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rccmsu
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ruadapt_llama2_7b_v0.1

Text Generation
Transformers
PyTorch
Russian
llama
text-generation-inference
Inference Endpoints
Model card Files Community
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@@ -38,288 +38,6 @@ The following hyperparameters were used during training:
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  - lr_scheduler_type: linear
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  - num_epochs: 2.0
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- ### Training results
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-
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- | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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- |:-------------:|:-----:|:------:|:---------------:|:--------:|
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- | 4.9167 | 0.01 | 1000 | 4.8647 | 0.2686 |
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- | 3.9697 | 0.01 | 2000 | 3.9705 | 0.3409 |
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- | 3.6398 | 0.02 | 3000 | 3.6476 | 0.3694 |
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- | 3.468 | 0.03 | 4000 | 3.4784 | 0.3850 |
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- | 3.3567 | 0.04 | 5000 | 3.3733 | 0.3953 |
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- | 3.2828 | 0.04 | 6000 | 3.2999 | 0.4026 |
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- | 3.2235 | 0.05 | 7000 | 3.2453 | 0.4081 |
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- | 3.1898 | 0.06 | 8000 | 3.2028 | 0.4125 |
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- | 3.1552 | 0.07 | 9000 | 3.1683 | 0.4160 |
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- | 3.1068 | 0.07 | 10000 | 3.1397 | 0.4190 |
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- | 3.1019 | 0.08 | 11000 | 3.1152 | 0.4217 |
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- | 3.0849 | 0.09 | 12000 | 3.0942 | 0.4239 |
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- | 3.0561 | 0.09 | 13000 | 3.0761 | 0.4256 |
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- | 3.0429 | 0.1 | 14000 | 3.0595 | 0.4277 |
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- | 3.035 | 0.11 | 15000 | 3.0451 | 0.4293 |
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- | 3.0077 | 0.12 | 16000 | 3.0322 | 0.4306 |
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- | 3.0008 | 0.12 | 17000 | 3.0200 | 0.4320 |
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- | 2.9952 | 0.13 | 18000 | 3.0093 | 0.4330 |
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- | 2.9825 | 0.14 | 19000 | 2.9996 | 0.4341 |
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- | 2.9781 | 0.14 | 20000 | 2.9903 | 0.4351 |
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- | 2.957 | 0.15 | 21000 | 2.9821 | 0.4360 |
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- | 2.9676 | 0.16 | 22000 | 2.9738 | 0.4368 |
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- | 2.9513 | 0.17 | 23000 | 2.9663 | 0.4376 |
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- | 2.9475 | 0.17 | 24000 | 2.9594 | 0.4385 |
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- | 2.9406 | 0.18 | 25000 | 2.9531 | 0.4391 |
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- | 2.9387 | 0.19 | 26000 | 2.9473 | 0.4398 |
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- | 2.9353 | 0.2 | 27000 | 2.9416 | 0.4403 |
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- | 2.9208 | 0.2 | 28000 | 2.9363 | 0.4411 |
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- | 2.9142 | 0.21 | 29000 | 2.9310 | 0.4415 |
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- | 2.9167 | 0.22 | 30000 | 2.9265 | 0.4419 |
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- | 2.9069 | 0.22 | 31000 | 2.9214 | 0.4425 |
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- | 2.9067 | 0.23 | 32000 | 2.9168 | 0.4430 |
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- | 2.8978 | 0.24 | 33000 | 2.9128 | 0.4434 |
