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ignaciosg/blueCarbon
blueCarbon is a text classification model from ignaciosg. Use it when you need a label for a piece of text. It is set up for setfit.
This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 as the Sentence Transformer embedding model. A MultiOutputClassifier instance is u…
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.safetensors438 MB · 100%
From the Hugging Face model README
This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 as the Sentence Transformer embedding model. A MultiOutputClassifier instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
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("ignaciosg/blueCarbon")
# Run inference
preds = model("blue carbon is vital aspect of climate change mitigation, which necessitates the identification of stocks and drivers for implementing mitigation strategies. however, reclamation may be among the most invasive forms, and the question of its influence has not been addressed well in blue carbon research. therefore, the effects of reclamation on carbon stocks and the interaction of crucial drivers from reclamation time areas were evaluated in the liaohe river delta and compared with natural reserves . carbon stocks based on invest model were lower than preexisting conditions . one way analysis of variance showed that average carbon stocks accumulated 55 years after reclamation and reached the lowest value in 85 years. the interaction analysis of dominant drivers affecting carbon showed the difference between reclaimed areas and reserves regarding potential effect pathways. in the 1930s and 1960s reclamation time areas, crop yield and industrial output determined blue carbon by changing no3 and ap. in the 1990s reclamation time area, population density played an important role. in defining the impact of vegetation cover on carbon within the reserves, the distance to the coast and residence were significant factors. this study demonstrated that coastal")
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| Training set | Min | Median | Max |
|---|---|---|---|
| Word count | 105 | 229.475 | 432 |
| Epoch | Step | Training Loss | Validation Loss |
|---|---|---|---|
| 0.0000 | 1 | 0.1819 | - |
| 0.0011 | 50 | 0.201 | - |
| 0.0023 | 100 | 0.3533 | - |
| 0.0034 | 150 | 0.0788 | - |
| 0.0046 | 200 | 0.1445 | - |
| 0.0057 | 250 | 0.1584 | - |
| 0.0069 | 300 | 0.3425 | - |
| 0.0080 | 350 | 0.1203 | - |
| 0.0092 | 400 | 0.2045 | - |
| 0.0103 | 450 | 0.0287 | - |
| 0.0115 | 500 | 0.1784 | - |
| 0.0126 | 550 | 0.2521 | - |
| 0.0138 | 600 | 0.1285 | - |
| 0.0149 | 650 | 0.2292 | - |
| 0.0161 | 700 | 0.0943 | - |
| 0.0172 | 750 | 0.1753 | - |
| 0.0184 | 800 | 0.3433 | - |
| 0.0195 | 850 | 0.262 | - |
| 0.0207 | 900 | 0.1097 | - |
| 0.0218 | 950 | 0.0015 | - |
| 0.0230 | 1000 | 0.5522 | - |
| 0.0241 | 1050 | 0.5939 | - |
| 0.0253 | 1100 | 0.1134 | - |
| 0.0264 | 1150 | 0.1258 | - |
| 0.0276 | 1200 | 0.0146 | - |
| 0.0287 | 1250 | 0.0467 | - |
| 0.0299 | 1300 | 0.3501 | - |
| 0.0310 | 1350 | 0.291 | - |
| 0.0322 | 1400 | 0.0569 | - |
| 0.0333 | 1450 | 0.0812 | - |
| 0.0345 | 1500 | 0.3397 | - |
| 0.0356 | 1550 | 0.1664 | - |
| 0.0368 | 1600 | 0.3841 | - |
| 0.0379 | 1650 | 0.1659 | - |
| 0.0391 | 1700 | 0.0809 | - |
| 0.0402 | 1750 | 0.3604 | - |
| 0.0414 | 1800 | 0.0056 | - |
| 0.0425 | 1850 | 0.3335 | - |
| 0.0437 | 1900 | 0.0005 | - |
| 0.0448 | 1950 | 0.1624 | - |
| 0.0460 | 2000 | 0.8162 | - |
| 0.0471 | 2050 | 0.0097 | - |
| 0.0483 | 2100 | 0.2561 | - |
| 0.0494 | 2150 | 0.0003 | - |
| 0.0506 | 2200 | 0.4198 | - |
| 0.0517 | 2250 | 0.0002 | - |
| 0.0529 | 2300 | 0.2793 | - |
| 0.0540 | 2350 | 0.6288 | - |
| 0.0552 | 2400 | 0.6944 | - |
