Efficient Few-Shot Learning Without Prompts
Paper
•
2209.11055
•
Published
•
4
This is a SetFit model that can be used for Text Classification. This SetFit model uses klue/roberta-base as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
| Label | Examples |
|---|---|
| 30 |
|
| 23 |
|
| 67 |
|
| 76 |
|
| 12 |
|
| 1 |
|
| 56 |
|
| 77 |
|
| 44 |
|
| 43 |
|
| 75 |
|
| 71 |
|
| 18 |
|
| 84 |
|
| 14 |
|
| 26 |
|
| 9 |
|
| 50 |
|
| 97 |
|
| 58 |
|
| 61 |
|
| 94 |
|
| 79 |
|
| 13 |
|
| 53 |
|
| 24 |
|
| 62 |
|
| 45 |
|
| 81 |
|
| 6 |
|
| 33 |
|
| 57 |
|
| 54 |
|
| 7 |
|
| 59 |
|
| 99 |
|
| 69 |
|
| 29 |
|
| 83 |
|
| 66 |
|
| 87 |
|
| 5 |
|
| 95 |
|
| 64 |
|
| 86 |
|
| 42 |
|
| 21 |
|
| 98 |
|
| 17 |
|
| 96 |
|
| 91 |
|
| 32 |
|
| 72 |
|
| 73 |
|
| 28 |
|
| 11 |
|
| 82 |
|
| 63 |
|
| 49 |
|
| 34 |
|
| 80 |
|
| 78 |
|
| 51 |
|
| 60 |
|
| 90 |
|
| 36 |
|
| 4 |
|
| 22 |
|
| 41 |
|
| 68 |
|
| 85 |
|
| 15 |
|
| 55 |
|
| 89 |
|
| 10 |
|
| 88 |
|
| 39 |
|
| 40 |
|
| 2 |
|
| 37 |
|
| 8 |
|
| 70 |
|
| 19 |
|
| 74 |
|
| 0 |
|
| 65 |
|
| 93 |
|
| 48 |
|
| 46 |
|
| 52 |
|
| 38 |
|
| 3 |
|
| 35 |
|
| 31 |
|
| 47 |
|
| 92 |
|
| 20 |
|
| 27 |
|
| 16 |
|
| 25 |
|
| Label | Accuracy |
|---|---|
| all | 0.835 |
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("mini1013/master_item_bt_test_org")
# Run inference
preds = model("일리윤 프레쉬 모이스춰 바디워시 500ml 6개/무배 바디케어 바디워시 바디클렌저")
| Training set | Min | Median | Max |
|---|---|---|---|
| Word count | 3 | 15.699 | 165 |
| Label | Training Sample Count |
|---|---|
| 0 | 50 |
| 1 | 50 |
| 2 | 50 |
| 3 | 50 |
| 4 | 50 |
| 5 | 50 |
| 6 | 50 |
| 7 | 50 |
| 8 | 50 |
| 9 | 50 |
| 10 | 50 |
| 11 | 50 |
| 12 | 50 |
| 13 | 50 |
| 14 | 50 |
| 15 | 50 |
| 16 | 50 |
| 17 | 50 |
| 18 | 50 |
| 19 | 50 |
| 20 | 50 |
| 21 | 50 |
| 22 | 50 |
| 23 | 50 |
| 24 | 50 |
| 25 | 50 |
| 26 | 50 |
| 27 | 50 |
| 28 | 50 |
| 29 | 50 |
| 30 | 50 |
| 31 | 50 |
| 32 | 50 |
| 33 | 50 |
| 34 | 50 |
| 35 | 50 |
| 36 | 50 |
| 37 | 50 |
| 38 | 50 |
| 39 | 50 |
| 40 | 50 |
| 41 | 50 |
| 42 | 50 |
| 43 | 50 |
| 44 | 50 |
| 45 | 50 |
| 46 | 50 |
| 47 | 50 |
| 48 | 50 |
| 49 | 50 |
| 50 | 50 |
| 51 | 50 |
| 52 | 50 |
| 53 | 50 |
| 54 | 50 |
| 55 | 50 |
| 56 | 50 |
| 57 | 50 |
| 58 | 50 |
| 59 | 50 |
| 60 | 50 |
| 61 | 50 |
| 62 | 50 |
| 63 | 50 |
| 64 | 50 |
| 65 | 50 |
| 66 | 50 |
| 67 | 50 |
| 68 | 50 |
| 69 | 50 |
| 70 | 50 |
| 71 | 50 |
| 72 | 50 |
| 73 | 50 |
| 74 | 50 |
| 75 | 50 |
| 76 | 50 |
| 77 | 50 |
| 78 | 50 |
| 79 | 50 |
| 80 | 50 |
| 81 | 50 |
| 82 | 50 |
| 83 | 50 |
| 84 | 50 |
| 85 | 50 |
| 86 | 50 |
| 87 | 50 |
| 88 | 50 |
| 89 | 50 |
| 90 | 50 |
| 91 | 50 |
| 92 | 50 |
| 93 | 50 |
| 94 | 50 |
| 95 | 50 |
| 96 | 50 |
| 97 | 50 |
| 98 | 50 |
| 99 | 50 |
| Epoch | Step | Training Loss | Validation Loss |
|---|---|---|---|
| 0.0004 | 1 | 0.4752 | - |
| 0.0213 | 50 | 0.3961 | - |
| 0.0427 | 100 | 0.4011 | - |
| 0.0640 | 150 | 0.3747 | - |
| 0.0853 | 200 | 0.3511 | - |
| 0.1067 | 250 | 0.3206 | - |
| 0.1280 | 300 | 0.2945 | - |
| 0.1493 | 350 | 0.2751 | - |
| 0.1706 | 400 | 0.2609 | - |
| 0.1920 | 450 | 0.2486 | - |
| 0.2133 | 500 | 0.231 | - |
| 0.2346 | 550 | 0.207 | - |
| 0.2560 | 600 | 0.1875 | - |
| 0.2773 | 650 | 0.1697 | - |
| 0.2986 | 700 | 0.1493 | - |
| 0.3200 | 750 | 0.1302 | - |
| 0.3413 | 800 | 0.12 | - |
| 0.3626 | 850 | 0.1103 | - |
| 0.3840 | 900 | 0.1089 | - |
| 0.4053 | 950 | 0.0974 | - |
| 0.4266 | 1000 | 0.0907 | - |
| 0.4480 | 1050 | 0.0866 | - |
| 0.4693 | 1100 | 0.0818 | - |
| 0.4906 | 1150 | 0.0787 | - |
| 0.5119 | 1200 | 0.0736 | - |
| 0.5333 | 1250 | 0.0724 | - |
| 0.5546 | 1300 | 0.069 | - |
| 0.5759 | 1350 | 0.0645 | - |
| 0.5973 | 1400 | 0.0617 | - |
| 0.6186 | 1450 | 0.0577 | - |
| 0.6399 | 1500 | 0.0527 | - |
| 0.6613 | 1550 | 0.0511 | - |
| 0.6826 | 1600 | 0.0489 | - |
| 0.7039 | 1650 | 0.05 | - |
| 0.7253 | 1700 | 0.0464 | - |
| 0.7466 | 1750 | 0.0438 | - |
| 0.7679 | 1800 | 0.0457 | - |
| 0.7892 | 1850 | 0.0393 | - |
| 0.8106 | 1900 | 0.0391 | - |
| 0.8319 | 1950 | 0.0383 | - |
| 0.8532 | 2000 | 0.0368 | - |
| 0.8746 | 2050 | 0.0366 | - |
| 0.8959 | 2100 | 0.031 | - |
| 0.9172 | 2150 | 0.0354 | - |
