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TweetEval_BERT_5E

Etelis / TweetEval_BERT_5E

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Total runs: 7
24-hour runs: 0
7-day runs: 1
30-day runs: -3
Model's Last Updated: November 29 2022
text-classification

Introduction of TweetEval_BERT_5E

Model Details of TweetEval_BERT_5E

TweetEval_BERT_5E

This model is a fine-tuned version of bert-base-cased on the tweet_eval dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5419
  • Accuracy: 0.9267
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: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5
Training results
Training Loss Epoch Step Validation Loss Accuracy
0.6264 0.04 50 0.5266 0.74
0.5054 0.08 100 0.5959 0.6333
0.4732 0.12 150 0.3524 0.86
0.3916 0.16 200 0.3195 0.8667
0.3477 0.2 250 0.2878 0.8867
0.3116 0.24 300 0.2903 0.92
0.3039 0.28 350 0.2488 0.8933
0.2633 0.32 400 0.2530 0.92
0.2667 0.37 450 0.2125 0.9267
0.2604 0.41 500 0.2628 0.8867
0.278 0.45 550 0.2322 0.8867
0.2625 0.49 600 0.1903 0.92
0.2808 0.53 650 0.2400 0.8933
0.2396 0.57 700 0.2184 0.9067
0.2571 0.61 750 0.1906 0.9133
0.2676 0.65 800 0.2467 0.9067
0.2288 0.69 850 0.2038 0.9133
0.2959 0.73 900 0.1941 0.9
0.2619 0.77 950 0.2100 0.9333
0.2504 0.81 1000 0.1523 0.9333
0.2338 0.85 1050 0.1429 0.94
0.2529 0.89 1100 0.1269 0.94
0.2238 0.93 1150 0.1722 0.9333
0.2295 0.97 1200 0.1874 0.94
0.2089 1.01 1250 0.2214 0.9067
0.1406 1.06 1300 0.3410 0.9133
0.1587 1.1 1350 0.3330 0.9133
0.1732 1.14 1400 0.2716 0.9133
0.195 1.18 1450 0.3726 0.92
0.1777 1.22 1500 0.2430 0.9267
0.1433 1.26 1550 0.3011 0.9267
0.1333 1.3 1600 0.2489 0.9333
0.1516 1.34 1650 0.3340 0.9267
0.1774 1.38 1700 0.2497 0.8933
0.1608 1.42 1750 0.3234 0.9
0.1534 1.46 1800 0.3383 0.9133
0.1287 1.5 1850 0.3134 0.9133
0.1422 1.54 1900 0.3330 0.9
0.1578 1.58 1950 0.3281 0.9133
0.1786 1.62 2000 0.2939 0.9267
0.2019 1.66 2050 0.3535 0.9
0.1995 1.7 2100 0.3032 0.9067
0.159 1.75 2150 0.2598 0.9267
0.1493 1.79 2200 0.2391 0.9267
0.1748 1.83 2250 0.2258 0.92
0.1783 1.87 2300 0.2749 0.9133
0.1619 1.91 2350 0.2699 0.92
0.1378 1.95 2400 0.2776 0.9067
0.1529 1.99 2450 0.2235 0.9333
0.1071 2.03 2500 0.2841 0.9267
0.0812 2.07 2550 0.3178 0.9267
0.0464 2.11 2600 0.3567 0.92
0.1108 2.15 2650 0.2723 0.92
0.0845 2.19 2700 0.2774 0.9267
0.0795 2.23 2750 0.3027 0.9267
0.0403 2.27 2800 0.3566 0.9267
0.0664 2.31 2850 0.4015 0.92
0.0659 2.35 2900 0.4298 0.9067
0.1059 2.39 2950 0.4028 0.92
0.105 2.44 3000 0.3701 0.92
0.0808 2.48 3050 0.3206 0.9267
0.0811 2.52 3100 0.3644 0.9133
0.0458 2.56 3150 0.3781 0.9267
0.0764 2.6 3200 0.3749 0.9267
0.0567 2.64 3250 0.3995 0.92
0.0971 2.68 3300 0.3455 0.92
0.0579 2.72 3350 0.4508 0.92
0.0853 2.76 3400 0.4350 0.92
0.0577 2.8 3450 0.3804 0.9333
0.0732 2.84 3500 0.4387 0.92
0.0874 2.88 3550 0.3885 0.9333
0.1031 2.92 3600 0.3937 0.92
0.0335 2.96 3650 0.4963 0.8933
0.0913 3.0 3700 0.3827 0.9333
0.047 3.04 3750 0.4136 0.92
0.0531 3.08 3800 0.4362 0.92
0.0265 3.12 3850 0.4857 0.92
0.038 3.17 3900 0.4425 0.92
0.0294 3.21 3950 0.4347 0.92
0.0367 3.25 4000 0.4291 0.9333
0.0102 3.29 4050 0.5178 0.9267
0.0311 3.33 4100 0.4784 0.9267
0.0274 3.37 4150 0.5421 0.9267
0.0275 3.41 4200 0.5194 0.92
0.0795 3.45 4250 0.4788 0.92
0.0413 3.49 4300 0.4393 0.9267
0.0373 3.53 4350 0.4965 0.92
0.0303 3.57 4400 0.4284 0.9267
0.0248 3.61 4450 0.4476 0.9267
0.0557 3.65 4500 0.4690 0.92
0.0358 3.69 4550 0.4774 0.9133
0.0194 3.73 4600 0.4755 0.92
0.0473 3.77 4650 0.4637 0.92
0.0133 3.81 4700 0.4868 0.92
0.0204 3.86 4750 0.4886 0.9267
0.0338 3.9 4800 0.5101 0.9267
0.0424 3.94 4850 0.4812 0.9267
0.0237 3.98 4900 0.4837 0.9267
0.0372 4.02 4950 0.5000 0.9267
0.0254 4.06 5000 0.5210 0.92
0.024 4.1 5050 0.5272 0.92
0.0117 4.14 5100 0.5447 0.92
0.018 4.18 5150 0.5353 0.92
0.0097 4.22 5200 0.5415 0.9267
0.0151 4.26 5250 0.5447 0.9267
0.0118 4.3 5300 0.5285 0.9267
0.0004 4.34 5350 0.5399 0.9267
0.0102 4.38 5400 0.5552 0.9267
0.0012 4.42 5450 0.5689 0.92
0.02 4.46 5500 0.5619 0.9267
0.0056 4.5 5550 0.5784 0.92
0.0271 4.55 5600 0.5766 0.92
0.0191 4.59 5650 0.5662 0.92
0.0311 4.63 5700 0.5514 0.9267
0.0167 4.67 5750 0.5510 0.9267
0.0293 4.71 5800 0.5571 0.9267
0.0304 4.75 5850 0.5494 0.92
0.0161 4.79 5900 0.5469 0.9267
0.0017 4.83 5950 0.5468 0.9267
0.0176 4.87 6000 0.5426 0.9267
0.0094 4.91 6050 0.5402 0.9267
0.0041 4.95 6100 0.5416 0.9267
0.0281 4.99 6150 0.5419 0.9267
Framework versions
  • Transformers 4.24.0
  • Pytorch 1.13.0
  • Datasets 2.3.2
  • Tokenizers 0.13.2