| 0.0563 | 2450 | 0.7394 | - |
| 0.0575 | 2500 | 0.011 | - |
| 0.0586 | 2550 | 0.8041 | - |
| 0.0598 | 2600 | 0.0041 | - |
| 0.0609 | 2650 | 0.2446 | - |
| 0.0621 | 2700 | 0.2759 | - |
| 0.0632 | 2750 | 0.151 | - |
| 0.0644 | 2800 | 0.0651 | - |
| 0.0655 | 2850 | 0.0026 | - |
| 0.0666 | 2900 | 0.0845 | - |
| 0.0678 | 2950 | 0.7541 | - |
| 0.0689 | 3000 | 0.0993 | - |
| 0.0701 | 3050 | 0.7355 | - |
| 0.0712 | 3100 | 0.6959 | - |
| 0.0724 | 3150 | 0.1687 | - |
| 0.0735 | 3200 | 0.2048 | - |
| 0.0747 | 3250 | 0.0906 | - |
| 0.0758 | 3300 | 0.0582 | - |
| 0.0770 | 3350 | 0.9064 | - |
| 0.0781 | 3400 | 0.8038 | - |
| 0.0793 | 3450 | 0.2515 | - |
| 0.0804 | 3500 | 0.0196 | - |
| 0.0816 | 3550 | 0.0081 | - |
| 0.0827 | 3600 | 0.8483 | - |
| 0.0839 | 3650 | 0.0651 | - |
| 0.0850 | 3700 | 0.8224 | - |
| 0.0862 | 3750 | 0.2872 | - |
| 0.0873 | 3800 | 0.0506 | - |
| 0.0885 | 3850 | 0.6795 | - |
| 0.0896 | 3900 | 0.0126 | - |
| 0.0908 | 3950 | 0.5083 | - |
| 0.0919 | 4000 | 0.0215 | - |
| 0.0931 | 4050 | 0.8133 | - |
| 0.0942 | 4100 | 0.1534 | - |
| 0.0954 | 4150 | 0.2397 | - |
| 0.0965 | 4200 | 0.8576 | - |
| 0.0977 | 4250 | 0.0554 | - |
| 0.0988 | 4300 | 0.1018 | - |
| 0.1000 | 4350 | 0.3324 | - |
| 0.1011 | 4400 | 0.0221 | - |
| 0.1023 | 4450 | 0.0516 | - |
| 0.1034 | 4500 | 0.796 | - |
| 0.1046 | 4550 | 0.0903 | - |
| 0.1057 | 4600 | 0.1979 | - |
| 0.1069 | 4650 | 0.9194 | - |
| 0.1080 | 4700 | 0.2556 | - |
| 0.1092 | 4750 | 0.7224 | - |
| 0.1103 | 4800 | 0.0012 | - |
| 0.1115 | 4850 | 0.5042 | - |
| 0.1126 | 4900 | 0.5732 | - |
| 0.1138 | 4950 | 0.1041 | - |
| 0.1149 | 5000 | 0.0247 | - |
| 0.1161 | 5050 | 0.0265 | - |
| 0.1172 | 5100 | 0.0126 | - |
| 0.1184 | 5150 | 0.0098 | - |
| 0.1195 | 5200 | 0.0386 | - |
| 0.1207 | 5250 | 0.001 | - |
| 0.1218 | 5300 | 0.9248 | - |
| 0.1230 | 5350 | 0.4783 | - |
| 0.1241 | 5400 | 0.1841 | - |
| 0.1253 | 5450 | 0.4721 | - |
| 0.1264 | 5500 | 0.0601 | - |
| 0.1276 | 5550 | 0.0073 | - |
| 0.1287 | 5600 | 0.0028 | - |
| 0.1298 | 5650 | 0.012 | - |
| 0.1310 | 5700 | 0.0451 | - |
| 0.1321 | 5750 | 0.0125 | - |
| 0.1333 | 5800 | 0.5423 | - |
| 0.1344 | 5850 | 0.7545 | - |
| 0.1356 | 5900 | 0.0158 | - |
| 0.1367 | 5950 | 0.1388 | - |
| 0.1379 | 6000 | 0.0136 | - |
| 0.1390 | 6050 | 0.0043 | - |
| 0.1402 | 6100 | 0.4147 | - |
| 0.1413 | 6150 | 0.0503 | - |
| 0.1425 | 6200 | 0.0347 | - |
| 0.1436 | 6250 | 0.0465 | - |
| 0.1448 | 6300 | 0.0086 | - |
| 0.1459 | 6350 | 0.8752 | - |
| 0.1471 | 6400 | 0.5546 | - |
| 0.1482 | 6450 | 0.0348 | - |
| 0.1494 | 6500 | 0.0853 | - |
| 0.1505 | 6550 | 0.6107 | - |
| 0.1517 | 6600 | 0.005 | - |
| 0.1528 | 6650 | 0.3526 | - |
| 0.1540 | 6700 | 0.2429 | - |
| 0.1551 | 6750 | 0.6727 | - |
| 0.1563 | 6800 | 0.0019 | - |
| 0.1574 | 6850 | 0.6662 | - |
| 0.1586 | 6900 | 0.0068 | - |
| 0.1597 | 6950 | 0.0117 | - |
| 0.1609 | 7000 | 0.4718 | - |
| 0.1620 | 7050 | 0.0072 | - |
| 0.1632 | 7100 | 0.8174 | - |
| 0.1643 | 7150 | 0.0094 | - |
| 0.1655 | 7200 | 0.0241 | - |
| 0.1666 | 7250 | 0.1359 | - |
| 0.1678 | 7300 | 0.0528 | - |
| 0.1689 | 7350 | 0.0184 | - |
| 0.1701 | 7400 | 0.2204 | - |
| 0.1712 | 7450 | 0.3476 | - |
| 0.1724 | 7500 | 0.1153 | - |
| 0.1735 | 7550 | 0.0717 | - |
| 0.1747 | 7600 | 0.022 | - |
| 0.1758 | 7650 | 0.0311 | - |
| 0.1770 | 7700 | 0.4385 | - |
| 0.1781 | 7750 | 0.4274 | - |
| 0.1793 | 7800 | 0.4994 | - |
| 0.1804 | 7850 | 0.2518 | - |
| 0.1816 | 7900 | 0.8652 | - |
| 0.1827 | 7950 | 0.0019 | - |
| 0.1839 | 8000 | 0.01 | - |
| 0.1850 | 8050 | 0.0129 | - |
| 0.1862 | 8100 | 0.0001 | - |
| 0.1873 | 8150 | 0.0005 | - |
| 0.1885 | 8200 | 0.0199 | - |
| 0.1896 | 8250 | 0.1489 | - |
| 0.1908 | 8300 | 0.0016 | - |
| 0.1919 | 8350 | 0.5111 | - |
| 0.1931 | 8400 | 0.807 | - |
| 0.1942 | 8450 | 0.1489 | - |