| 0.9386 | 2200 | 0.0318 | - |
| 0.9599 | 2250 | 0.0319 | - |
| 0.9812 | 2300 | 0.0319 | - |
| 1.0026 | 2350 | 0.0302 | - |
| 1.0239 | 2400 | 0.0284 | - |
| 1.0452 | 2450 | 0.028 | - |
| 1.0666 | 2500 | 0.03 | - |
| 1.0879 | 2550 | 0.0262 | - |
| 1.1092 | 2600 | 0.0241 | - |
| 1.1305 | 2650 | 0.027 | - |
| 1.1519 | 2700 | 0.0245 | - |
| 1.1732 | 2750 | 0.0221 | - |
| 1.1945 | 2800 | 0.0267 | - |
| 1.2159 | 2850 | 0.0207 | - |
| 1.2372 | 2900 | 0.0236 | - |
| 1.2585 | 2950 | 0.0227 | - |
| 1.2799 | 3000 | 0.0187 | - |
| 1.3012 | 3050 | 0.0237 | - |
| 1.3225 | 3100 | 0.0202 | - |
| 1.3439 | 3150 | 0.0217 | - |
| 1.3652 | 3200 | 0.0187 | - |
| 1.3865 | 3250 | 0.0203 | - |
| 1.4078 | 3300 | 0.0185 | - |
| 1.4292 | 3350 | 0.0209 | - |
| 1.4505 | 3400 | 0.0188 | - |
| 1.4718 | 3450 | 0.0194 | - |
| 1.4932 | 3500 | 0.0173 | - |
| 1.5145 | 3550 | 0.0192 | - |
| 1.5358 | 3600 | 0.0165 | - |
| 1.5572 | 3650 | 0.0174 | - |
| 1.5785 | 3700 | 0.0168 | - |
| 1.5998 | 3750 | 0.0171 | - |
| 1.6212 | 3800 | 0.0188 | - |
| 1.6425 | 3850 | 0.0157 | - |
| 1.6638 | 3900 | 0.018 | - |
| 1.6852 | 3950 | 0.0166 | - |
| 1.7065 | 4000 | 0.0145 | - |
| 1.7278 | 4050 | 0.0157 | - |
| 1.7491 | 4100 | 0.0162 | - |
| 1.7705 | 4150 | 0.0169 | - |
| 1.7918 | 4200 | 0.0175 | - |
| 1.8131 | 4250 | 0.0156 | - |
| 1.8345 | 4300 | 0.0161 | - |
| 1.8558 | 4350 | 0.0134 | - |
| 1.8771 | 4400 | 0.0133 | - |
| 1.8985 | 4450 | 0.012 | - |
| 1.9198 | 4500 | 0.0137 | - |
| 1.9411 | 4550 | 0.0125 | - |
| 1.9625 | 4600 | 0.0145 | - |
| 1.9838 | 4650 | 0.0135 | - |
| 2.0051 | 4700 | 0.0141 | - |
| 2.0265 | 4750 | 0.0135 | - |
| 2.0478 | 4800 | 0.0123 | - |
| 2.0691 | 4850 | 0.0145 | - |
| 2.0904 | 4900 | 0.0138 | - |
| 2.1118 | 4950 | 0.0117 | - |
| 2.1331 | 5000 | 0.0124 | - |
| 2.1544 | 5050 | 0.0118 | - |
| 2.1758 | 5100 | 0.0107 | - |
| 2.1971 | 5150 | 0.0101 | - |
| 2.2184 | 5200 | 0.0106 | - |
| 2.2398 | 5250 | 0.0114 | - |
| 2.2611 | 5300 | 0.0093 | - |
| 2.2824 | 5350 | 0.0099 | - |
| 2.3038 | 5400 | 0.0108 | - |
| 2.3251 | 5450 | 0.0105 | - |
| 2.3464 | 5500 | 0.0092 | - |
| 2.3677 | 5550 | 0.0098 | - |
| 2.3891 | 5600 | 0.0098 | - |
| 2.4104 | 5650 | 0.0083 | - |
| 2.4317 | 5700 | 0.0108 | - |
| 2.4531 | 5750 | 0.0099 | - |
| 2.4744 | 5800 | 0.0097 | - |
| 2.4957 | 5850 | 0.0089 | - |
| 2.5171 | 5900 | 0.008 | - |
| 2.5384 | 5950 | 0.0097 | - |
| 2.5597 | 6000 | 0.0092 | - |
| 2.5811 | 6050 | 0.0079 | - |
| 2.6024 | 6100 | 0.0105 | - |
| 2.6237 | 6150 | 0.0093 | - |
| 2.6451 | 6200 | 0.0082 | - |
| 2.6664 | 6250 | 0.0084 | - |
| 2.6877 | 6300 | 0.009 | - |
| 2.7090 | 6350 | 0.0094 | - |
| 2.7304 | 6400 | 0.0074 | - |
| 2.7517 | 6450 | 0.0076 | - |
| 2.7730 | 6500 | 0.0087 | - |
| 2.7944 | 6550 | 0.0071 | - |
| 2.8157 | 6600 | 0.0077 | - |
| 2.8370 | 6650 | 0.0064 | - |
| 2.8584 | 6700 | 0.0064 | - |
| 2.8797 | 6750 | 0.0071 | - |
| 2.9010 | 6800 | 0.0084 | - |
| 2.9224 | 6850 | 0.0068 | - |
| 2.9437 | 6900 | 0.0068 | - |
| 2.9650 | 6950 | 0.0068 | - |
| 2.9863 | 7000 | 0.0069 | - |
| 3.0077 | 7050 | 0.0059 | - |
| 3.0290 | 7100 | 0.0062 | - |
| 3.0503 | 7150 | 0.0066 | - |
| 3.0717 | 7200 | 0.0048 | - |
| 3.0930 | 7250 | 0.0062 | - |
| 3.1143 | 7300 | 0.006 | - |
| 3.1357 | 7350 | 0.0053 | - |
| 3.1570 | 7400 | 0.0054 | - |
| 3.1783 | 7450 | 0.0059 | - |
| 3.1997 | 7500 | 0.0051 | - |
| 3.2210 | 7550 | 0.0048 | - |
| 3.2423 | 7600 | 0.004 | - |
| 3.2637 | 7650 | 0.0066 | - |
| 3.2850 | 7700 | 0.0061 | - |
| 3.3063 | 7750 | 0.0055 | - |
| 3.3276 | 7800 | 0.0045 | - |
| 3.3490 | 7850 | 0.0046 | - |
| 3.3703 | 7900 | 0.0045 | - |
| 3.3916 | 7950 | 0.0047 | - |
| 3.4130 | 8000 | 0.0042 | - |
| 3.4343 | 8050 | 0.0054 | - |
| 3.4556 | 8100 | 0.005 | - |
| 3.4770 | 8150 | 0.0062 | - |
| 3.4983 | 8200 | 0.0059 | - |
| 3.5196 | 8250 | 0.0056 | - |
| 3.5410 | 8300 | 0.0069 | - |
| 3.5623 | 8350 | 0.0059 | - |
| 3.5836 | 8400 | 0.006 | - |
| 3.6049 | 8450 | 0.0057 | - |
| 3.6263 | 8500 | 0.0059 | - |
| 3.6476 | 8550 | 0.0063 | - |
| 3.6689 | 8600 | 0.0044 | - |
| 3.6903 | 8650 | 0.0063 | - |
| 3.7116 | 8700 | 0.0045 | - |
| 3.7329 | 8750 | 0.0049 | - |
| 3.7543 | 8800 | 0.0045 | - |