Runs of Etelis TweetEval_BERT_5E on huggingface.co

7
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0
24-hour runs
1
3-day runs
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7-day runs
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30-day runs

More Information About TweetEval_BERT_5E huggingface.co Model

More TweetEval_BERT_5E license Visit here:

https://choosealicense.com/licenses/apache-2.0

TweetEval_BERT_5E huggingface.co

TweetEval_BERT_5E huggingface.co is an AI model on huggingface.co that provides TweetEval_BERT_5E's model effect (), which can be used instantly with this Etelis TweetEval_BERT_5E model. huggingface.co supports a free trial of the TweetEval_BERT_5E model, and also provides paid use of the TweetEval_BERT_5E. Support call TweetEval_BERT_5E model through api, including Node.js, Python, http.

TweetEval_BERT_5E huggingface.co Url

https://huggingface.co/Etelis/TweetEval_BERT_5E

Etelis TweetEval_BERT_5E online free

TweetEval_BERT_5E huggingface.co is an online trial and call api platform, which integrates TweetEval_BERT_5E's modeling effects, including api services, and provides a free online trial of TweetEval_BERT_5E, you can try TweetEval_BERT_5E online for free by clicking the link below.

Etelis TweetEval_BERT_5E online free url in huggingface.co:

https://huggingface.co/Etelis/TweetEval_BERT_5E

TweetEval_BERT_5E install

TweetEval_BERT_5E is an open source model from GitHub that offers a free installation service, and any user can find TweetEval_BERT_5E on GitHub to install. At the same time, huggingface.co provides the effect of TweetEval_BERT_5E install, users can directly use TweetEval_BERT_5E installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

TweetEval_BERT_5E install url in huggingface.co:

https://huggingface.co/Etelis/TweetEval_BERT_5E

Url of TweetEval_BERT_5E

TweetEval_BERT_5E huggingface.co Url

Provider of TweetEval_BERT_5E huggingface.co

Etelis
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