| 0.1953 | 8500 | 0.29 | - |
| 0.1965 | 8550 | 0.0001 | - |
| 0.1976 | 8600 | 0.0043 | - |
| 0.1988 | 8650 | 0.0041 | - |
| 0.1999 | 8700 | 0.3061 | - |
| 0.2011 | 8750 | 0.0221 | - |
| 0.2022 | 8800 | 0.801 | - |
| 0.2034 | 8850 | 0.2316 | - |
| 0.2045 | 8900 | 0.2784 | - |
| 0.2057 | 8950 | 0.0957 | - |
| 0.2068 | 9000 | 0.611 | - |
| 0.2080 | 9050 | 0.7529 | - |
| 0.2091 | 9100 | 0.0565 | - |
| 0.2103 | 9150 | 0.0114 | - |
| 0.2114 | 9200 | 0.2864 | - |
| 0.2126 | 9250 | 0.1954 | - |
| 0.2137 | 9300 | 0.7993 | - |
| 0.2149 | 9350 | 0.0501 | - |
| 0.2160 | 9400 | 0.0051 | - |
| 0.2172 | 9450 | 0.6012 | - |
| 0.2183 | 9500 | 0.0131 | - |
| 0.2195 | 9550 | 0.0157 | - |
| 0.2206 | 9600 | 0.0606 | - |
| 0.2218 | 9650 | 0.9143 | - |
| 0.2229 | 9700 | 0.0001 | - |
| 0.2241 | 9750 | 0.0021 | - |
| 0.2252 | 9800 | 0.0004 | - |
| 0.2264 | 9850 | 0.0498 | - |
| 0.2275 | 9900 | 0.0021 | - |
| 0.2287 | 9950 | 0.8591 | - |
| 0.2298 | 10000 | 0.2218 | - |
| 0.2310 | 10050 | 0.0065 | - |
| 0.2321 | 10100 | 0.0924 | - |
| 0.2333 | 10150 | 0.8866 | - |
| 0.2344 | 10200 | 0.0004 | - |
| 0.2356 | 10250 | 0.1434 | - |
| 0.2367 | 10300 | 0.0118 | - |
| 0.2379 | 10350 | 0.025 | - |
| 0.2390 | 10400 | 0.8472 | - |
| 0.2402 | 10450 | 0.0352 | - |
| 0.2413 | 10500 | 0.0105 | - |
| 0.2425 | 10550 | 0.0025 | - |
| 0.2436 | 10600 | 0.0042 | - |
| 0.2448 | 10650 | 0.3461 | - |
| 0.2459 | 10700 | 0.0314 | - |
| 0.2471 | 10750 | 0.1411 | - |
| 0.2482 | 10800 | 0.0006 | - |
| 0.2494 | 10850 | 0.0013 | - |
| 0.2505 | 10900 | 0.894 | - |
| 0.2517 | 10950 | 0.9961 | - |
| 0.2528 | 11000 | 0.9908 | - |
| 0.2540 | 11050 | 0.836 | - |
| 0.2551 | 11100 | 0.8847 | - |
| 0.2563 | 11150 | 0.8493 | - |
| 0.2574 | 11200 | 0.5851 | - |
| 0.2585 | 11250 | 0.9502 | - |
| 0.2597 | 11300 | 0.8396 | - |
| 0.2608 | 11350 | 0.1942 | - |
| 0.2620 | 11400 | 0.9298 | - |
| 0.2631 | 11450 | 0.742 | - |
| 0.2643 | 11500 | 0.8624 | - |
| 0.2654 | 11550 | 0.5423 | - |
| 0.2666 | 11600 | 0.8576 | - |
| 0.2677 | 11650 | 0.8042 | - |
| 0.2689 | 11700 | 0.7447 | - |
| 0.2700 | 11750 | 0.5319 | - |
| 0.2712 | 11800 | 0.451 | - |
| 0.2723 | 11850 | 0.4115 | - |
| 0.2735 | 11900 | 0.6772 | - |
| 0.2746 | 11950 | 0.4701 | - |
| 0.2758 | 12000 | 0.6101 | - |
| 0.2769 | 12050 | 0.4914 | - |
| 0.2781 | 12100 | 0.653 | - |
| 0.2792 | 12150 | 0.6205 | - |
| 0.2804 | 12200 | 0.651 | - |
| 0.2815 | 12250 | 0.2223 | - |
| 0.2827 | 12300 | 0.7124 | - |
| 0.2838 | 12350 | 0.6502 | - |
| 0.2850 | 12400 | 0.5812 | - |
| 0.2861 | 12450 | 0.6483 | - |
| 0.2873 | 12500 | 0.7335 | - |
| 0.2884 | 12550 | 0.239 | - |
| 0.2896 | 12600 | 0.6499 | - |
| 0.2907 | 12650 | 0.4453 | - |
| 0.2919 | 12700 | 0.7152 | - |
| 0.2930 | 12750 | 0.5551 | - |
| 0.2942 | 12800 | 0.6034 | - |
| 0.2953 | 12850 | 0.5714 | - |
| 0.2965 | 12900 | 0.5867 | - |
| 0.2976 | 12950 | 0.4249 | - |
| 0.2988 | 13000 | 0.7262 | - |
| 0.2999 | 13050 | 0.542 | - |
| 0.3011 | 13100 | 0.5301 | - |
| 0.3022 | 13150 | 0.7503 | - |
| 0.3034 | 13200 | 0.6918 | - |
| 0.3045 | 13250 | 0.5352 | - |
| 0.3057 | 13300 | 0.6065 | - |
| 0.3068 | 13350 | 0.373 | - |
| 0.3080 | 13400 | 0.7648 | - |
| 0.3091 | 13450 | 0.2762 | - |
| 0.3103 | 13500 | 0.708 | - |
| 0.3114 | 13550 | 0.1481 | - |
| 0.3126 | 13600 | 0.7231 | - |
| 0.3137 | 13650 | 0.6023 | - |
| 0.3149 | 13700 | 0.7021 | - |
| 0.3160 | 13750 | 0.5843 | - |
| 0.3172 | 13800 | 0.7361 | - |
| 0.3183 | 13850 | 0.7844 | - |
| 0.3195 | 13900 | 0.51 | - |
| 0.3206 | 13950 | 0.506 | - |
| 0.3218 | 14000 | 0.3072 | - |
| 0.3229 | 14050 | 0.5854 | - |
| 0.3240 | 14100 | 0.3553 | - |
| 0.3252 | 14150 | 0.6827 | - |
| 0.3263 | 14200 | 0.5342 | - |
| 0.3275 | 14250 | 0.6887 | - |
| 0.3286 | 14300 | 0.6007 | - |
| 0.3298 | 14350 | 0.4573 | - |