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- | 2.8982 | 0.25 | 34000 | 2.9088 | 0.4438 |
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- | 2.8856 | 0.25 | 35000 | 2.9050 | 0.4444 |
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- | 2.8981 | 0.26 | 36000 | 2.9013 | 0.4445 |
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- | 2.8813 | 0.27 | 37000 | 2.8977 | 0.4450 |
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- | 2.8765 | 0.27 | 38000 | 2.8944 | 0.4453 |
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- | 2.879 | 0.28 | 39000 | 2.8910 | 0.4458 |
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- | 2.8738 | 0.29 | 40000 | 2.8878 | 0.4462 |
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- | 2.8671 | 0.3 | 41000 | 2.8851 | 0.4465 |
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- | 2.866 | 0.3 | 42000 | 2.8820 | 0.4468 |
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- | 2.8561 | 0.31 | 43000 | 2.8791 | 0.4473 |
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- | 2.8601 | 0.32 | 44000 | 2.8765 | 0.4477 |
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- | 2.8518 | 0.33 | 45000 | 2.8741 | 0.4479 |
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- | 2.8577 | 0.33 | 46000 | 2.8713 | 0.4483 |
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- | 2.8588 | 0.34 | 47000 | 2.8691 | 0.4484 |
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- | 2.8584 | 0.35 | 48000 | 2.8666 | 0.4487 |
93
- | 2.8527 | 0.35 | 49000 | 2.8646 | 0.4488 |
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- | 2.8425 | 0.36 | 50000 | 2.8624 | 0.4490 |
95
- | 2.8457 | 0.37 | 51000 | 2.8601 | 0.4494 |
96
- | 2.849 | 0.38 | 52000 | 2.8580 | 0.4496 |
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- | 2.8431 | 0.38 | 53000 | 2.8560 | 0.4499 |
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- | 2.8463 | 0.39 | 54000 | 2.8540 | 0.4501 |
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- | 2.8437 | 0.4 | 55000 | 2.8521 | 0.4504 |
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- | 2.845 | 0.41 | 56000 | 2.8505 | 0.4505 |
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- | 2.8218 | 0.41 | 57000 | 2.8486 | 0.4508 |
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- | 2.8366 | 0.42 | 58000 | 2.8470 | 0.4509 |
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- | 2.8339 | 0.43 | 59000 | 2.8453 | 0.4512 |
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- | 2.8338 | 0.43 | 60000 | 2.8437 | 0.4511 |
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- | 2.8237 | 0.44 | 61000 | 2.8420 | 0.4513 |
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- | 2.8334 | 0.45 | 62000 | 2.8405 | 0.4515 |
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- | 2.8229 | 0.46 | 63000 | 2.8388 | 0.4518 |
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- | 2.8214 | 0.46 | 64000 | 2.8373 | 0.4519 |
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- | 2.8245 | 0.47 | 65000 | 2.8356 | 0.4522 |
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- | 2.822 | 0.48 | 66000 | 2.8343 | 0.4524 |
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- | 2.8139 | 0.48 | 67000 | 2.8331 | 0.4526 |
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- | 2.8201 | 0.49 | 68000 | 2.8317 | 0.4526 |
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- | 2.8132 | 0.5 | 69000 | 2.8305 | 0.4527 |
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- | 2.8138 | 0.51 | 70000 | 2.8290 | 0.4530 |
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- | 2.8171 | 0.51 | 71000 | 2.8279 | 0.4530 |
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- | 2.8123 | 0.52 | 72000 | 2.8267 | 0.4532 |
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- | 2.8118 | 0.53 | 73000 | 2.8255 | 0.4534 |
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- | 2.8183 | 0.54 | 74000 | 2.8243 | 0.4536 |
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- | 2.8052 | 0.54 | 75000 | 2.8233 | 0.4536 |
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- | 2.8101 | 0.55 | 76000 | 2.8220 | 0.4538 |