| 3.7756 | 8850 | 0.0041 | - |
| 3.7969 | 8900 | 0.0057 | - |
| 3.8183 | 8950 | 0.0039 | - |
| 3.8396 | 9000 | 0.0054 | - |
| 3.8609 | 9050 | 0.0038 | - |
| 3.8823 | 9100 | 0.005 | - |
| 3.9036 | 9150 | 0.0035 | - |
| 3.9249 | 9200 | 0.0043 | - |
| 3.9462 | 9250 | 0.0039 | - |
| 3.9676 | 9300 | 0.0038 | - |
| 3.9889 | 9350 | 0.0039 | - |
| 4.0102 | 9400 | 0.0039 | - |
| 4.0316 | 9450 | 0.0049 | - |
| 4.0529 | 9500 | 0.0052 | - |
| 4.0742 | 9550 | 0.0042 | - |
| 4.0956 | 9600 | 0.0046 | - |
| 4.1169 | 9650 | 0.0039 | - |
| 4.1382 | 9700 | 0.0036 | - |
| 4.1596 | 9750 | 0.0046 | - |
| 4.1809 | 9800 | 0.0035 | - |
| 4.2022 | 9850 | 0.0046 | - |
| 4.2235 | 9900 | 0.0029 | - |
| 4.2449 | 9950 | 0.0028 | - |
| 4.2662 | 10000 | 0.0038 | - |
| 4.2875 | 10050 | 0.0033 | - |
| 4.3089 | 10100 | 0.005 | - |
| 4.3302 | 10150 | 0.0037 | - |
| 4.3515 | 10200 | 0.0047 | - |
| 4.3729 | 10250 | 0.0051 | - |
| 4.3942 | 10300 | 0.0048 | - |
| 4.4155 | 10350 | 0.0038 | - |
| 4.4369 | 10400 | 0.0037 | - |
| 4.4582 | 10450 | 0.003 | - |
| 4.4795 | 10500 | 0.0031 | - |
| 4.5009 | 10550 | 0.0032 | - |
| 4.5222 | 10600 | 0.0042 | - |
| 4.5435 | 10650 | 0.0042 | - |
| 4.5648 | 10700 | 0.0031 | - |
| 4.5862 | 10750 | 0.003 | - |
| 4.6075 | 10800 | 0.0033 | - |
| 4.6288 | 10850 | 0.0022 | - |
| 4.6502 | 10900 | 0.0019 | - |
| 4.6715 | 10950 | 0.0026 | - |
| 4.6928 | 11000 | 0.0037 | - |
| 4.7142 | 11050 | 0.0032 | - |
| 4.7355 | 11100 | 0.0027 | - |
| 4.7568 | 11150 | 0.0033 | - |
| 4.7782 | 11200 | 0.0037 | - |
| 4.7995 | 11250 | 0.0027 | - |
| 4.8208 | 11300 | 0.0037 | - |
| 4.8422 | 11350 | 0.0047 | - |
| 4.8635 | 11400 | 0.0064 | - |
| 4.8848 | 11450 | 0.0043 | - |
| 4.9061 | 11500 | 0.0043 | - |
| 4.9275 | 11550 | 0.004 | - |
| 4.9488 | 11600 | 0.0035 | - |
| 4.9701 | 11650 | 0.0027 | - |
| 4.9915 | 11700 | 0.0033 | - |
| 5.0128 | 11750 | 0.0019 | - |
| 5.0341 | 11800 | 0.0028 | - |
| 5.0555 | 11850 | 0.0028 | - |
| 5.0768 | 11900 | 0.0028 | - |
| 5.0981 | 11950 | 0.0025 | - |
| 5.1195 | 12000 | 0.0019 | - |
| 5.1408 | 12050 | 0.0023 | - |
| 5.1621 | 12100 | 0.0023 | - |
| 5.1834 | 12150 | 0.0023 | - |
| 5.2048 | 12200 | 0.002 | - |
| 5.2261 | 12250 | 0.0029 | - |
| 5.2474 | 12300 | 0.0022 | - |
| 5.2688 | 12350 | 0.0031 | - |
| 5.2901 | 12400 | 0.0028 | - |
| 5.3114 | 12450 | 0.0024 | - |
| 5.3328 | 12500 | 0.0017 | - |
| 5.3541 | 12550 | 0.0033 | - |
| 5.3754 | 12600 | 0.0033 | - |
| 5.3968 | 12650 | 0.0028 | - |
| 5.4181 | 12700 | 0.0025 | - |
| 5.4394 | 12750 | 0.0027 | - |
| 5.4608 | 12800 | 0.0036 | - |
| 5.4821 | 12850 | 0.0019 | - |
| 5.5034 | 12900 | 0.0027 | - |
| 5.5247 | 12950 | 0.0029 | - |
| 5.5461 | 13000 | 0.0019 | - |
| 5.5674 | 13050 | 0.0033 | - |
| 5.5887 | 13100 | 0.0024 | - |
| 5.6101 | 13150 | 0.0022 | - |
| 5.6314 | 13200 | 0.0031 | - |
| 5.6527 | 13250 | 0.0048 | - |
| 5.6741 | 13300 | 0.0039 | - |
| 5.6954 | 13350 | 0.0041 | - |
| 5.7167 | 13400 | 0.003 | - |
| 5.7381 | 13450 | 0.003 | - |
| 5.7594 | 13500 | 0.003 | - |
| 5.7807 | 13550 | 0.0031 | - |
| 5.8020 | 13600 | 0.002 | - |
| 5.8234 | 13650 | 0.0033 | - |
| 5.8447 | 13700 | 0.0026 | - |
| 5.8660 | 13750 | 0.003 | - |
| 5.8874 | 13800 | 0.0021 | - |
| 5.9087 | 13850 | 0.003 | - |
| 5.9300 | 13900 | 0.0021 | - |
| 5.9514 | 13950 | 0.0016 | - |
| 5.9727 | 14000 | 0.0024 | - |
| 5.9940 | 14050 | 0.0018 | - |
| 6.0154 | 14100 | 0.0028 | - |
| 6.0367 | 14150 | 0.0024 | - |
| 6.0580 | 14200 | 0.0018 | - |
| 6.0794 | 14250 | 0.0021 | - |
| 6.1007 | 14300 | 0.0019 | - |
| 6.1220 | 14350 | 0.0026 | - |
| 6.1433 | 14400 | 0.0015 | - |
| 6.1647 | 14450 | 0.0021 | - |
| 6.1860 | 14500 | 0.0026 | - |
| 6.2073 | 14550 | 0.0017 | - |
| 6.2287 | 14600 | 0.0013 | - |
| 6.25 | 14650 | 0.0025 | - |
| 6.2713 | 14700 | 0.0007 | - |
| 6.2927 | 14750 | 0.0031 | - |
| 6.3140 | 14800 | 0.0024 | - |
| 6.3353 | 14850 | 0.0026 | - |
| 6.3567 | 14900 | 0.0029 | - |
| 6.3780 | 14950 | 0.0019 | - |
| 6.3993 | 15000 | 0.0015 | - |
| 6.4206 | 15050 | 0.0015 | - |
| 6.4420 | 15100 | 0.0015 | - |
| 6.4633 | 15150 | 0.0023 | - |
| 6.4846 | 15200 | 0.0011 | - |
| 6.5060 | 15250 | 0.0023 | - |