| 0.3309 | 14400 | 0.5979 | - |
| 0.3321 | 14450 | 0.5328 | - |
| 0.3332 | 14500 | 0.6814 | - |
| 0.3344 | 14550 | 0.6207 | - |
| 0.3355 | 14600 | 0.8189 | - |
| 0.3367 | 14650 | 0.5794 | - |
| 0.3378 | 14700 | 0.3987 | - |
| 0.3390 | 14750 | 0.5281 | - |
| 0.3401 | 14800 | 0.652 | - |
| 0.3413 | 14850 | 0.6811 | - |
| 0.3424 | 14900 | 0.3334 | - |
| 0.3436 | 14950 | 0.565 | - |
| 0.3447 | 15000 | 0.4956 | - |
| 0.3459 | 15050 | 0.7289 | - |
| 0.3470 | 15100 | 0.6103 | - |
| 0.3482 | 15150 | 0.4173 | - |
| 0.3493 | 15200 | 0.2138 | - |
| 0.3505 | 15250 | 0.893 | - |
| 0.3516 | 15300 | 0.5385 | - |
| 0.3528 | 15350 | 0.6386 | - |
| 0.3539 | 15400 | 0.7168 | - |
| 0.3551 | 15450 | 0.1189 | - |
| 0.3562 | 15500 | 0.3046 | - |
| 0.3574 | 15550 | 0.4776 | - |
| 0.3585 | 15600 | 0.7062 | - |
| 0.3597 | 15650 | 0.0972 | - |
| 0.3608 | 15700 | 0.4485 | - |
| 0.3620 | 15750 | 0.5843 | - |
| 0.3631 | 15800 | 0.5656 | - |
| 0.3643 | 15850 | 0.5682 | - |
| 0.3654 | 15900 | 0.416 | - |
| 0.3666 | 15950 | 0.2427 | - |
| 0.3677 | 16000 | 0.4942 | - |
| 0.3689 | 16050 | 0.4734 | - |
| 0.3700 | 16100 | 0.7099 | - |
| 0.3712 | 16150 | 0.5899 | - |
| 0.3723 | 16200 | 0.3502 | - |
| 0.3735 | 16250 | 0.3448 | - |
| 0.3746 | 16300 | 0.6606 | - |
| 0.3758 | 16350 | 0.5239 | - |
| 0.3769 | 16400 | 0.6872 | - |
| 0.3781 | 16450 | 0.2828 | - |
| 0.3792 | 16500 | 0.6973 | - |
| 0.3804 | 16550 | 0.6628 | - |
| 0.3815 | 16600 | 0.6429 | - |
| 0.3827 | 16650 | 0.4321 | - |
| 0.3838 | 16700 | 0.6626 | - |
| 0.3850 | 16750 | 0.5044 | - |
| 0.3861 | 16800 | 0.7683 | - |
| 0.3872 | 16850 | 0.6687 | - |
| 0.3884 | 16900 | 0.5821 | - |
| 0.3895 | 16950 | 0.6572 | - |
| 0.3907 | 17000 | 0.9609 | - |
| 0.3918 | 17050 | 0.0123 | - |
| 0.3930 | 17100 | 0.5649 | - |
| 0.3941 | 17150 | 0.1006 | - |
| 0.3953 | 17200 | 0.003 | - |
| 0.3964 | 17250 | 0.278 | - |
| 0.3976 | 17300 | 0.8632 | - |
| 0.3987 | 17350 | 0.5101 | - |
| 0.3999 | 17400 | 0.8753 | - |
| 0.4010 | 17450 | 0.3195 | - |
| 0.4022 | 17500 | 0.9436 | - |
| 0.4033 | 17550 | 0.9388 | - |
| 0.4045 | 17600 | 0.0097 | - |
| 0.4056 | 17650 | 0.6898 | - |
| 0.4068 | 17700 | 0.035 | - |
| 0.4079 | 17750 | 0.4828 | - |
| 0.4091 | 17800 | 0.1888 | - |
| 0.4102 | 17850 | 0.0354 | - |
| 0.4114 | 17900 | 0.0008 | - |
| 0.4125 | 17950 | 0.2885 | - |
| 0.4137 | 18000 | 0.0624 | - |
| 0.4148 | 18050 | 0.5545 | - |
| 0.4160 | 18100 | 0.5317 | - |
| 0.4171 | 18150 | 0.0207 | - |
| 0.4183 | 18200 | 0.0228 | - |
| 0.4194 | 18250 | 0.0168 | - |
| 0.4206 | 18300 | 0.0935 | - |
| 0.4217 | 18350 | 0.8391 | - |
| 0.4229 | 18400 | 0.0005 | - |
| 0.4240 | 18450 | 0.7018 | - |
| 0.4252 | 18500 | 0.0137 | - |
| 0.4263 | 18550 | 0.0053 | - |
| 0.4275 | 18600 | 0.0307 | - |
| 0.4286 | 18650 | 0.0127 | - |
| 0.4298 | 18700 | 0.2351 | - |
| 0.4309 | 18750 | 0.0047 | - |
| 0.4321 | 18800 | 0.0114 | - |
| 0.4332 | 18850 | 0.0153 | - |
| 0.4344 | 18900 | 0.3732 | - |
| 0.4355 | 18950 | 0.77 | - |
| 0.4367 | 19000 | 0.1298 | - |
| 0.4378 | 19050 | 0.7064 | - |
| 0.4390 | 19100 | 0.0 | - |
| 0.4401 | 19150 | 0.0044 | - |
| 0.4413 | 19200 | 0.7627 | - |
| 0.4424 | 19250 | 0.556 | - |
| 0.4436 | 19300 | 0.2105 | - |
| 0.4447 | 19350 | 0.8194 | - |
| 0.4459 | 19400 | 0.027 | - |
| 0.4470 | 19450 | 0.9308 | - |
| 0.4482 | 19500 | 0.0194 | - |
| 0.4493 | 19550 | 0.0144 | - |
| 0.4505 | 19600 | 0.584 | - |
| 0.4516 | 19650 | 0.0042 | - |
| 0.4527 | 19700 | 0.1354 | - |
| 0.4539 | 19750 | 0.2151 | - |
| 0.4550 | 19800 | 0.0006 | - |
| 0.4562 | 19850 | 0.3085 | - |
| 0.4573 | 19900 | 0.0543 | - |
| 0.4585 | 19950 | 0.0178 | - |
| 0.4596 | 20000 | 0.418 | - |
| 0.4608 | 20050 | 0.019 | - |
| 0.4619 | 20100 | 0.0001 | - |
| 0.4631 | 20150 | 0.5443 | - |
| 0.4642 | 20200 | 0.5111 | - |
