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---
license: apache-2.0
base_model: google-t5/t5-base
tags:
- generated_from_trainer
metrics:
- rouge
model-index:
- name: t5-base-finetuned-stocknews_2000_longshort_100
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# t5-base-finetuned-stocknews_2000_longshort_100

This model is a fine-tuned version of [google-t5/t5-base](https://huggingface.co/google-t5/t5-base) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 1.2433
- Rouge1: 47.379
- Rouge2: 37.1581
- Rougel: 44.4701
- Rougelsum: 44.9076
- Gen Len: 18.9725

## 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: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 150
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step  | Validation Loss | Rouge1  | Rouge2  | Rougel  | Rougelsum | Gen Len |
|:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|
| No log        | 1.0   | 200   | 0.9141          | 38.5343 | 24.2777 | 34.8367 | 35.2768   | 18.93   |
| No log        | 2.0   | 400   | 0.8487          | 40.3489 | 26.7081 | 36.8437 | 37.2973   | 18.905  |
| 0.9964        | 3.0   | 600   | 0.8132          | 40.5675 | 26.9863 | 37.1398 | 37.6554   | 18.92   |
| 0.9964        | 4.0   | 800   | 0.7866          | 40.9242 | 27.5104 | 37.3596 | 37.8172   | 18.9175 |
| 0.7772        | 5.0   | 1000  | 0.7671          | 42.9708 | 29.7805 | 39.4356 | 39.9334   | 18.925  |
| 0.7772        | 6.0   | 1200  | 0.7591          | 43.3101 | 30.5015 | 39.8299 | 40.3437   | 18.9225 |
| 0.7772        | 7.0   | 1400  | 0.7478          | 43.3538 | 30.7684 | 40.0205 | 40.4603   | 18.915  |
| 0.6424        | 8.0   | 1600  | 0.7443          | 43.691  | 31.528  | 40.5718 | 41.0246   | 18.94   |
| 0.6424        | 9.0   | 1800  | 0.7403          | 44.2767 | 32.1741 | 40.9753 | 41.4431   | 18.935  |
| 0.5559        | 10.0  | 2000  | 0.7445          | 44.2641 | 32.2749 | 41.238  | 41.6911   | 18.9325 |
| 0.5559        | 11.0  | 2200  | 0.7402          | 44.9439 | 33.2834 | 41.8866 | 42.3044   | 18.9375 |
| 0.5559        | 12.0  | 2400  | 0.7453          | 44.8006 | 33.0754 | 41.69   | 42.1809   | 18.94   |
| 0.4838        | 13.0  | 2600  | 0.7466          | 45.861  | 34.1523 | 42.8088 | 43.2566   | 18.9425 |
| 0.4838        | 14.0  | 2800  | 0.7469          | 45.5954 | 34.1822 | 42.7063 | 43.1481   | 18.9425 |
| 0.4255        | 15.0  | 3000  | 0.7520          | 45.6216 | 34.4968 | 42.7157 | 43.1601   | 18.9425 |
| 0.4255        | 16.0  | 3200  | 0.7630          | 45.8129 | 34.5464 | 42.8766 | 43.3734   | 18.9425 |
| 0.4255        | 17.0  | 3400  | 0.7691          | 45.5398 | 34.1635 | 42.7054 | 43.2133   | 18.9475 |
| 0.374         | 18.0  | 3600  | 0.7794          | 45.956  | 34.9695 | 43.2425 | 43.7921   | 18.9475 |