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- | 2.8021 | 0.56 | 77000 | 2.8209 | 0.4540 |
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- | 2.8076 | 0.56 | 78000 | 2.8196 | 0.4540 |
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- | 2.7937 | 0.57 | 79000 | 2.8190 | 0.4542 |
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- | 2.8057 | 0.58 | 80000 | 2.8179 | 0.4541 |
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- | 2.8082 | 0.59 | 81000 | 2.8168 | 0.4545 |
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- | 2.7986 | 0.59 | 82000 | 2.8157 | 0.4546 |
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- | 2.8062 | 0.6 | 83000 | 2.8150 | 0.4545 |
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- | 2.7981 | 0.61 | 84000 | 2.8138 | 0.4546 |
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- | 2.8041 | 0.61 | 85000 | 2.8130 | 0.4546 |
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- | 2.7978 | 0.62 | 86000 | 2.8118 | 0.4549 |
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- | 2.8016 | 0.63 | 87000 | 2.8109 | 0.4549 |
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- | 2.7901 | 0.64 | 88000 | 2.8099 | 0.4551 |
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- | 2.8075 | 0.64 | 89000 | 2.8093 | 0.4553 |
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- | 2.7915 | 0.65 | 90000 | 2.8084 | 0.4552 |
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- | 2.7916 | 0.66 | 91000 | 2.8074 | 0.4555 |
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- | 2.7751 | 0.67 | 92000 | 2.8068 | 0.4554 |
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- | 2.7896 | 0.67 | 93000 | 2.8059 | 0.4556 |
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- | 2.7886 | 0.68 | 94000 | 2.8051 | 0.4557 |
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- | 2.7909 | 0.69 | 95000 | 2.8044 | 0.4557 |
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- | 2.7926 | 0.69 | 96000 | 2.8035 | 0.4558 |
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- | 2.7931 | 0.7 | 97000 | 2.8028 | 0.4560 |
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- | 2.7838 | 0.71 | 98000 | 2.8020 | 0.4562 |
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- | 2.779 | 0.72 | 99000 | 2.8014 | 0.4561 |
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- | 2.7922 | 0.72 | 100000 | 2.8006 | 0.4562 |
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- | 2.7786 | 0.73 | 101000 | 2.7999 | 0.4562 |
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- | 2.7791 | 0.74 | 102000 | 2.7992 | 0.4563 |
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- | 2.7908 | 0.74 | 103000 | 2.7984 | 0.4565 |
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- | 2.7872 | 0.75 | 104000 | 2.7978 | 0.4566 |
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- | 2.7763 | 0.76 | 105000 | 2.7972 | 0.4567 |
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- | 2.7785 | 0.77 | 106000 | 2.7966 | 0.4568 |
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- | 2.7861 | 0.77 | 107000 | 2.7960 | 0.4568 |
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- | 2.784 | 0.78 | 108000 | 2.7953 | 0.4570 |
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- | 2.7804 | 0.79 | 109000 | 2.7944 | 0.4571 |
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- | 2.7828 | 0.8 | 110000 | 2.7940 | 0.4570 |
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- | 2.7761 | 0.8 | 111000 | 2.7933 | 0.4571 |
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- | 2.7797 | 0.81 | 112000 | 2.7928 | 0.4571 |
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- | 2.7792 | 0.82 | 113000 | 2.7922 | 0.4573 |
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- | 2.7819 | 0.82 | 114000 | 2.7915 | 0.4573 |
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- | 2.7837 | 0.83 | 115000 | 2.7910 | 0.4573 |
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- | 2.781 | 0.84 | 116000 | 2.7906 | 0.4575 |
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- | 2.7765 | 0.85 | 117000 | 2.7898 | 0.4577 |
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- | 2.7778 | 0.85 | 118000 | 2.7895 | 0.4575 |