| 0.4654 | 20250 | 0.0594 | - |
| 0.4665 | 20300 | 0.0086 | - |
| 0.4677 | 20350 | 0.0064 | - |
| 0.4688 | 20400 | 0.0577 | - |
| 0.4700 | 20450 | 0.0712 | - |
| 0.4711 | 20500 | 0.0271 | - |
| 0.4723 | 20550 | 0.5118 | - |
| 0.4734 | 20600 | 0.1834 | - |
| 0.4746 | 20650 | 0.0116 | - |
| 0.4757 | 20700 | 0.0052 | - |
| 0.4769 | 20750 | 0.7975 | - |
| 0.4780 | 20800 | 0.3037 | - |
| 0.4792 | 20850 | 0.0264 | - |
| 0.4803 | 20900 | 0.6911 | - |
| 0.4815 | 20950 | 0.008 | - |
| 0.4826 | 21000 | 0.0041 | - |
| 0.4838 | 21050 | 0.0379 | - |
| 0.4849 | 21100 | 0.0033 | - |
| 0.4861 | 21150 | 0.0297 | - |
| 0.4872 | 21200 | 0.0147 | - |
| 0.4884 | 21250 | 0.0001 | - |
| 0.4895 | 21300 | 0.0047 | - |
| 0.4907 | 21350 | 0.0247 | - |
| 0.4918 | 21400 | 0.0059 | - |
| 0.4930 | 21450 | 0.5724 | - |
| 0.4941 | 21500 | 0.3113 | - |
| 0.4953 | 21550 | 0.0026 | - |
| 0.4964 | 21600 | 0.835 | - |
| 0.4976 | 21650 | 0.0007 | - |
| 0.4987 | 21700 | 0.029 | - |
| 0.4999 | 21750 | 0.707 | - |
| 0.5010 | 21800 | 0.0211 | - |
| 0.5022 | 21850 | 0.0071 | - |
| 0.5033 | 21900 | 0.0009 | - |
| 0.5045 | 21950 | 0.0319 | - |
| 0.5056 | 22000 | 0.2219 | - |
| 0.5068 | 22050 | 0.0244 | - |
| 0.5079 | 22100 | 0.0341 | - |
| 0.5091 | 22150 | 0.0372 | - |
| 0.5102 | 22200 | 0.3981 | - |
| 0.5114 | 22250 | 0.0627 | - |
| 0.5125 | 22300 | 0.0559 | - |
| 0.5137 | 22350 | 0.5366 | - |
| 0.5148 | 22400 | 0.6952 | - |
| 0.5159 | 22450 | 0.0504 | - |
| 0.5171 | 22500 | 0.5098 | - |
| 0.5182 | 22550 | 0.6538 | - |
| 0.5194 | 22600 | 0.0015 | - |
| 0.5205 | 22650 | 0.0005 | - |
| 0.5217 | 22700 | 0.0974 | - |
| 0.5228 | 22750 | 0.009 | - |
| 0.5240 | 22800 | 0.6559 | - |
| 0.5251 | 22850 | 0.026 | - |
| 0.5263 | 22900 | 0.0049 | - |
| 0.5274 | 22950 | 0.0104 | - |
| 0.5286 | 23000 | 0.7918 | - |
| 0.5297 | 23050 | 0.0007 | - |
| 0.5309 | 23100 | 0.0015 | - |
| 0.5320 | 23150 | 0.2873 | - |
| 0.5332 | 23200 | 0.002 | - |
| 0.5343 | 23250 | 0.0067 | - |
| 0.5355 | 23300 | 0.2943 | - |
| 0.5366 | 23350 | 0.0029 | - |
| 0.5378 | 23400 | 0.0 | - |
| 0.5389 | 23450 | 0.0727 | - |
| 0.5401 | 23500 | 0.0084 | - |
| 0.5412 | 23550 | 0.0 | - |
| 0.5424 | 23600 | 0.0054 | - |
| 0.5435 | 23650 | 0.0004 | - |
| 0.5447 | 23700 | 0.5525 | - |
| 0.5458 | 23750 | 0.0251 | - |
| 0.5470 | 23800 | 0.0269 | - |
| 0.5481 | 23850 | 0.7426 | - |
| 0.5493 | 23900 | 0.0016 | - |
| 0.5504 | 23950 | 0.8143 | - |
| 0.5516 | 24000 | 0.5158 | - |
| 0.5527 | 24050 | 0.0047 | - |
| 0.5539 | 24100 | 0.0067 | - |
| 0.5550 | 24150 | 0.0 | - |
| 0.5562 | 24200 | 0.0045 | - |
| 0.5573 | 24250 | 0.0021 | - |
| 0.5585 | 24300 | 0.0012 | - |
| 0.5596 | 24350 | 0.3501 | - |
| 0.5608 | 24400 | 0.0101 | - |
| 0.5619 | 24450 | 0.0008 | - |
| 0.5631 | 24500 | 0.0112 | - |
| 0.5642 | 24550 | 0.0148 | - |
| 0.5654 | 24600 | 0.2246 | - |
| 0.5665 | 24650 | 0.1538 | - |
| 0.5677 | 24700 | 0.0001 | - |
| 0.5688 | 24750 | 0.0001 | - |
| 0.5700 | 24800 | 0.1296 | - |
| 0.5711 | 24850 | 0.0101 | - |
| 0.5723 | 24900 | 0.0032 | - |
| 0.5734 | 24950 | 0.0714 | - |
| 0.5746 | 25000 | 0.0 | - |
| 0.5757 | 25050 | 0.0886 | - |
| 0.5769 | 25100 | 0.0003 | - |
| 0.5780 | 25150 | 0.0041 | - |
| 0.5792 | 25200 | 0.0151 | - |
| 0.5803 | 25250 | 0.0099 | - |
| 0.5814 | 25300 | 0.0008 | - |
| 0.5826 | 25350 | 0.028 | - |
| 0.5837 | 25400 | 0.1064 | - |
| 0.5849 | 25450 | 0.0373 | - |
| 0.5860 | 25500 | 0.5589 | - |
| 0.5872 | 25550 | 0.2522 | - |
| 0.5883 | 25600 | 0.8553 | - |
| 0.5895 | 25650 | 0.0004 | - |
| 0.5906 | 25700 | 0.6575 | - |
| 0.5918 | 25750 | 0.0034 | - |
| 0.5929 | 25800 | 0.7313 | - |
| 0.5941 | 25850 | 0.8363 | - |
| 0.5952 | 25900 | 0.0156 | - |
| 0.5964 | 25950 | 0.0044 | - |
| 0.5975 | 26000 | 0.1387 | - |
| 0.5987 | 26050 | 0.0487 | - |