| 0.374         | 19.0  | 3800  | 0.7858          | 46.3277 | 35.375  | 43.5397 | 44.0538   | 18.95   |
| 0.3378        | 20.0  | 4000  | 0.7908          | 45.7738 | 34.8592 | 43.0466 | 43.5114   | 18.97   |
| 0.3378        | 21.0  | 4200  | 0.8030          | 46.4438 | 35.484  | 43.5796 | 43.9963   | 18.9725 |
| 0.3378        | 22.0  | 4400  | 0.8122          | 46.3839 | 35.5331 | 43.5935 | 44.0138   | 18.97   |
| 0.2962        | 23.0  | 4600  | 0.8170          | 46.1935 | 35.3128 | 43.3188 | 43.7615   | 18.9475 |
| 0.2962        | 24.0  | 4800  | 0.8259          | 46.7935 | 35.9441 | 43.7662 | 44.2772   | 18.95   |
| 0.2696        | 25.0  | 5000  | 0.8331          | 46.6253 | 35.8821 | 43.727  | 44.1886   | 18.9525 |
| 0.2696        | 26.0  | 5200  | 0.8374          | 46.5525 | 35.9618 | 43.7777 | 44.1759   | 18.9525 |
| 0.2696        | 27.0  | 5400  | 0.8538          | 46.4477 | 35.7819 | 43.5644 | 43.9848   | 18.9525 |
| 0.2399        | 28.0  | 5600  | 0.8612          | 46.7679 | 36.2854 | 44.1508 | 44.5167   | 18.9525 |
| 0.2399        | 29.0  | 5800  | 0.8620          | 46.7708 | 36.1656 | 43.9684 | 44.3859   | 18.9525 |
| 0.218         | 30.0  | 6000  | 0.8781          | 46.93   | 36.5689 | 44.4382 | 44.8294   | 18.9525 |
| 0.218         | 31.0  | 6200  | 0.8809          | 46.9622 | 36.5912 | 44.2164 | 44.6975   | 18.9525 |
| 0.218         | 32.0  | 6400  | 0.8909          | 46.9908 | 36.4725 | 44.145  | 44.6297   | 18.9725 |
| 0.1979        | 33.0  | 6600  | 0.9007          | 47.0094 | 36.5598 | 44.1484 | 44.6246   | 18.9725 |
| 0.1979        | 34.0  | 6800  | 0.9032          | 47.0099 | 36.4015 | 43.9565 | 44.511    | 18.9525 |
| 0.1803        | 35.0  | 7000  | 0.9113          | 47.0771 | 36.4655 | 44.0139 | 44.4934   | 18.9525 |
| 0.1803        | 36.0  | 7200  | 0.9193          | 47.0419 | 36.6874 | 44.1141 | 44.5545   | 18.9525 |
| 0.1803        | 37.0  | 7400  | 0.9276          | 47.0573 | 36.7703 | 44.2841 | 44.7604   | 18.9525 |
| 0.1619        | 38.0  | 7600  | 0.9363          | 47.3043 | 37.0269 | 44.4301 | 44.8272   | 18.9525 |
| 0.1619        | 39.0  | 7800  | 0.9370          | 47.015  | 36.6241 | 44.1216 | 44.4495   | 18.9525 |
| 0.1516        | 40.0  | 8000  | 0.9524          | 47.2931 | 36.7869 | 44.356  | 44.7442   | 18.9525 |
| 0.1516        | 41.0  | 8200  | 0.9585          | 47.1871 | 36.7163 | 44.2597 | 44.6574   | 18.9525 |
| 0.1516        | 42.0  | 8400  | 0.9633          | 47.2776 | 36.7057 | 44.336  | 44.7328   | 18.9525 |
| 0.1374        | 43.0  | 8600  | 0.9690          | 47.2502 | 36.759  | 44.4381 | 44.8798   | 18.9525 |
| 0.1374        | 44.0  | 8800  | 0.9791          | 47.3719 | 36.8917 | 44.577  | 44.9546   | 18.9525 |
| 0.1258        | 45.0  | 9000  | 0.9796          | 47.3306 | 36.9041 | 44.4739 | 44.8264   | 18.9725 |