| 6.5273 | 15300 | 0.0021 | - |
| 6.5486 | 15350 | 0.0017 | - |
| 6.5700 | 15400 | 0.0024 | - |
| 6.5913 | 15450 | 0.0025 | - |
| 6.6126 | 15500 | 0.0035 | - |
| 6.6340 | 15550 | 0.0022 | - |
| 6.6553 | 15600 | 0.002 | - |
| 6.6766 | 15650 | 0.0025 | - |
| 6.6980 | 15700 | 0.0025 | - |
| 6.7193 | 15750 | 0.0027 | - |
| 6.7406 | 15800 | 0.0024 | - |
| 6.7619 | 15850 | 0.002 | - |
| 6.7833 | 15900 | 0.003 | - |
| 6.8046 | 15950 | 0.0024 | - |
| 6.8259 | 16000 | 0.0021 | - |
| 6.8473 | 16050 | 0.0036 | - |
| 6.8686 | 16100 | 0.0034 | - |
| 6.8899 | 16150 | 0.0023 | - |
| 6.9113 | 16200 | 0.0022 | - |
| 6.9326 | 16250 | 0.0025 | - |
| 6.9539 | 16300 | 0.0031 | - |
| 6.9753 | 16350 | 0.0038 | - |
| 6.9966 | 16400 | 0.0028 | - |
| 7.0179 | 16450 | 0.0023 | - |
| 7.0392 | 16500 | 0.0017 | - |
| 7.0606 | 16550 | 0.002 | - |
| 7.0819 | 16600 | 0.0027 | - |
| 7.1032 | 16650 | 0.0024 | - |
| 7.1246 | 16700 | 0.0028 | - |
| 7.1459 | 16750 | 0.0032 | - |
| 7.1672 | 16800 | 0.0023 | - |
| 7.1886 | 16850 | 0.0021 | - |
| 7.2099 | 16900 | 0.0025 | - |
| 7.2312 | 16950 | 0.0015 | - |
| 7.2526 | 17000 | 0.0022 | - |
| 7.2739 | 17050 | 0.0014 | - |
| 7.2952 | 17100 | 0.0018 | - |
| 7.3166 | 17150 | 0.0018 | - |
| 7.3379 | 17200 | 0.0021 | - |
| 7.3592 | 17250 | 0.0014 | - |
| 7.3805 | 17300 | 0.0019 | - |
| 7.4019 | 17350 | 0.002 | - |
| 7.4232 | 17400 | 0.0025 | - |
| 7.4445 | 17450 | 0.0018 | - |
| 7.4659 | 17500 | 0.0015 | - |
| 7.4872 | 17550 | 0.0017 | - |
| 7.5085 | 17600 | 0.0017 | - |
| 7.5299 | 17650 | 0.0016 | - |
| 7.5512 | 17700 | 0.0019 | - |
| 7.5725 | 17750 | 0.0017 | - |
| 7.5939 | 17800 | 0.0022 | - |
| 7.6152 | 17850 | 0.0013 | - |
| 7.6365 | 17900 | 0.0012 | - |
| 7.6578 | 17950 | 0.0019 | - |
| 7.6792 | 18000 | 0.0026 | - |
| 7.7005 | 18050 | 0.0021 | - |
| 7.7218 | 18100 | 0.0016 | - |
| 7.7432 | 18150 | 0.0014 | - |
| 7.7645 | 18200 | 0.0014 | - |
| 7.7858 | 18250 | 0.0011 | - |
| 7.8072 | 18300 | 0.0013 | - |
| 7.8285 | 18350 | 0.0019 | - |
| 7.8498 | 18400 | 0.0017 | - |
| 7.8712 | 18450 | 0.0017 | - |
| 7.8925 | 18500 | 0.0019 | - |
| 7.9138 | 18550 | 0.0017 | - |
| 7.9352 | 18600 | 0.0015 | - |
| 7.9565 | 18650 | 0.0008 | - |
| 7.9778 | 18700 | 0.0009 | - |
| 7.9991 | 18750 | 0.0015 | - |
| 8.0205 | 18800 | 0.0015 | - |
| 8.0418 | 18850 | 0.0011 | - |
| 8.0631 | 18900 | 0.0011 | - |
| 8.0845 | 18950 | 0.0009 | - |
| 8.1058 | 19000 | 0.0015 | - |
| 8.1271 | 19050 | 0.0017 | - |
| 8.1485 | 19100 | 0.0008 | - |
| 8.1698 | 19150 | 0.0016 | - |
| 8.1911 | 19200 | 0.0016 | - |
| 8.2125 | 19250 | 0.002 | - |
| 8.2338 | 19300 | 0.0011 | - |
| 8.2551 | 19350 | 0.0017 | - |
| 8.2765 | 19400 | 0.0023 | - |
| 8.2978 | 19450 | 0.0026 | - |
| 8.3191 | 19500 | 0.0035 | - |
| 8.3404 | 19550 | 0.0026 | - |
| 8.3618 | 19600 | 0.0022 | - |
| 8.3831 | 19650 | 0.0018 | - |
| 8.4044 | 19700 | 0.0015 | - |
| 8.4258 | 19750 | 0.0019 | - |
| 8.4471 | 19800 | 0.0012 | - |
| 8.4684 | 19850 | 0.001 | - |
| 8.4898 | 19900 | 0.0015 | - |
| 8.5111 | 19950 | 0.0014 | - |
| 8.5324 | 20000 | 0.0013 | - |
| 8.5538 | 20050 | 0.0013 | - |
| 8.5751 | 20100 | 0.0014 | - |
| 8.5964 | 20150 | 0.0011 | - |
| 8.6177 | 20200 | 0.0017 | - |
| 8.6391 | 20250 | 0.0012 | - |
| 8.6604 | 20300 | 0.0009 | - |
| 8.6817 | 20350 | 0.0016 | - |
| 8.7031 | 20400 | 0.0014 | - |
| 8.7244 | 20450 | 0.0015 | - |
| 8.7457 | 20500 | 0.0014 | - |
| 8.7671 | 20550 | 0.0013 | - |
| 8.7884 | 20600 | 0.0007 | - |
| 8.8097 | 20650 | 0.0008 | - |
| 8.8311 | 20700 | 0.0006 | - |
| 8.8524 | 20750 | 0.0012 | - |
| 8.8737 | 20800 | 0.0017 | - |
| 8.8951 | 20850 | 0.001 | - |
| 8.9164 | 20900 | 0.001 | - |
| 8.9377 | 20950 | 0.0016 | - |
| 8.9590 | 21000 | 0.0026 | - |
| 8.9804 | 21050 | 0.002 | - |
| 9.0017 | 21100 | 0.0013 | - |
| 9.0230 | 21150 | 0.0018 | - |
| 9.0444 | 21200 | 0.0016 | - |
| 9.0657 | 21250 | 0.0017 | - |
| 9.0870 | 21300 | 0.0016 | - |
| 9.1084 | 21350 | 0.0023 | - |
| 9.1297 | 21400 | 0.0011 | - |
| 9.1510 | 21450 | 0.0011 | - |
| 9.1724 | 21500 | 0.0012 | - |
| 9.1937 | 21550 | 0.0008 | - |
| 9.2150 | 21600 | 0.0011 | - |
| 9.2363 | 21650 | 0.0005 | - |
| 9.2577 | 21700 | 0.0008 | - |