| 0.5998 | 26100 | 0.001 | - |
| 0.6010 | 26150 | 0.0004 | - |
| 0.6021 | 26200 | 0.0071 | - |
| 0.6033 | 26250 | 0.0012 | - |
| 0.6044 | 26300 | 0.021 | - |
| 0.6056 | 26350 | 0.0212 | - |
| 0.6067 | 26400 | 0.8472 | - |
| 0.6079 | 26450 | 0.5686 | - |
| 0.6090 | 26500 | 0.0721 | - |
| 0.6102 | 26550 | 0.0235 | - |
| 0.6113 | 26600 | 0.0 | - |
| 0.6125 | 26650 | 0.0098 | - |
| 0.6136 | 26700 | 0.3805 | - |
| 0.6148 | 26750 | 0.0525 | - |
| 0.6159 | 26800 | 0.0139 | - |
| 0.6171 | 26850 | 0.0011 | - |
| 0.6182 | 26900 | 0.0013 | - |
| 0.6194 | 26950 | 0.0058 | - |
| 0.6205 | 27000 | 0.0581 | - |
| 0.6217 | 27050 | 0.477 | - |
| 0.6228 | 27100 | 0.0073 | - |
| 0.6240 | 27150 | 0.0033 | - |
| 0.6251 | 27200 | 0.0082 | - |
| 0.6263 | 27250 | 0.0028 | - |
| 0.6274 | 27300 | 0.0001 | - |
| 0.6286 | 27350 | 0.0265 | - |
| 0.6297 | 27400 | 0.097 | - |
| 0.6309 | 27450 | 0.2339 | - |
| 0.6320 | 27500 | 0.5429 | - |
| 0.6332 | 27550 | 0.3859 | - |
| 0.6343 | 27600 | 0.0116 | - |
| 0.6355 | 27650 | 0.0006 | - |
| 0.6366 | 27700 | 0.0018 | - |
| 0.6378 | 27750 | 0.0197 | - |
| 0.6389 | 27800 | 0.0085 | - |
| 0.6401 | 27850 | 0.0 | - |
| 0.6412 | 27900 | 0.0141 | - |
| 0.6424 | 27950 | 0.1121 | - |
| 0.6435 | 28000 | 0.0123 | - |
| 0.6446 | 28050 | 0.3018 | - |
| 0.6458 | 28100 | 0.7669 | - |
| 0.6469 | 28150 | 0.6745 | - |
| 0.6481 | 28200 | 0.4283 | - |
| 0.6492 | 28250 | 0.0237 | - |
| 0.6504 | 28300 | 0.8327 | - |
| 0.6515 | 28350 | 0.1052 | - |
| 0.6527 | 28400 | 0.4264 | - |
| 0.6538 | 28450 | 0.6714 | - |
| 0.6550 | 28500 | 0.0039 | - |
| 0.6561 | 28550 | 0.0065 | - |
| 0.6573 | 28600 | 0.0178 | - |
| 0.6584 | 28650 | 0.3817 | - |
| 0.6596 | 28700 | 0.0584 | - |
| 0.6607 | 28750 | 0.0217 | - |
| 0.6619 | 28800 | 0.0019 | - |
| 0.6630 | 28850 | 0.4605 | - |
| 0.6642 | 28900 | 0.0049 | - |
| 0.6653 | 28950 | 0.0011 | - |
| 0.6665 | 29000 | 0.569 | - |
| 0.6676 | 29050 | 0.0 | - |
| 0.6688 | 29100 | 0.0874 | - |
| 0.6699 | 29150 | 0.5388 | - |
| 0.6711 | 29200 | 0.4093 | - |
| 0.6722 | 29250 | 0.3076 | - |
| 0.6734 | 29300 | 0.4542 | - |
| 0.6745 | 29350 | 0.2569 | - |
| 0.6757 | 29400 | 0.0155 | - |
| 0.6768 | 29450 | 0.1146 | - |
| 0.6780 | 29500 | 0.1341 | - |
| 0.6791 | 29550 | 0.0304 | - |
| 0.6803 | 29600 | 0.0095 | - |
| 0.6814 | 29650 | 0.443 | - |
| 0.6826 | 29700 | 0.5068 | - |
| 0.6837 | 29750 | 0.024 | - |
| 0.6849 | 29800 | 0.0079 | - |
| 0.6860 | 29850 | 0.1769 | - |
| 0.6872 | 29900 | 0.0001 | - |
| 0.6883 | 29950 | 0.0104 | - |
| 0.6895 | 30000 | 0.4234 | - |
| 0.6906 | 30050 | 0.0042 | - |
| 0.6918 | 30100 | 0.3934 | - |
| 0.6929 | 30150 | 0.0119 | - |
| 0.6941 | 30200 | 0.0012 | - |
| 0.6952 | 30250 | 0.4434 | - |
| 0.6964 | 30300 | 0.6101 | - |
| 0.6975 | 30350 | 0.3655 | - |
| 0.6987 | 30400 | 0.168 | - |
| 0.6998 | 30450 | 0.8202 | - |
| 0.7010 | 30500 | 0.0906 | - |
| 0.7021 | 30550 | 0.0287 | - |
| 0.7033 | 30600 | 0.3671 | - |
| 0.7044 | 30650 | 0.7084 | - |
| 0.7056 | 30700 | 0.3632 | - |
| 0.7067 | 30750 | 0.0027 | - |
| 0.7079 | 30800 | 0.0451 | - |
| 0.7090 | 30850 | 0.3421 | - |
| 0.7101 | 30900 | 0.0077 | - |
| 0.7113 | 30950 | 0.0404 | - |
| 0.7124 | 31000 | 0.7512 | - |
| 0.7136 | 31050 | 0.2898 | - |
| 0.7147 | 31100 | 0.0721 | - |
| 0.7159 | 31150 | 0.009 | - |
| 0.7170 | 31200 | 0.0474 | - |
| 0.7182 | 31250 | 0.0041 | - |
| 0.7193 | 31300 | 0.0249 | - |
| 0.7205 | 31350 | 0.3519 | - |
| 0.7216 | 31400 | 0.0936 | - |
| 0.7228 | 31450 | 0.0049 | - |
| 0.7239 | 31500 | 0.0035 | - |
| 0.7251 | 31550 | 0.0296 | - |
| 0.7262 | 31600 | 0.0264 | - |
| 0.7274 | 31650 | 0.5318 | - |
| 0.7285 | 31700 | 0.0029 | - |
| 0.7297 | 31750 | 0.7741 | - |
| 0.7308 | 31800 | 0.0807 | - |
| 0.7320 | 31850 | 0.0154 | - |
| 0.7331 | 31900 | 0.0181 | - |
| 0.7343 | 31950 | 0.7881 | - |