| 0.1258        | 46.0  | 9200  | 0.9824          | 47.1484 | 36.847  | 44.2686 | 44.6887   | 18.9525 |
| 0.1258        | 47.0  | 9400  | 1.0006          | 47.1981 | 36.8111 | 44.3574 | 44.7138   | 18.9525 |
| 0.1179        | 48.0  | 9600  | 0.9993          | 47.314  | 36.7132 | 44.0765 | 44.5151   | 18.9525 |
| 0.1179        | 49.0  | 9800  | 1.0100          | 47.0527 | 36.7627 | 44.1905 | 44.5119   | 18.9525 |
| 0.1095        | 50.0  | 10000 | 1.0155          | 47.127  | 36.773  | 44.3325 | 44.6517   | 18.9525 |
| 0.1095        | 51.0  | 10200 | 1.0182          | 47.1701 | 36.7509 | 44.2938 | 44.6916   | 18.9725 |
| 0.1095        | 52.0  | 10400 | 1.0242          | 47.2623 | 36.8327 | 44.4037 | 44.7943   | 18.9725 |
| 0.1004        | 53.0  | 10600 | 1.0275          | 47.5715 | 37.1557 | 44.6796 | 45.0297   | 18.9725 |
| 0.1004        | 54.0  | 10800 | 1.0359          | 47.3342 | 36.9982 | 44.469  | 44.8337   | 18.9525 |
| 0.0936        | 55.0  | 11000 | 1.0366          | 47.6092 | 37.1985 | 44.7346 | 45.0989   | 18.9725 |
| 0.0936        | 56.0  | 11200 | 1.0535          | 47.6625 | 37.2267 | 44.6937 | 45.0813   | 18.9525 |
| 0.0936        | 57.0  | 11400 | 1.0434          | 47.1472 | 36.736  | 44.3177 | 44.641    | 18.9525 |
| 0.0868        | 58.0  | 11600 | 1.0535          | 47.1669 | 36.63   | 44.3785 | 44.7253   | 18.9525 |
| 0.0868        | 59.0  | 11800 | 1.0524          | 47.0978 | 36.46   | 44.1152 | 44.4164   | 18.9525 |
| 0.0816        | 60.0  | 12000 | 1.0629          | 46.9521 | 36.4969 | 44.0844 | 44.4438   | 18.9725 |
| 0.0816        | 61.0  | 12200 | 1.0650          | 47.2896 | 36.9284 | 44.4427 | 44.8343   | 18.9725 |
| 0.0816        | 62.0  | 12400 | 1.0756          | 47.2056 | 36.6007 | 44.2689 | 44.6388   | 18.9725 |
| 0.0763        | 63.0  | 12600 | 1.0757          | 47.2394 | 36.8165 | 44.256  | 44.561    | 18.9725 |
| 0.0763        | 64.0  | 12800 | 1.0808          | 47.2861 | 36.8009 | 44.3111 | 44.6663   | 18.9725 |
| 0.0739        | 65.0  | 13000 | 1.0871          | 47.0393 | 36.4886 | 44.108  | 44.4587   | 18.9725 |
| 0.0739        | 66.0  | 13200 | 1.0935          | 47.0034 | 36.6509 | 43.99   | 44.3965   | 18.9525 |
| 0.0739        | 67.0  | 13400 | 1.0916          | 47.0806 | 36.6237 | 44.0661 | 44.5176   | 18.9725 |
| 0.068         | 68.0  | 13600 | 1.1006          | 47.1444 | 36.5177 | 44.2365 | 44.6788   | 18.9725 |
| 0.068         | 69.0  | 13800 | 1.1053          | 47.0907 | 36.4401 | 44.1416 | 44.5535   | 18.9725 |
| 0.0643        | 70.0  | 14000 | 1.1006          | 47.2846 | 36.7274 | 44.3121 | 44.7264   | 18.9725 |
| 0.0643        | 71.0  | 14200 | 1.1139          | 47.4036 | 36.9528 | 44.5044 | 44.9003   | 18.9725 |