| 9.2790 | 21750 | 0.002 | - |
| 9.3003 | 21800 | 0.001 | - |
| 9.3217 | 21850 | 0.0008 | - |
| 9.3430 | 21900 | 0.001 | - |
| 9.3643 | 21950 | 0.0011 | - |
| 9.3857 | 22000 | 0.0014 | - |
| 9.4070 | 22050 | 0.0016 | - |
| 9.4283 | 22100 | 0.0009 | - |
| 9.4497 | 22150 | 0.001 | - |
| 9.4710 | 22200 | 0.0006 | - |
| 9.4923 | 22250 | 0.0012 | - |
| 9.5137 | 22300 | 0.0031 | - |
| 9.5350 | 22350 | 0.0027 | - |
| 9.5563 | 22400 | 0.0015 | - |
| 9.5776 | 22450 | 0.0016 | - |
| 9.5990 | 22500 | 0.0007 | - |
| 9.6203 | 22550 | 0.0009 | - |
| 9.6416 | 22600 | 0.0011 | - |
| 9.6630 | 22650 | 0.002 | - |
| 9.6843 | 22700 | 0.001 | - |
| 9.7056 | 22750 | 0.001 | - |
| 9.7270 | 22800 | 0.001 | - |
| 9.7483 | 22850 | 0.0008 | - |
| 9.7696 | 22900 | 0.0015 | - |
| 9.7910 | 22950 | 0.0008 | - |
| 9.8123 | 23000 | 0.0011 | - |
| 9.8336 | 23050 | 0.0012 | - |
| 9.8549 | 23100 | 0.0007 | - |
| 9.8763 | 23150 | 0.0016 | - |
| 9.8976 | 23200 | 0.0013 | - |
| 9.9189 | 23250 | 0.0015 | - |
| 9.9403 | 23300 | 0.0013 | - |
| 9.9616 | 23350 | 0.0013 | - |
| 9.9829 | 23400 | 0.0013 | - |
| 10.0043 | 23450 | 0.0007 | - |
| 10.0256 | 23500 | 0.0012 | - |
| 10.0469 | 23550 | 0.0012 | - |
| 10.0683 | 23600 | 0.0006 | - |
| 10.0896 | 23650 | 0.0008 | - |
| 10.1109 | 23700 | 0.001 | - |
| 10.1323 | 23750 | 0.0009 | - |
| 10.1536 | 23800 | 0.0011 | - |
| 10.1749 | 23850 | 0.0019 | - |
| 10.1962 | 23900 | 0.0006 | - |
| 10.2176 | 23950 | 0.0012 | - |
| 10.2389 | 24000 | 0.0011 | - |
| 10.2602 | 24050 | 0.0008 | - |
| 10.2816 | 24100 | 0.0013 | - |
| 10.3029 | 24150 | 0.0014 | - |
| 10.3242 | 24200 | 0.0009 | - |
| 10.3456 | 24250 | 0.0011 | - |
| 10.3669 | 24300 | 0.001 | - |
| 10.3882 | 24350 | 0.0007 | - |
| 10.4096 | 24400 | 0.0009 | - |
| 10.4309 | 24450 | 0.0008 | - |
| 10.4522 | 24500 | 0.0006 | - |
| 10.4735 | 24550 | 0.001 | - |
| 10.4949 | 24600 | 0.0011 | - |
| 10.5162 | 24650 | 0.0008 | - |
| 10.5375 | 24700 | 0.0007 | - |
| 10.5589 | 24750 | 0.0006 | - |
| 10.5802 | 24800 | 0.0011 | - |
| 10.6015 | 24850 | 0.0006 | - |
| 10.6229 | 24900 | 0.0009 | - |
| 10.6442 | 24950 | 0.001 | - |
| 10.6655 | 25000 | 0.001 | - |
| 10.6869 | 25050 | 0.0006 | - |
| 10.7082 | 25100 | 0.002 | - |
| 10.7295 | 25150 | 0.0009 | - |
| 10.7509 | 25200 | 0.001 | - |
| 10.7722 | 25250 | 0.0011 | - |
| 10.7935 | 25300 | 0.0011 | - |
| 10.8148 | 25350 | 0.0011 | - |
| 10.8362 | 25400 | 0.0017 | - |
| 10.8575 | 25450 | 0.0023 | - |
| 10.8788 | 25500 | 0.0014 | - |
| 10.9002 | 25550 | 0.0019 | - |
| 10.9215 | 25600 | 0.0011 | - |
| 10.9428 | 25650 | 0.0015 | - |
| 10.9642 | 25700 | 0.0015 | - |
| 10.9855 | 25750 | 0.001 | - |
| 11.0068 | 25800 | 0.0016 | - |
| 11.0282 | 25850 | 0.0006 | - |
| 11.0495 | 25900 | 0.0015 | - |
| 11.0708 | 25950 | 0.0011 | - |
| 11.0922 | 26000 | 0.0012 | - |
| 11.1135 | 26050 | 0.0006 | - |
| 11.1348 | 26100 | 0.0007 | - |
| 11.1561 | 26150 | 0.0012 | - |
| 11.1775 | 26200 | 0.0008 | - |
| 11.1988 | 26250 | 0.0007 | - |
| 11.2201 | 26300 | 0.0009 | - |
| 11.2415 | 26350 | 0.0012 | - |
| 11.2628 | 26400 | 0.0006 | - |
| 11.2841 | 26450 | 0.0006 | - |
| 11.3055 | 26500 | 0.0008 | - |
| 11.3268 | 26550 | 0.0007 | - |
| 11.3481 | 26600 | 0.0008 | - |
| 11.3695 | 26650 | 0.0007 | - |
| 11.3908 | 26700 | 0.0007 | - |
| 11.4121 | 26750 | 0.0013 | - |
| 11.4334 | 26800 | 0.0009 | - |
| 11.4548 | 26850 | 0.0018 | - |
| 11.4761 | 26900 | 0.0006 | - |
| 11.4974 | 26950 | 0.0012 | - |
| 11.5188 | 27000 | 0.001 | - |
| 11.5401 | 27050 | 0.0007 | - |
| 11.5614 | 27100 | 0.0007 | - |
| 11.5828 | 27150 | 0.0006 | - |
| 11.6041 | 27200 | 0.0003 | - |
| 11.6254 | 27250 | 0.0005 | - |
| 11.6468 | 27300 | 0.0006 | - |
| 11.6681 | 27350 | 0.0003 | - |
| 11.6894 | 27400 | 0.0013 | - |
| 11.7108 | 27450 | 0.0008 | - |
| 11.7321 | 27500 | 0.0011 | - |
| 11.7534 | 27550 | 0.0007 | - |
| 11.7747 | 27600 | 0.0009 | - |
| 11.7961 | 27650 | 0.0005 | - |
| 11.8174 | 27700 | 0.0012 | - |
| 11.8387 | 27750 | 0.0008 | - |
| 11.8601 | 27800 | 0.0007 | - |
| 11.8814 | 27850 | 0.0008 | - |
| 11.9027 | 27900 | 0.0006 | - |
| 11.9241 | 27950 | 0.0007 | - |
| 11.9454 | 28000 | 0.0006 | - |