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- | 2.776 | 0.86 | 119000 | 2.7887 | 0.4577 |
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- | 2.7719 | 0.87 | 120000 | 2.7883 | 0.4578 |
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- | 2.7759 | 0.88 | 121000 | 2.7878 | 0.4579 |
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- | 2.7654 | 0.88 | 122000 | 2.7874 | 0.4578 |
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- | 2.7661 | 0.89 | 123000 | 2.7868 | 0.4580 |
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- | 2.7718 | 0.9 | 124000 | 2.7861 | 0.4580 |
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- | 2.7775 | 0.9 | 125000 | 2.7858 | 0.4580 |
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- | 2.7835 | 0.91 | 126000 | 2.7855 | 0.4580 |
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- | 2.768 | 0.92 | 127000 | 2.7848 | 0.4581 |
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- | 2.7701 | 0.93 | 128000 | 2.7843 | 0.4582 |
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- | 2.7682 | 0.93 | 129000 | 2.7838 | 0.4583 |
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- | 2.7595 | 0.94 | 130000 | 2.7834 | 0.4583 |
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- | 2.7627 | 0.95 | 131000 | 2.7831 | 0.4583 |
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- | 2.7716 | 0.95 | 132000 | 2.7827 | 0.4584 |
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- | 2.7719 | 0.96 | 133000 | 2.7821 | 0.4585 |
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- | 2.7723 | 0.97 | 134000 | 2.7816 | 0.4583 |
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- | 2.7736 | 0.98 | 135000 | 2.7812 | 0.4585 |
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- | 2.7646 | 0.98 | 136000 | 2.7809 | 0.4586 |
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- | 2.76 | 0.99 | 137000 | 2.7805 | 0.4586 |
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- | 2.7659 | 1.0 | 138000 | 2.7803 | 0.4586 |
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- | 2.7604 | 1.01 | 139000 | 2.7799 | 0.4587 |
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- | 2.7597 | 1.01 | 140000 | 2.7794 | 0.4587 |
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- | 2.7551 | 1.02 | 141000 | 2.7791 | 0.4588 |
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- | 2.7619 | 1.03 | 142000 | 2.7788 | 0.4588 |
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- | 2.7658 | 1.03 | 143000 | 2.7785 | 0.4589 |
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- | 2.751 | 1.04 | 144000 | 2.7781 | 0.4589 |
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- | 2.7589 | 1.05 | 145000 | 2.7778 | 0.4590 |
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- | 2.7459 | 1.06 | 146000 | 2.7776 | 0.4590 |
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- | 2.7646 | 1.06 | 147000 | 2.7771 | 0.4591 |
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- | 2.7529 | 1.07 | 148000 | 2.7768 | 0.4589 |
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- | 2.7573 | 1.08 | 149000 | 2.7764 | 0.4592 |
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- | 2.754 | 1.08 | 150000 | 2.7762 | 0.4591 |
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- | 2.7553 | 1.09 | 151000 | 2.7759 | 0.4591 |
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- | 2.7485 | 1.1 | 152000 | 2.7755 | 0.4593 |
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- | 2.7558 | 1.11 | 153000 | 2.7752 | 0.4593 |
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- | 2.7563 | 1.11 | 154000 | 2.7748 | 0.4593 |
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- | 2.7557 | 1.12 | 155000 | 2.7747 | 0.4594 |
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- | 2.7593 | 1.13 | 156000 | 2.7744 | 0.4592 |
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- | 2.752 | 1.14 | 157000 | 2.7741 | 0.4593 |
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- | 2.748 | 1.14 | 158000 | 2.7737 | 0.4593 |
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- | 2.7549 | 1.15 | 159000 | 2.7735 | 0.4594 |
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- | 2.7455 | 1.16 | 160000 | 2.7733 | 0.4596 |