| 0.0643        | 72.0  | 14400 | 1.1099          | 47.3805 | 37.0484 | 44.5352 | 44.935    | 18.9725 |
| 0.0623        | 73.0  | 14600 | 1.1126          | 47.2923 | 36.7686 | 44.3123 | 44.717    | 18.9725 |
| 0.0623        | 74.0  | 14800 | 1.1197          | 47.316  | 36.8541 | 44.3815 | 44.8115   | 18.9725 |
| 0.0581        | 75.0  | 15000 | 1.1175          | 47.3956 | 36.9679 | 44.3779 | 44.8287   | 18.9725 |
| 0.0581        | 76.0  | 15200 | 1.1334          | 47.0912 | 36.6596 | 44.2089 | 44.6322   | 18.9725 |
| 0.0581        | 77.0  | 15400 | 1.1302          | 47.3066 | 36.8107 | 44.4113 | 44.8553   | 18.9725 |
| 0.0548        | 78.0  | 15600 | 1.1360          | 47.3241 | 36.9129 | 44.5069 | 44.922    | 18.9725 |
| 0.0548        | 79.0  | 15800 | 1.1353          | 47.2705 | 37.0027 | 44.4539 | 44.8693   | 18.9725 |
| 0.0525        | 80.0  | 16000 | 1.1394          | 47.2088 | 36.8393 | 44.3551 | 44.7349   | 18.9725 |
| 0.0525        | 81.0  | 16200 | 1.1467          | 47.1913 | 36.7994 | 44.3602 | 44.7693   | 18.9725 |
| 0.0525        | 82.0  | 16400 | 1.1516          | 47.0243 | 36.6827 | 44.2269 | 44.5925   | 18.9725 |
| 0.0499        | 83.0  | 16600 | 1.1481          | 47.2883 | 36.7582 | 44.5134 | 44.8985   | 18.9725 |
| 0.0499        | 84.0  | 16800 | 1.1481          | 47.2414 | 36.8938 | 44.4629 | 44.8504   | 18.9725 |
| 0.0488        | 85.0  | 17000 | 1.1659          | 47.0325 | 36.7187 | 44.1609 | 44.574    | 18.9725 |
| 0.0488        | 86.0  | 17200 | 1.1608          | 47.0348 | 36.7733 | 44.2843 | 44.755    | 18.9725 |
| 0.0488        | 87.0  | 17400 | 1.1620          | 47.289  | 36.957  | 44.3967 | 44.833    | 18.9725 |
| 0.0459        | 88.0  | 17600 | 1.1640          | 47.2488 | 37.0562 | 44.4618 | 44.8901   | 18.9725 |
| 0.0459        | 89.0  | 17800 | 1.1611          | 47.253  | 36.8942 | 44.3236 | 44.7534   | 18.9725 |
| 0.0433        | 90.0  | 18000 | 1.1713          | 47.0768 | 36.7887 | 44.1503 | 44.6221   | 18.9725 |
| 0.0433        | 91.0  | 18200 | 1.1760          | 47.2611 | 36.91   | 44.3145 | 44.7267   | 18.9725 |
| 0.0433        | 92.0  | 18400 | 1.1742          | 47.1569 | 36.8205 | 44.1965 | 44.6291   | 18.9725 |
| 0.0429        | 93.0  | 18600 | 1.1802          | 47.1488 | 36.8472 | 44.2746 | 44.7273   | 18.9725 |
| 0.0429        | 94.0  | 18800 | 1.1776          | 47.1428 | 36.8405 | 44.2248 | 44.677    | 18.9725 |
| 0.0406        | 95.0  | 19000 | 1.1787          | 47.2424 | 37.0243 | 44.3605 | 44.8277   | 18.9725 |
| 0.0406        | 96.0  | 19200 | 1.1888          | 46.9867 | 36.8466 | 44.138  | 44.6028   | 18.9725 |
| 0.0406        | 97.0  | 19400 | 1.1842          | 47.221  | 36.9451 | 44.3828 | 44.8279   | 18.9725 |
| 0.0402        | 98.0  | 19600 | 1.1931          | 47.3532 | 36.9798 | 44.4183 | 44.8908   | 18.9725 |