| 11.9667 | 28050 | 0.0007 | - |
| 11.9881 | 28100 | 0.0009 | - |
| 12.0094 | 28150 | 0.0009 | - |
| 12.0307 | 28200 | 0.0006 | - |
| 12.0520 | 28250 | 0.001 | - |
| 12.0734 | 28300 | 0.0008 | - |
| 12.0947 | 28350 | 0.0007 | - |
| 12.1160 | 28400 | 0.0007 | - |
| 12.1374 | 28450 | 0.0006 | - |
| 12.1587 | 28500 | 0.0006 | - |
| 12.1800 | 28550 | 0.0008 | - |
| 12.2014 | 28600 | 0.0006 | - |
| 12.2227 | 28650 | 0.001 | - |
| 12.2440 | 28700 | 0.0001 | - |
| 12.2654 | 28750 | 0.0004 | - |
| 12.2867 | 28800 | 0.0001 | - |
| 12.3080 | 28850 | 0.0005 | - |
| 12.3294 | 28900 | 0.0001 | - |
| 12.3507 | 28950 | 0.0008 | - |
| 12.3720 | 29000 | 0.0011 | - |
| 12.3933 | 29050 | 0.0005 | - |
| 12.4147 | 29100 | 0.0008 | - |
| 12.4360 | 29150 | 0.0004 | - |
| 12.4573 | 29200 | 0.0003 | - |
| 12.4787 | 29250 | 0.0005 | - |
| 12.5 | 29300 | 0.0008 | - |
| 12.5213 | 29350 | 0.0004 | - |
| 12.5427 | 29400 | 0.0008 | - |
| 12.5640 | 29450 | 0.0008 | - |
| 12.5853 | 29500 | 0.0007 | - |
| 12.6067 | 29550 | 0.0003 | - |
| 12.6280 | 29600 | 0.0004 | - |
| 12.6493 | 29650 | 0.0005 | - |
| 12.6706 | 29700 | 0.0007 | - |
| 12.6920 | 29750 | 0.0009 | - |
| 12.7133 | 29800 | 0.0005 | - |
| 12.7346 | 29850 | 0.0004 | - |
| 12.7560 | 29900 | 0.0009 | - |
| 12.7773 | 29950 | 0.0007 | - |
| 12.7986 | 30000 | 0.0004 | - |
| 12.8200 | 30050 | 0.0004 | - |
| 12.8413 | 30100 | 0.0002 | - |
| 12.8626 | 30150 | 0.0007 | - |
| 12.8840 | 30200 | 0.0004 | - |
| 12.9053 | 30250 | 0.001 | - |
| 12.9266 | 30300 | 0.0008 | - |
| 12.9480 | 30350 | 0.0008 | - |
| 12.9693 | 30400 | 0.0004 | - |
| 12.9906 | 30450 | 0.0004 | - |
| 13.0119 | 30500 | 0.0004 | - |
| 13.0333 | 30550 | 0.0005 | - |
| 13.0546 | 30600 | 0.0002 | - |
| 13.0759 | 30650 | 0.0007 | - |
| 13.0973 | 30700 | 0.0003 | - |
| 13.1186 | 30750 | 0.0006 | - |
| 13.1399 | 30800 | 0.0002 | - |
| 13.1613 | 30850 | 0.0005 | - |
| 13.1826 | 30900 | 0.0006 | - |
| 13.2039 | 30950 | 0.0011 | - |
| 13.2253 | 31000 | 0.0009 | - |
| 13.2466 | 31050 | 0.0003 | - |
| 13.2679 | 31100 | 0.0006 | - |
| 13.2892 | 31150 | 0.0002 | - |
| 13.3106 | 31200 | 0.0008 | - |
| 13.3319 | 31250 | 0.0002 | - |
| 13.3532 | 31300 | 0.0005 | - |
| 13.3746 | 31350 | 0.0003 | - |
| 13.3959 | 31400 | 0.0008 | - |
| 13.4172 | 31450 | 0.0004 | - |
| 13.4386 | 31500 | 0.0007 | - |
| 13.4599 | 31550 | 0.0006 | - |
| 13.4812 | 31600 | 0.0006 | - |
| 13.5026 | 31650 | 0.0003 | - |
| 13.5239 | 31700 | 0.0008 | - |
| 13.5452 | 31750 | 0.0007 | - |
| 13.5666 | 31800 | 0.0004 | - |
| 13.5879 | 31850 | 0.0006 | - |
| 13.6092 | 31900 | 0.0002 | - |
| 13.6305 | 31950 | 0.0006 | - |
| 13.6519 | 32000 | 0.0005 | - |
| 13.6732 | 32050 | 0.0007 | - |
| 13.6945 | 32100 | 0.0006 | - |
| 13.7159 | 32150 | 0.0004 | - |
| 13.7372 | 32200 | 0.0005 | - |
| 13.7585 | 32250 | 0.0006 | - |
| 13.7799 | 32300 | 0.0003 | - |
| 13.8012 | 32350 | 0.0005 | - |
| 13.8225 | 32400 | 0.0003 | - |
| 13.8439 | 32450 | 0.0004 | - |
| 13.8652 | 32500 | 0.0003 | - |
| 13.8865 | 32550 | 0.0003 | - |
| 13.9078 | 32600 | 0.0005 | - |
| 13.9292 | 32650 | 0.0001 | - |
| 13.9505 | 32700 | 0.0005 | - |
| 13.9718 | 32750 | 0.0005 | - |
| 13.9932 | 32800 | 0.0005 | - |
| 14.0145 | 32850 | 0.0009 | - |
| 14.0358 | 32900 | 0.0002 | - |
| 14.0572 | 32950 | 0.0004 | - |
| 14.0785 | 33000 | 0.0007 | - |
| 14.0998 | 33050 | 0.0008 | - |
| 14.1212 | 33100 | 0.0003 | - |
| 14.1425 | 33150 | 0.0006 | - |
| 14.1638 | 33200 | 0.0004 | - |
| 14.1852 | 33250 | 0.0003 | - |
| 14.2065 | 33300 | 0.0003 | - |
| 14.2278 | 33350 | 0.0004 | - |
| 14.2491 | 33400 | 0.0001 | - |
| 14.2705 | 33450 | 0.0001 | - |
| 14.2918 | 33500 | 0.0001 | - |
| 14.3131 | 33550 | 0.0001 | - |
| 14.3345 | 33600 | 0.0005 | - |
| 14.3558 | 33650 | 0.0002 | - |
| 14.3771 | 33700 | 0.0001 | - |
| 14.3985 | 33750 | 0.0001 | - |
| 14.4198 | 33800 | 0.0002 | - |
| 14.4411 | 33850 | 0.0004 | - |
| 14.4625 | 33900 | 0.0001 | - |
| 14.4838 | 33950 | 0.0001 | - |
| 14.5051 | 34000 | 0.0004 | - |
| 14.5265 | 34050 | 0.0004 | - |
| 14.5478 | 34100 | 0.0001 | - |
| 14.5691 | 34150 | 0.0002 | - |
| 14.5904 | 34200 | 0.0004 | - |
