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bertoslav-limited-ner

crabz / bertoslav-limited-ner

Run on huggingface.co
huggingface.co
Total runs: 6
24-hour runs: -1
7-day runs: -5
30-day runs: -17
Model's Last Updated: March 06 2022
token-classification

Introduction of bertoslav-limited-ner

Model Details of bertoslav-limited-ner

Named Entity Recognition based on bertoslav-limited

This model is a fine-tuned version of crabz/bertoslav-limited on the Slovak wikiann dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2119
  • Precision: 0.8986
  • Recall: 0.9174
  • F1: 0.9079
  • Accuracy: 0.9700
Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 24
  • eval_batch_size: 24
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10.0
Training results
Training Loss Epoch Step Validation Loss Precision Recall F1 Accuracy
0.2953 1.0 834 0.1516 0.8413 0.8647 0.8529 0.9549
0.0975 2.0 1668 0.1304 0.8787 0.9056 0.8920 0.9658
0.0487 3.0 2502 0.1405 0.8916 0.8958 0.8937 0.9660
0.025 4.0 3336 0.1658 0.8850 0.9116 0.8981 0.9669
0.0161 5.0 4170 0.1739 0.8974 0.9127 0.9050 0.9693
0.0074 6.0 5004 0.1888 0.8900 0.9144 0.9020 0.9687
0.0051 7.0 5838 0.1996 0.8946 0.9145 0.9044 0.9693
0.0039 8.0 6672 0.2052 0.8993 0.9158 0.9075 0.9697
0.0024 9.0 7506 0.2112 0.8946 0.9171 0.9057 0.9696
0.0018 10.0 8340 0.2119 0.8986 0.9174 0.9079 0.9700
Framework versions
  • Transformers 4.14.0.dev0
  • Pytorch 1.10.0
  • Datasets 1.16.1
  • Tokenizers 0.10.3

Runs of crabz bertoslav-limited-ner on huggingface.co

6
Total runs
-1
24-hour runs
-3
3-day runs
-5
7-day runs
-17
30-day runs

More Information About bertoslav-limited-ner huggingface.co Model

bertoslav-limited-ner huggingface.co

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

bertoslav-limited-ner huggingface.co Url

https://huggingface.co/crabz/bertoslav-limited-ner

crabz bertoslav-limited-ner online free

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

crabz bertoslav-limited-ner online free url in huggingface.co:

https://huggingface.co/crabz/bertoslav-limited-ner

bertoslav-limited-ner install

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

bertoslav-limited-ner install url in huggingface.co:

https://huggingface.co/crabz/bertoslav-limited-ner

Url of bertoslav-limited-ner

bertoslav-limited-ner huggingface.co Url

Provider of bertoslav-limited-ner huggingface.co

crabz
ORGANIZATIONS
huggingface.co

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