| 0.7354 | 32000 | 0.2723 | - |
| 0.7366 | 32050 | 0.0549 | - |
| 0.7377 | 32100 | 0.0198 | - |
| 0.7389 | 32150 | 0.0083 | - |
| 0.7400 | 32200 | 0.4985 | - |
| 0.7412 | 32250 | 0.0111 | - |
| 0.7423 | 32300 | 0.0057 | - |
| 0.7435 | 32350 | 0.0393 | - |
| 0.7446 | 32400 | 0.0786 | - |
| 0.7458 | 32450 | 0.1888 | - |
| 0.7469 | 32500 | 0.0382 | - |
| 0.7481 | 32550 | 0.5611 | - |
| 0.7492 | 32600 | 0.0749 | - |
| 0.7504 | 32650 | 0.0064 | - |
| 0.7515 | 32700 | 0.0002 | - |
| 0.7527 | 32750 | 0.0159 | - |
| 0.7538 | 32800 | 0.025 | - |
| 0.7550 | 32850 | 0.0271 | - |
| 0.7561 | 32900 | 0.251 | - |
| 0.7573 | 32950 | 0.0002 | - |
| 0.7584 | 33000 | 0.1407 | - |
| 0.7596 | 33050 | 0.1596 | - |
| 0.7607 | 33100 | 0.0069 | - |
| 0.7619 | 33150 | 0.0655 | - |
| 0.7630 | 33200 | 0.0435 | - |
| 0.7642 | 33250 | 0.0032 | - |
| 0.7653 | 33300 | 0.1908 | - |
| 0.7665 | 33350 | 0.4326 | - |
| 0.7676 | 33400 | 0.1699 | - |
| 0.7688 | 33450 | 0.005 | - |
| 0.7699 | 33500 | 0.4937 | - |
| 0.7711 | 33550 | 0.0635 | - |
| 0.7722 | 33600 | 0.0042 | - |
| 0.7733 | 33650 | 0.0001 | - |
| 0.7745 | 33700 | 0.0088 | - |
| 0.7756 | 33750 | 0.0313 | - |
| 0.7768 | 33800 | 0.0072 | - |
| 0.7779 | 33850 | 0.0291 | - |
| 0.7791 | 33900 | 0.0037 | - |
| 0.7802 | 33950 | 0.0192 | - |
| 0.7814 | 34000 | 0.0017 | - |
| 0.7825 | 34050 | 0.0006 | - |
| 0.7837 | 34100 | 0.0119 | - |
| 0.7848 | 34150 | 0.1647 | - |
| 0.7860 | 34200 | 0.009 | - |
| 0.7871 | 34250 | 0.0004 | - |
| 0.7883 | 34300 | 0.5268 | - |
| 0.7894 | 34350 | 0.0523 | - |
| 0.7906 | 34400 | 0.0537 | - |
| 0.7917 | 34450 | 0.1654 | - |
| 0.7929 | 34500 | 0.0003 | - |
| 0.7940 | 34550 | 0.0021 | - |
| 0.7952 | 34600 | 0.0016 | - |
| 0.7963 | 34650 | 0.0002 | - |
| 0.7975 | 34700 | 0.0001 | - |
| 0.7986 | 34750 | 0.0001 | - |
| 0.7998 | 34800 | 0.0204 | - |
| 0.8009 | 34850 | 0.0047 | - |
| 0.8021 | 34900 | 0.2942 | - |
| 0.8032 | 34950 | 0.0039 | - |
| 0.8044 | 35000 | 0.0237 | - |
| 0.8055 | 35050 | 0.0002 | - |
| 0.8067 | 35100 | 0.0009 | - |
| 0.8078 | 35150 | 0.7804 | - |
| 0.8090 | 35200 | 0.0012 | - |
| 0.8101 | 35250 | 0.0303 | - |
| 0.8113 | 35300 | 0.0265 | - |
| 0.8124 | 35350 | 0.0071 | - |
| 0.8136 | 35400 | 0.0053 | - |
| 0.8147 | 35450 | 0.068 | - |
| 0.8159 | 35500 | 0.0233 | - |
| 0.8170 | 35550 | 0.4748 | - |
| 0.8182 | 35600 | 0.0253 | - |
| 0.8193 | 35650 | 0.0 | - |
| 0.8205 | 35700 | 0.2029 | - |
| 0.8216 | 35750 | 0.0063 | - |
| 0.8228 | 35800 | 0.0179 | - |
| 0.8239 | 35850 | 0.0039 | - |
| 0.8251 | 35900 | 0.0123 | - |
| 0.8262 | 35950 | 0.3021 | - |
| 0.8274 | 36000 | 0.0096 | - |
| 0.8285 | 36050 | 0.3735 | - |
| 0.8297 | 36100 | 0.0281 | - |
| 0.8308 | 36150 | 0.0612 | - |
| 0.8320 | 36200 | 0.028 | - |
| 0.8331 | 36250 | 0.6296 | - |
| 0.8343 | 36300 | 0.1161 | - |
| 0.8354 | 36350 | 0.0249 | - |
| 0.8366 | 36400 | 0.0 | - |
| 0.8377 | 36450 | 0.4144 | - |
| 0.8388 | 36500 | 0.1574 | - |
| 0.8400 | 36550 | 0.0083 | - |
| 0.8411 | 36600 | 0.0385 | - |
| 0.8423 | 36650 | 0.4681 | - |
| 0.8434 | 36700 | 0.0628 | - |
| 0.8446 | 36750 | 0.0005 | - |
| 0.8457 | 36800 | 0.2092 | - |
| 0.8469 | 36850 | 0.009 | - |
| 0.8480 | 36900 | 0.031 | - |
| 0.8492 | 36950 | 0.3659 | - |
| 0.8503 | 37000 | 0.0003 | - |
| 0.8515 | 37050 | 0.0117 | - |
| 0.8526 | 37100 | 0.0061 | - |
| 0.8538 | 37150 | 0.0163 | - |
| 0.8549 | 37200 | 0.0 | - |
| 0.8561 | 37250 | 0.0668 | - |
| 0.8572 | 37300 | 0.0108 | - |
| 0.8584 | 37350 | 0.1344 | - |
| 0.8595 | 37400 | 0.0196 | - |
| 0.8607 | 37450 | 0.0006 | - |
| 0.8618 | 37500 | 0.0005 | - |
| 0.8630 | 37550 | 0.45 | - |
| 0.8641 | 37600 | 0.0002 | - |
| 0.8653 | 37650 | 0.0032 | - |
| 0.8664 | 37700 | 0.0035 | - |
| 0.8676 | 37750 | 0.1411 | - |
| 0.8687 | 37800 | 0.007 | - |