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- | 2.7582 | 1.16 | 161000 | 2.7731 | 0.4594 |
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- | 2.7532 | 1.17 | 162000 | 2.7728 | 0.4595 |
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- | 2.7496 | 1.18 | 163000 | 2.7724 | 0.4595 |
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- | 2.75 | 1.19 | 164000 | 2.7721 | 0.4596 |
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- | 2.7517 | 1.19 | 165000 | 2.7718 | 0.4597 |
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- | 2.7522 | 1.2 | 166000 | 2.7716 | 0.4597 |
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- | 2.7514 | 1.21 | 167000 | 2.7713 | 0.4599 |
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- | 2.7515 | 1.22 | 168000 | 2.7711 | 0.4598 |
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- | 2.7493 | 1.22 | 169000 | 2.7708 | 0.4598 |
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- | 2.7491 | 1.23 | 170000 | 2.7705 | 0.4598 |
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- | 2.7552 | 1.24 | 171000 | 2.7704 | 0.4599 |
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- | 2.7536 | 1.24 | 172000 | 2.7700 | 0.4600 |
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- | 2.7485 | 1.25 | 173000 | 2.7697 | 0.4599 |
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- | 2.7455 | 1.26 | 174000 | 2.7697 | 0.4599 |
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- | 2.7516 | 1.27 | 175000 | 2.7694 | 0.4599 |
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- | 2.754 | 1.27 | 176000 | 2.7690 | 0.4600 |
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- | 2.7489 | 1.28 | 177000 | 2.7690 | 0.4598 |
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- | 2.7491 | 1.29 | 178000 | 2.7686 | 0.4601 |
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- | 2.7432 | 1.29 | 179000 | 2.7684 | 0.4600 |
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- | 2.7388 | 1.3 | 180000 | 2.7681 | 0.4602 |
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- | 2.7501 | 1.31 | 181000 | 2.7679 | 0.4602 |
226
- | 2.7526 | 1.32 | 182000 | 2.7675 | 0.4603 |
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- | 2.7478 | 1.32 | 183000 | 2.7674 | 0.4603 |
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- | 2.7491 | 1.33 | 184000 | 2.7670 | 0.4604 |
229
- | 2.7505 | 1.34 | 185000 | 2.7670 | 0.4604 |
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- | 2.7436 | 1.35 | 186000 | 2.7666 | 0.4605 |
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- | 2.7389 | 1.35 | 187000 | 2.7665 | 0.4603 |
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- | 2.7564 | 1.36 | 188000 | 2.7662 | 0.4604 |
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- | 2.7464 | 1.37 | 189000 | 2.7661 | 0.4604 |
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- | 2.7459 | 1.37 | 190000 | 2.7659 | 0.4605 |
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- | 2.7481 | 1.38 | 191000 | 2.7657 | 0.4605 |
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- | 2.7458 | 1.39 | 192000 | 2.7655 | 0.4604 |
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- | 2.7427 | 1.4 | 193000 | 2.7653 | 0.4605 |
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- | 2.741 | 1.4 | 194000 | 2.7651 | 0.4606 |
239
- | 2.7488 | 1.41 | 195000 | 2.7649 | 0.4606 |
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- | 2.7353 | 1.42 | 196000 | 2.7647 | 0.4605 |
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- | 2.7503 | 1.42 | 197000 | 2.7645 | 0.4607 |
242
- | 2.7446 | 1.43 | 198000 | 2.7644 | 0.4607 |
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- | 2.748 | 1.44 | 199000 | 2.7642 | 0.4607 |
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- | 2.7394 | 1.45 | 200000 | 2.7641 | 0.4607 |
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- | 2.7403 | 1.45 | 201000 | 2.7638 | 0.4607 |
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- | 2.7467 | 1.46 | 202000 | 2.7637 | 0.4607 |
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- | 2.7532 | 1.47 | 203000 | 2.7635 | 0.4608 |
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- | 2.7431 | 1.48 | 204000 | 2.7634 | 0.4609 |