| 14.6118 | 34250 | 0.0006 | - |
| 14.6331 | 34300 | 0.0004 | - |
| 14.6544 | 34350 | 0.0006 | - |
| 14.6758 | 34400 | 0.0005 | - |
| 14.6971 | 34450 | 0.0003 | - |
| 14.7184 | 34500 | 0.0001 | - |
| 14.7398 | 34550 | 0.0002 | - |
| 14.7611 | 34600 | 0.0002 | - |
| 14.7824 | 34650 | 0.0003 | - |
| 14.8038 | 34700 | 0.0001 | - |
| 14.8251 | 34750 | 0.0003 | - |
| 14.8464 | 34800 | 0.0002 | - |
| 14.8677 | 34850 | 0.0005 | - |
| 14.8891 | 34900 | 0.0005 | - |
| 14.9104 | 34950 | 0.0001 | - |
| 14.9317 | 35000 | 0.0001 | - |
| 14.9531 | 35050 | 0.0001 | - |
| 14.9744 | 35100 | 0.0001 | - |
| 14.9957 | 35150 | 0.0001 | - |
| 15.0171 | 35200 | 0.0005 | - |
| 15.0384 | 35250 | 0.0002 | - |
| 15.0597 | 35300 | 0.0001 | - |
| 15.0811 | 35350 | 0.0002 | - |
| 15.1024 | 35400 | 0.0001 | - |
| 15.1237 | 35450 | 0.0002 | - |
| 15.1451 | 35500 | 0.0002 | - |
| 15.1664 | 35550 | 0.0002 | - |
| 15.1877 | 35600 | 0.0002 | - |
| 15.2090 | 35650 | 0.0002 | - |
| 15.2304 | 35700 | 0.0003 | - |
| 15.2517 | 35750 | 0.0002 | - |
| 15.2730 | 35800 | 0.0002 | - |
| 15.2944 | 35850 | 0.0002 | - |
| 15.3157 | 35900 | 0.0002 | - |
| 15.3370 | 35950 | 0.0001 | - |
| 15.3584 | 36000 | 0.0002 | - |
| 15.3797 | 36050 | 0.0001 | - |
| 15.4010 | 36100 | 0.0001 | - |
| 15.4224 | 36150 | 0.0001 | - |
| 15.4437 | 36200 | 0.0001 | - |
| 15.4650 | 36250 | 0.0001 | - |
| 15.4863 | 36300 | 0.0001 | - |
| 15.5077 | 36350 | 0.0001 | - |
| 15.5290 | 36400 | 0.0001 | - |
| 15.5503 | 36450 | 0.0001 | - |
| 15.5717 | 36500 | 0.0001 | - |
| 15.5930 | 36550 | 0.0001 | - |
| 15.6143 | 36600 | 0.0001 | - |
| 15.6357 | 36650 | 0.0001 | - |
| 15.6570 | 36700 | 0.0001 | - |
| 15.6783 | 36750 | 0.0001 | - |
| 15.6997 | 36800 | 0.0001 | - |
| 15.7210 | 36850 | 0.0002 | - |
| 15.7423 | 36900 | 0.0001 | - |
| 15.7637 | 36950 | 0.0 | - |
| 15.7850 | 37000 | 0.0 | - |
| 15.8063 | 37050 | 0.0001 | - |
| 15.8276 | 37100 | 0.0001 | - |
| 15.8490 | 37150 | 0.0001 | - |
| 15.8703 | 37200 | 0.0001 | - |
| 15.8916 | 37250 | 0.0001 | - |
| 15.9130 | 37300 | 0.0002 | - |
| 15.9343 | 37350 | 0.0001 | - |
| 15.9556 | 37400 | 0.0001 | - |
| 15.9770 | 37450 | 0.0001 | - |
| 15.9983 | 37500 | 0.0001 | - |
| 16.0196 | 37550 | 0.0001 | - |
| 16.0410 | 37600 | 0.0001 | - |
| 16.0623 | 37650 | 0.0001 | - |
| 16.0836 | 37700 | 0.0001 | - |
| 16.1049 | 37750 | 0.0001 | - |
| 16.1263 | 37800 | 0.0003 | - |
| 16.1476 | 37850 | 0.0002 | - |
| 16.1689 | 37900 | 0.0001 | - |
| 16.1903 | 37950 | 0.0001 | - |
| 16.2116 | 38000 | 0.0001 | - |
| 16.2329 | 38050 | 0.0002 | - |
| 16.2543 | 38100 | 0.0002 | - |
| 16.2756 | 38150 | 0.0001 | - |
| 16.2969 | 38200 | 0.0002 | - |
| 16.3183 | 38250 | 0.0001 | - |
| 16.3396 | 38300 | 0.0001 | - |
| 16.3609 | 38350 | 0.0001 | - |
| 16.3823 | 38400 | 0.0001 | - |
| 16.4036 | 38450 | 0.0002 | - |
| 16.4249 | 38500 | 0.0002 | - |
| 16.4462 | 38550 | 0.0003 | - |
| 16.4676 | 38600 | 0.0001 | - |
| 16.4889 | 38650 | 0.0001 | - |
| 16.5102 | 38700 | 0.0 | - |
| 16.5316 | 38750 | 0.0001 | - |
| 16.5529 | 38800 | 0.0001 | - |
| 16.5742 | 38850 | 0.0001 | - |
| 16.5956 | 38900 | 0.0001 | - |
| 16.6169 | 38950 | 0.0001 | - |
| 16.6382 | 39000 | 0.0001 | - |
| 16.6596 | 39050 | 0.0001 | - |
| 16.6809 | 39100 | 0.0001 | - |
| 16.7022 | 39150 | 0.0001 | - |
| 16.7235 | 39200 | 0.0001 | - |
| 16.7449 | 39250 | 0.0001 | - |
| 16.7662 | 39300 | 0.0001 | - |
| 16.7875 | 39350 | 0.0001 | - |
| 16.8089 | 39400 | 0.0001 | - |
| 16.8302 | 39450 | 0.0001 | - |
| 16.8515 | 39500 | 0.0001 | - |
| 16.8729 | 39550 | 0.0 | - |
| 16.8942 | 39600 | 0.0001 | - |
| 16.9155 | 39650 | 0.0001 | - |
| 16.9369 | 39700 | 0.0001 | - |
| 16.9582 | 39750 | 0.0001 | - |
| 16.9795 | 39800 | 0.0001 | - |
| 17.0009 | 39850 | 0.0 | - |
| 17.0222 | 39900 | 0.0 | - |
| 17.0435 | 39950 | 0.0 | - |
| 17.0648 | 40000 | 0.0001 | - |
| 17.0862 | 40050 | 0.0 | - |
| 17.1075 | 40100 | 0.0 | - |
| 17.1288 | 40150 | 0.0001 | - |
| 17.1502 | 40200 | 0.0001 | - |
| 17.1715 | 40250 | 0.0001 | - |
| 17.1928 | 40300 | 0.0001 | - |
| 17.2142 | 40350 | 0.0001 | - |
| 17.2355 | 40400 | 0.0001 | - |
| 17.2568 | 40450 | 0.0001 | - |
| 17.2782 | 40500 | 0.0001 | - |