| 0.8699 | 37850 | 0.0015 | - |
| 0.8710 | 37900 | 0.6745 | - |
| 0.8722 | 37950 | 0.0002 | - |
| 0.8733 | 38000 | 0.2138 | - |
| 0.8745 | 38050 | 0.0092 | - |
| 0.8756 | 38100 | 0.4335 | - |
| 0.8768 | 38150 | 0.0011 | - |
| 0.8779 | 38200 | 0.0265 | - |
| 0.8791 | 38250 | 0.6394 | - |
| 0.8802 | 38300 | 0.3108 | - |
| 0.8814 | 38350 | 0.1918 | - |
| 0.8825 | 38400 | 0.0006 | - |
| 0.8837 | 38450 | 0.0075 | - |
| 0.8848 | 38500 | 0.5738 | - |
| 0.8860 | 38550 | 0.008 | - |
| 0.8871 | 38600 | 0.0043 | - |
| 0.8883 | 38650 | 0.7087 | - |
| 0.8894 | 38700 | 0.0044 | - |
| 0.8906 | 38750 | 0.0045 | - |
| 0.8917 | 38800 | 0.0009 | - |
| 0.8929 | 38850 | 0.0118 | - |
| 0.8940 | 38900 | 0.2812 | - |
| 0.8952 | 38950 | 0.0581 | - |
| 0.8963 | 39000 | 0.0016 | - |
| 0.8975 | 39050 | 0.0284 | - |
| 0.8986 | 39100 | 0.0061 | - |
| 0.8998 | 39150 | 0.13 | - |
| 0.9009 | 39200 | 0.0061 | - |
| 0.9021 | 39250 | 0.0508 | - |
| 0.9032 | 39300 | 0.214 | - |
| 0.9043 | 39350 | 0.0032 | - |
| 0.9055 | 39400 | 0.0234 | - |
| 0.9066 | 39450 | 0.0318 | - |
| 0.9078 | 39500 | 0.003 | - |
| 0.9089 | 39550 | 0.3719 | - |
| 0.9101 | 39600 | 0.0092 | - |
| 0.9112 | 39650 | 0.0027 | - |
| 0.9124 | 39700 | 0.3007 | - |
| 0.9135 | 39750 | 0.0535 | - |
| 0.9147 | 39800 | 0.0027 | - |
| 0.9158 | 39850 | 0.8316 | - |
| 0.9170 | 39900 | 0.3543 | - |
| 0.9181 | 39950 | 0.7228 | - |
| 0.9193 | 40000 | 0.4475 | - |
| 0.9204 | 40050 | 0.0044 | - |
| 0.9216 | 40100 | 0.0077 | - |
| 0.9227 | 40150 | 0.0668 | - |
| 0.9239 | 40200 | 0.0036 | - |
| 0.9250 | 40250 | 0.0032 | - |
| 0.9262 | 40300 | 0.035 | - |
| 0.9273 | 40350 | 0.011 | - |
| 0.9285 | 40400 | 0.0 | - |
| 0.9296 | 40450 | 0.5078 | - |
| 0.9308 | 40500 | 0.0003 | - |
| 0.9319 | 40550 | 0.0 | - |
| 0.9331 | 40600 | 0.0 | - |
| 0.9342 | 40650 | 0.0029 | - |
| 0.9354 | 40700 | 0.0001 | - |
| 0.9365 | 40750 | 0.0003 | - |
| 0.9377 | 40800 | 0.2938 | - |
| 0.9388 | 40850 | 0.0059 | - |
| 0.9400 | 40900 | 0.0646 | - |
| 0.9411 | 40950 | 0.0067 | - |
| 0.9423 | 41000 | 0.001 | - |
| 0.9434 | 41050 | 0.7928 | - |
| 0.9446 | 41100 | 0.0013 | - |
| 0.9457 | 41150 | 0.0271 | - |
| 0.9469 | 41200 | 0.0322 | - |
| 0.9480 | 41250 | 0.0127 | - |
| 0.9492 | 41300 | 0.0 | - |
| 0.9503 | 41350 | 0.4948 | - |
| 0.9515 | 41400 | 0.0185 | - |
| 0.9526 | 41450 | 0.4775 | - |
| 0.9538 | 41500 | 0.0046 | - |
| 0.9549 | 41550 | 0.0002 | - |
| 0.9561 | 41600 | 0.352 | - |
| 0.9572 | 41650 | 0.5607 | - |
| 0.9584 | 41700 | 0.0003 | - |
| 0.9595 | 41750 | 0.1911 | - |
| 0.9607 | 41800 | 0.0117 | - |
| 0.9618 | 41850 | 0.0008 | - |
| 0.9630 | 41900 | 0.0029 | - |
| 0.9641 | 41950 | 0.0034 | - |
| 0.9653 | 42000 | 0.0128 | - |
| 0.9664 | 42050 | 0.3599 | - |
| 0.9675 | 42100 | 0.5342 | - |
| 0.9687 | 42150 | 0.0333 | - |
| 0.9698 | 42200 | 0.0358 | - |
| 0.9710 | 42250 | 0.0039 | - |
| 0.9721 | 42300 | 0.0001 | - |
| 0.9733 | 42350 | 0.0066 | - |
| 0.9744 | 42400 | 0.0006 | - |
| 0.9756 | 42450 | 0.0005 | - |
| 0.9767 | 42500 | 0.5468 | - |
| 0.9779 | 42550 | 0.0121 | - |
| 0.9790 | 42600 | 0.0833 | - |
| 0.9802 | 42650 | 0.0152 | - |
| 0.9813 | 42700 | 0.001 | - |
| 0.9825 | 42750 | 0.0074 | - |
| 0.9836 | 42800 | 0.8221 | - |
| 0.9848 | 42850 | 0.0039 | - |
| 0.9859 | 42900 | 0.1647 | - |
| 0.9871 | 42950 | 0.0014 | - |
| 0.9882 | 43000 | 0.0006 | - |
| 0.9894 | 43050 | 0.0008 | - |
| 0.9905 | 43100 | 0.0 | - |
| 0.9917 | 43150 | 0.1409 | - |
| 0.9928 | 43200 | 0.0004 | - |
| 0.9940 | 43250 | 0.0006 | - |
| 0.9951 | 43300 | 0.0634 | - |
| 0.9963 | 43350 | 0.1843 | - |
| 0.9974 | 43400 | 0.0133 | - |
| 0.9986 | 43450 | 0.2553 | - |
| 0.9997 | 43500 | 0.0005 | - |
@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}
}
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