249
- | 2.7433 | 1.48 | 205000 | 2.7632 | 0.4608 |
250
- | 2.7436 | 1.49 | 206000 | 2.7630 | 0.4609 |
251
- | 2.747 | 1.5 | 207000 | 2.7628 | 0.4609 |
252
- | 2.7395 | 1.5 | 208000 | 2.7626 | 0.4609 |
253
- | 2.7443 | 1.51 | 209000 | 2.7624 | 0.4609 |
254
- | 2.7395 | 1.52 | 210000 | 2.7623 | 0.4608 |
255
- | 2.7353 | 1.53 | 211000 | 2.7621 | 0.4608 |
256
- | 2.7401 | 1.53 | 212000 | 2.7618 | 0.4610 |
257
- | 2.7371 | 1.54 | 213000 | 2.7617 | 0.4610 |
258
- | 2.7458 | 1.55 | 214000 | 2.7616 | 0.4610 |
259
- | 2.7416 | 1.56 | 215000 | 2.7615 | 0.4611 |
260
- | 2.7434 | 1.56 | 216000 | 2.7614 | 0.4611 |
261
- | 2.7456 | 1.57 | 217000 | 2.7614 | 0.4611 |
262
- | 2.7499 | 1.58 | 218000 | 2.7611 | 0.4611 |
263
- | 2.744 | 1.58 | 219000 | 2.7609 | 0.4611 |
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- | 2.7375 | 1.59 | 220000 | 2.7608 | 0.4611 |
265
- | 2.7428 | 1.6 | 221000 | 2.7606 | 0.4611 |
266
- | 2.7442 | 1.61 | 222000 | 2.7606 | 0.4611 |
267
- | 2.7395 | 1.61 | 223000 | 2.7604 | 0.4612 |
268
- | 2.7445 | 1.62 | 224000 | 2.7602 | 0.4612 |
269
- | 2.7394 | 1.63 | 225000 | 2.7602 | 0.4611 |
270
- | 2.7403 | 1.63 | 226000 | 2.7599 | 0.4612 |
271
- | 2.738 | 1.64 | 227000 | 2.7599 | 0.4612 |
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- | 2.7332 | 1.65 | 228000 | 2.7597 | 0.4613 |
273
- | 2.7388 | 1.66 | 229000 | 2.7596 | 0.4613 |
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- | 2.743 | 1.66 | 230000 | 2.7595 | 0.4613 |
275
- | 2.7368 | 1.67 | 231000 | 2.7593 | 0.4613 |
276
- | 2.7426 | 1.68 | 232000 | 2.7592 | 0.4614 |
277
- | 2.7332 | 1.69 | 233000 | 2.7591 | 0.4614 |
278
- | 2.7413 | 1.69 | 234000 | 2.7590 | 0.4614 |
279
- | 2.735 | 1.7 | 235000 | 2.7589 | 0.4613 |
280
- | 2.7393 | 1.71 | 236000 | 2.7589 | 0.4614 |
281
- | 2.7382 | 1.71 | 237000 | 2.7587 | 0.4615 |
282
- | 2.7403 | 1.72 | 238000 | 2.7587 | 0.4615 |
283
- | 2.7436 | 1.73 | 239000 | 2.7586 | 0.4615 |
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- | 2.7422 | 1.74 | 240000 | 2.7585 | 0.4615 |
285
- | 2.7257 | 1.74 | 241000 | 2.7584 | 0.4614 |
286
- | 2.7351 | 1.75 | 242000 | 2.7583 | 0.4615 |
287
- | 2.7391 | 1.76 | 243000 | 2.7582 | 0.4615 |
288
- | 2.7495 | 1.76 | 244000 | 2.7581 | 0.4615 |
289
- | 2.7399 | 1.77 | 245000 | 2.7580 | 0.4614 |
290
- | 2.7435 | 1.78 | 246000 | 2.7580 | 0.4616 |
291
- | 2.7414 | 1.79 | 247000 | 2.7579 | 0.4615 |
292
- | 2.7478 | 1.79 | 248000 | 2.7578 | 0.4616 |
293
- | 2.7299 | 1.8 | 249000 | 2.7577 | 0.4616 |
294
- | 2.7401 | 1.81 | 250000 | 2.7576 | 0.4616 |
295
- | 2.7395 | 1.82 | 251000 | 2.7575 | 0.4616 |
296
- | 2.7399 | 1.82 | 252000 | 2.7574 | 0.4616 |
297
- | 2.7413 | 1.83 | 253000 | 2.7574 | 0.4616 |
298
- | 2.7294 | 1.84 | 254000 | 2.7573 | 0.4616 |
299
- | 2.7329 | 1.84 | 255000 | 2.7572 | 0.4616 |
300
- | 2.7454 | 1.85 | 256000 | 2.7572 | 0.4617 |
301
- | 2.7343 | 1.86 | 257000 | 2.7571 | 0.4617 |
302
- | 2.7356 | 1.87 | 258000 | 2.7571 | 0.4617 |
303
- | 2.7462 | 1.87 | 259000 | 2.7570 | 0.4617 |
304
- | 2.7375 | 1.88 | 260000 | 2.7569 | 0.4617 |
305
- | 2.7368 | 1.89 | 261000 | 2.7569 | 0.4618 |
306
- | 2.7452 | 1.89 | 262000 | 2.7569 | 0.4617 |
307
- | 2.7394 | 1.9 | 263000 | 2.7568 | 0.4617 |
308
- | 2.7378 | 1.91 | 264000 | 2.7568 | 0.4618 |
309
- | 2.7446 | 1.92 | 265000 | 2.7567 | 0.4618 |
310
- | 2.7436 | 1.92 | 266000 | 2.7567 | 0.4618 |
311
- | 2.7505 | 1.93 | 267000 | 2.7567 | 0.4618 |
312
- | 2.7493 | 1.94 | 268000 | 2.7566 | 0.4618 |
313
- | 2.7391 | 1.95 | 269000 | 2.7566 | 0.4618 |
314
- | 2.7431 | 1.95 | 270000 | 2.7566 | 0.4617 |
315
- | 2.7387 | 1.96 | 271000 | 2.7565 | 0.4618 |
316
- | 2.741 | 1.97 | 272000 | 2.7565 | 0.4618 |
317
- | 2.7343 | 1.97 | 273000 | 2.7565 | 0.4618 |
318
- | 2.7378 | 1.98 | 274000 | 2.7564 | 0.4618 |
319
- | 2.737 | 1.99 | 275000 | 2.7564 | 0.4618 |
320
- | 2.7397 | 2.0 | 276000 | 2.7564 | 0.4618 |
321
-
322
-
323
  ### Framework versions
324
 
325
  - Transformers 4.34.0
 
38
  - lr_scheduler_type: linear
39
  - num_epochs: 2.0
40
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
41
  ### Framework versions
42
 
43
  - Transformers 4.34.0