| 17.2995 | 40550 | 0.0 | - |
| 17.3208 | 40600 | 0.0001 | - |
| 17.3422 | 40650 | 0.0001 | - |
| 17.3635 | 40700 | 0.0001 | - |
| 17.3848 | 40750 | 0.0001 | - |
| 17.4061 | 40800 | 0.0 | - |
| 17.4275 | 40850 | 0.0001 | - |
| 17.4488 | 40900 | 0.0001 | - |
| 17.4701 | 40950 | 0.0001 | - |
| 17.4915 | 41000 | 0.0001 | - |
| 17.5128 | 41050 | 0.0001 | - |
| 17.5341 | 41100 | 0.0 | - |
| 17.5555 | 41150 | 0.0001 | - |
| 17.5768 | 41200 | 0.0 | - |
| 17.5981 | 41250 | 0.0001 | - |
| 17.6195 | 41300 | 0.0 | - |
| 17.6408 | 41350 | 0.0 | - |
| 17.6621 | 41400 | 0.0001 | - |
| 17.6834 | 41450 | 0.0001 | - |
| 17.7048 | 41500 | 0.0 | - |
| 17.7261 | 41550 | 0.0001 | - |
| 17.7474 | 41600 | 0.0 | - |
| 17.7688 | 41650 | 0.0 | - |
| 17.7901 | 41700 | 0.0001 | - |
| 17.8114 | 41750 | 0.0 | - |
| 17.8328 | 41800 | 0.0001 | - |
| 17.8541 | 41850 | 0.0001 | - |
| 17.8754 | 41900 | 0.0 | - |
| 17.8968 | 41950 | 0.0001 | - |
| 17.9181 | 42000 | 0.0001 | - |
| 17.9394 | 42050 | 0.0 | - |
| 17.9608 | 42100 | 0.0001 | - |
| 17.9821 | 42150 | 0.0001 | - |
| 18.0034 | 42200 | 0.0001 | - |
| 18.0247 | 42250 | 0.0001 | - |
| 18.0461 | 42300 | 0.0001 | - |
| 18.0674 | 42350 | 0.0001 | - |
| 18.0887 | 42400 | 0.0 | - |
| 18.1101 | 42450 | 0.0001 | - |
| 18.1314 | 42500 | 0.0001 | - |
| 18.1527 | 42550 | 0.0001 | - |
| 18.1741 | 42600 | 0.0 | - |
| 18.1954 | 42650 | 0.0 | - |
| 18.2167 | 42700 | 0.0 | - |
| 18.2381 | 42750 | 0.0001 | - |
| 18.2594 | 42800 | 0.0 | - |
| 18.2807 | 42850 | 0.0 | - |
| 18.3020 | 42900 | 0.0001 | - |
| 18.3234 | 42950 | 0.0001 | - |
| 18.3447 | 43000 | 0.0 | - |
| 18.3660 | 43050 | 0.0001 | - |
| 18.3874 | 43100 | 0.0 | - |
| 18.4087 | 43150 | 0.0 | - |
| 18.4300 | 43200 | 0.0001 | - |
| 18.4514 | 43250 | 0.0001 | - |
| 18.4727 | 43300 | 0.0001 | - |
| 18.4940 | 43350 | 0.0001 | - |
| 18.5154 | 43400 | 0.0 | - |
| 18.5367 | 43450 | 0.0001 | - |
| 18.5580 | 43500 | 0.0001 | - |
| 18.5794 | 43550 | 0.0001 | - |
| 18.6007 | 43600 | 0.0001 | - |
| 18.6220 | 43650 | 0.0 | - |
| 18.6433 | 43700 | 0.0 | - |
| 18.6647 | 43750 | 0.0 | - |
| 18.6860 | 43800 | 0.0001 | - |
| 18.7073 | 43850 | 0.0 | - |
| 18.7287 | 43900 | 0.0001 | - |
| 18.75 | 43950 | 0.0001 | - |
| 18.7713 | 44000 | 0.0 | - |
| 18.7927 | 44050 | 0.0001 | - |
| 18.8140 | 44100 | 0.0 | - |
| 18.8353 | 44150 | 0.0 | - |
| 18.8567 | 44200 | 0.0001 | - |
| 18.8780 | 44250 | 0.0001 | - |
| 18.8993 | 44300 | 0.0 | - |
| 18.9206 | 44350 | 0.0001 | - |
| 18.9420 | 44400 | 0.0001 | - |
| 18.9633 | 44450 | 0.0 | - |
| 18.9846 | 44500 | 0.0001 | - |
| 19.0060 | 44550 | 0.0001 | - |
| 19.0273 | 44600 | 0.0 | - |
| 19.0486 | 44650 | 0.0 | - |
| 19.0700 | 44700 | 0.0001 | - |
| 19.0913 | 44750 | 0.0001 | - |
| 19.1126 | 44800 | 0.0001 | - |
| 19.1340 | 44850 | 0.0001 | - |
| 19.1553 | 44900 | 0.0 | - |
| 19.1766 | 44950 | 0.0001 | - |
| 19.1980 | 45000 | 0.0 | - |
| 19.2193 | 45050 | 0.0 | - |
| 19.2406 | 45100 | 0.0 | - |
| 19.2619 | 45150 | 0.0 | - |
| 19.2833 | 45200 | 0.0001 | - |
| 19.3046 | 45250 | 0.0 | - |
| 19.3259 | 45300 | 0.0001 | - |
| 19.3473 | 45350 | 0.0 | - |
| 19.3686 | 45400 | 0.0001 | - |
| 19.3899 | 45450 | 0.0001 | - |
| 19.4113 | 45500 | 0.0 | - |
| 19.4326 | 45550 | 0.0 | - |
| 19.4539 | 45600 | 0.0 | - |
| 19.4753 | 45650 | 0.0 | - |
| 19.4966 | 45700 | 0.0 | - |
| 19.5179 | 45750 | 0.0 | - |
| 19.5392 | 45800 | 0.0001 | - |
| 19.5606 | 45850 | 0.0001 | - |
| 19.5819 | 45900 | 0.0 | - |
| 19.6032 | 45950 | 0.0001 | - |
| 19.6246 | 46000 | 0.0001 | - |
| 19.6459 | 46050 | 0.0 | - |
| 19.6672 | 46100 | 0.0 | - |
| 19.6886 | 46150 | 0.0001 | - |
| 19.7099 | 46200 | 0.0 | - |
| 19.7312 | 46250 | 0.0 | - |
| 19.7526 | 46300 | 0.0 | - |
| 19.7739 | 46350 | 0.0001 | - |
| 19.7952 | 46400 | 0.0 | - |
| 19.8166 | 46450 | 0.0 | - |
| 19.8379 | 46500 | 0.0 | - |
| 19.8592 | 46550 | 0.0 | - |
| 19.8805 | 46600 | 0.0 | - |
| 19.9019 | 46650 | 0.0001 | - |
| 19.9232 | 46700 | 0.0 | - |
| 19.9445 | 46750 | 0.0 | - |
| 19.9659 | 46800 | 0.0001 | - |
| 19.9872 | 46850 | 0.0 | - |
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
Base model
klue/roberta-base