0.8827 0.0 0.7724 0.6071 7.0947 2.0143 0.3917 0.0000 0.0068 0.8972 0.3557 0.0 0.0106 0.0073 0.6019 0.2709 0.2 0.8443 0.9270 0.9224 0.9626 0.9217 0.9226
48.5875 49.0 16415 54.1833 21.3392 15.1277 0.8076 0.0000 0.8813 0.0000 0.8372 0.0 0.8808 0.0 0.7658 0.5948 6.4988 1.5921 0.3855 0.0000 -0.0007 0.9891 0.3548 0.0 0.0031 0.4358 0.5953 0.2564 0.4 0.8500 0.9307 0.9254 0.9592 0.9256 0.9244
54.4781 50.0 16750 54.9035 21.2363 15.1108 0.8199 0.0000 0.8784 0.0000 0.8457 0.0 0.8779 0.0 0.7710 0.6045 6.7205 1.8740 0.4327 0.0000 -0.0011 0.9832 0.3670 0.0 0.0012 0.7681 0.6131 0.2939 0.2 0.8620 0.9366 0.9313 0.9605 0.9319 0.9301
46.4441 51.0 17085 51.6975 21.2116 15.1089 0.8241 0.0000 0.8855 0.0000 0.8515 0.0 0.8850 0.0 0.7733 0.6087 6.6038 1.6621 0.4420 0.0000 0.0012 0.9817 0.3875 0.0 0.0029 0.4639 0.6124 0.2912 0.2 0.8650 0.9379 0.9328 0.9631 0.9332 0.9317
52.9561 52.0 17420 55.3174 21.2995 15.1694 0.8300 0.0000 0.8781 0.0000 0.8499 0.0 0.8776 0.0 0.7799 0.6210 7.8041 2.1723 0.4514 0.0000 0.0056 0.9152 0.4012 0.0 0.0097 0.0143 0.6184 0.3055 0.2 0.8683 0.9382 0.9343 0.9662 0.9337 0.9346
43.4503 53.0 17755 53.4019 21.3574 15.1562 0.8361 0.0000 0.8835 0.0000 0.8521 0.0 0.8830 0.0 0.7926 0.6442 6.3885 1.5308 0.4666 0.0000 0.0000 0.9998 0.4003 0.0 0.0027 0.4890 0.6273 0.3210 0.4 0.8593 0.9355 0.9299 0.9651 0.9311 0.9282
53.99 54.0 18090 57.4518 21.3820 15.1513 0.8124 0.0000 0.8744 0.0000 0.8362 0.0 0.8739 0.0 0.7712 0.6052 7.8466 2.1545 0.3688 0.0000 0.0042 0.9368 0.3206 0.0 0.0078 0.0471 0.5816 0.2366 0.2 0.8560 0.9331 0.9284 0.9628 0.9280 0.9280
46.2877 55.0 18425 59.2798 21.4106 15.1777 0.8342 0.0000 0.8710 0.0000 0.8515 0.0 0.8705 0.0 0.7824 0.6256 8.1904 2.3667 0.4828 0.0000 0.0064 0.9040 0.4131 0.0 0.0087 0.0283 0.6318 0.3304 0.2 0.8502 0.9300 0.9254 0.9644 0.9247 0.9254
43.7411 56.0 18760 55.2774 21.3905 15.1523 0.8287 0.0000 0.8793 0.0000 0.8469 0.0 0.8788 0.0 0.7872 0.6342 7.7173 2.1072 0.4709 0.0000 0.0042 0.9368 0.4150 0.0 0.0072 0.0680 0.6328 0.3270 0.2 0.8561 0.9330 0.9284 0.9607 0.9279 0.9282
51.0225 57.0 19095 56.0989 21.2936 15.1495 0.8248 0.0000 0.8765 0.0000 0.8506 0.0 0.8759 0.0 0.7758 0.6132 7.9607 2.2493 0.4798 0.0000 0.0055 0.9177 0.4288 0.0 0.0087 0.0267 0.6323 0.3281 0.2 0.8622 0.9356 0.9313 0.9600 0.9307 0.9314
38.2293 58.0 19430 87.0866 21.1988 15.2452 0.8091 0.0000 0.8098 0.0000 0.8199 0.0 0.8093 0.0 0.7728 0.6085 11.2443 4.4305 0.4437 0.0000 0.0072 0.8922 0.3890 0.0 0.0119 0.0027 0.6138 0.3032 0.2 0.7863 0.8934 0.8910 0.9507 0.8923 0.8940
44.9381 59.0 19765 54.9032 21.3287 15.1651 0.8460 0.0000 0.8794 0.0000 0.8612 0.0 0.8789 0.0 0.7988 0.6556 7.9361 2.1865 0.5124 0.0000 0.0052 0.9213 0.4574 0.0 0.0082 0.0386 0.6453 0.3585 0.2 0.8652 0.9369 0.9328 0.9647 0.9322 0.9330
44.8122 60.0 20100 55.1868 21.2936 15.2443 0.8282 0.0000 0.8805 0.0000 0.8504 0.0 0.8800 0.0 0.7818 0.6247 8.5772 2.9936 0.4476 0.0000 0.0061 0.9081 0.3908 0.0 0.0083 0.0360 0.6186 0.3065 0.4 0.8569 0.9318 0.9284 0.9631 0.9277 0.9293
46.9528 61.0 20435 55.5735 21.3973 15.1702 0.8166 0.0000 0.8790 0.0000 0.8380 0.0 0.8785 0.0 0.7803 0.6230 8.0359 2.2957 0.3598 0.0000 0.0053 0.9203 0.3327 0.0 0.0082 0.0369 0.5801 0.2402 0.2 0.8622 0.9356 0.9313 0.9622 0.9307 0.9314

Framework versions

  • Transformers 4.41.2
  • Pytorch 2.5.1+cu118
  • Datasets 3.1.0
  • Tokenizers 0.19.1
Downloads last month
21
Safetensors
Model size
7.84M params
Tensor type
F32
·
Inference API
Unable to determine this model's library. Check the docs .

Model tree for elodiesune/esm_ft_Aerin_Yang_et_al_2023

Base model

facebook/esm2_t6_8M_UR50D
Finetuned
(12)
this model

Evaluation results

Metadata error: specify a dataset to view leaderboard