| 0.0402        | 99.0  | 19800 | 1.1910          | 47.3024 | 37.0443 | 44.4254 | 44.8128   | 18.9725 |
| 0.0379        | 100.0 | 20000 | 1.1866          | 47.0876 | 36.7997 | 44.2002 | 44.5963   | 18.9725 |
| 0.0379        | 101.0 | 20200 | 1.1954          | 47.3442 | 36.8921 | 44.5062 | 44.9326   | 18.9725 |
| 0.0379        | 102.0 | 20400 | 1.1932          | 47.3439 | 36.9949 | 44.4978 | 44.9289   | 18.9725 |
| 0.0371        | 103.0 | 20600 | 1.1995          | 47.4909 | 37.1924 | 44.627  | 44.9876   | 18.9725 |
| 0.0371        | 104.0 | 20800 | 1.1873          | 47.3608 | 37.1436 | 44.5186 | 44.8913   | 18.9725 |
| 0.0371        | 105.0 | 21000 | 1.2004          | 47.2225 | 36.947  | 44.2986 | 44.7392   | 18.9725 |
| 0.0371        | 106.0 | 21200 | 1.2038          | 47.3322 | 37.1391 | 44.4508 | 44.8944   | 18.9725 |
| 0.0371        | 107.0 | 21400 | 1.2032          | 47.4927 | 37.2393 | 44.5274 | 44.9546   | 18.9725 |
| 0.0351        | 108.0 | 21600 | 1.2088          | 47.1914 | 36.9084 | 44.2846 | 44.6942   | 18.9725 |
| 0.0351        | 109.0 | 21800 | 1.2055          | 47.1807 | 37.0308 | 44.2609 | 44.6812   | 18.9725 |
| 0.0342        | 110.0 | 22000 | 1.2033          | 47.3249 | 37.188  | 44.4933 | 44.9173   | 18.9725 |
| 0.0342        | 111.0 | 22200 | 1.2109          | 47.3209 | 37.2169 | 44.43   | 44.8419   | 18.9725 |
| 0.0342        | 112.0 | 22400 | 1.2112          | 47.2884 | 37.0231 | 44.4526 | 44.8678   | 18.9725 |
| 0.0339        | 113.0 | 22600 | 1.2122          | 47.4514 | 37.1338 | 44.5042 | 44.9023   | 18.9725 |
| 0.0339        | 114.0 | 22800 | 1.2133          | 47.4942 | 37.2246 | 44.6414 | 45.0367   | 18.9725 |
| 0.0319        | 115.0 | 23000 | 1.2188          | 47.3496 | 37.07   | 44.4763 | 44.8769   | 18.9725 |
| 0.0319        | 116.0 | 23200 | 1.2196          | 47.3476 | 37.0494 | 44.4154 | 44.8526   | 18.9725 |
| 0.0319        | 117.0 | 23400 | 1.2184          | 47.3939 | 37.0739 | 44.4843 | 44.8791   | 18.9725 |
| 0.0318        | 118.0 | 23600 | 1.2153          | 47.297  | 37.1253 | 44.4336 | 44.8667   | 18.9725 |
| 0.0318        | 119.0 | 23800 | 1.2204          | 47.2655 | 37.0161 | 44.315  | 44.7425   | 18.9725 |
| 0.031         | 120.0 | 24000 | 1.2300          | 47.1659 | 36.9164 | 44.2885 | 44.6854   | 18.9725 |
| 0.031         | 121.0 | 24200 | 1.2244          | 47.2323 | 37.0646 | 44.3231 | 44.7741   | 18.9725 |
| 0.031         | 122.0 | 24400 | 1.2246          | 47.2887 | 37.1099 | 44.4102 | 44.8013   | 18.9725 |
| 0.0314        | 123.0 | 24600 | 1.2227          | 47.2844 | 37.1004 | 44.477  | 44.8791   | 18.9725 |
| 0.0314        | 124.0 | 24800 | 1.2261          | 47.4595 | 37.182  | 44.525  | 44.9282   | 18.9725 |
| 0.0299        | 125.0 | 25000 | 1.2250          | 47.4474 | 37.1837 | 44.4691 | 44.8932   | 18.9725 |
| 0.0299        | 126.0 | 25200 | 1.2270          | 47.3974 | 37.1118 | 44.4632 | 44.8601   | 18.9725 |
| 0.0299        | 127.0 | 25400 | 1.2268          | 47.4627 | 37.1918 | 44.5778 | 45.0057   | 18.9725 |
| 0.0304        | 128.0 | 25600 | 1.2300          | 47.5374 | 37.3058 | 44.5345 | 44.9816   | 18.9725 |
| 0.0304        | 129.0 | 25800 | 1.2320          | 47.5205 | 37.2863 | 44.5928 | 44.9842   | 18.9725 |
| 0.0283        | 130.0 | 26000 | 1.2337          | 47.3531 | 37.2235 | 44.538  | 44.9476   | 18.9725 |
| 0.0283        | 131.0 | 26200 | 1.2374          | 47.3214 | 37.0934 | 44.5008 | 44.897    | 18.9725 |
| 0.0283        | 132.0 | 26400 | 1.2372          | 47.3673 | 37.0916 | 44.4828 | 44.9017   | 18.9725 |
| 0.0292        | 133.0 | 26600 | 1.2376          | 47.3677 | 37.065  | 44.4243 | 44.8378   | 18.9725 |
| 0.0292        | 134.0 | 26800 | 1.2361          | 47.3707 | 37.1482 | 44.4561 | 44.8555   | 18.9725 |
| 0.0277        | 135.0 | 27000 | 1.2375          | 47.1611 | 37.016  | 44.2671 | 44.7125   | 18.9725 |
| 0.0277        | 136.0 | 27200 | 1.2408          | 47.2849 | 37.0969 | 44.4603 | 44.8522   | 18.9725 |
| 0.0277        | 137.0 | 27400 | 1.2387          | 47.3732 | 37.1009 | 44.4399 | 44.8788   | 18.9725 |
| 0.0287        | 138.0 | 27600 | 1.2379          | 47.3887 | 37.1236 | 44.4965 | 44.946    | 18.9725 |
| 0.0287        | 139.0 | 27800 | 1.2413          | 47.2686 | 37.0526 | 44.4412 | 44.8908   | 18.9725 |
| 0.0275        | 140.0 | 28000 | 1.2436          | 47.1805 | 36.9982 | 44.2954 | 44.7762   | 18.9725 |
| 0.0275        | 141.0 | 28200 | 1.2419          | 47.3737 | 37.1899 | 44.5507 | 45.0069   | 18.9725 |
| 0.0275        | 142.0 | 28400 | 1.2420          | 47.3535 | 37.1088 | 44.4099 | 44.8821   | 18.9725 |
| 0.0275        | 143.0 | 28600 | 1.2417          | 47.3146 | 37.0719 | 44.3936 | 44.8605   | 18.9725 |
| 0.0275        | 144.0 | 28800 | 1.2416          | 47.2858 | 37.0775 | 44.4035 | 44.8692   | 18.9725 |
| 0.0277        | 145.0 | 29000 | 1.2418          | 47.3574 | 37.1278 | 44.4706 | 44.9182   | 18.9725 |
| 0.0277        | 146.0 | 29200 | 1.2423          | 47.4899 | 37.2542 | 44.5283 | 44.9664   | 18.9725 |
| 0.0277        | 147.0 | 29400 | 1.2426          | 47.3521 | 37.1389 | 44.434  | 44.8793   | 18.9725 |
| 0.0276        | 148.0 | 29600 | 1.2428          | 47.3361 | 37.1177 | 44.4202 | 44.8607   | 18.9725 |
| 0.0276        | 149.0 | 29800 | 1.2431          | 47.3633 | 37.1581 | 44.4518 | 44.8961   | 18.9725 |
| 0.0272        | 150.0 | 30000 | 1.2433          | 47.379  | 37.1581 | 44.4701 | 44.9076   | 18.9725 |


### Framework versions

- Transformers 4.38.1
- Pytorch 2.1.2
- Datasets 2.1.0
- Tokenizers 0.15.2