scales-okn / ontology-information

huggingface.co
Total runs: 15
24-hour runs: 0
7-day runs: -5
30-day runs: -17
Model's Last Updated: August 06 2026
text-classification

Introduction of ontology-information

Model Details of ontology-information

ontology-information

This model is a fine-tuned version of scales-okn/docket-language-model on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0160
  • Accuracy: 0.9963
  • F1: 0.9938
  • Precision: 1.0
  • Recall: 0.9877
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: 3e-05
  • train_batch_size: 2
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 8
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.06
  • num_epochs: 5
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Precision Recall
0.0031 0.74 100 0.0611 0.9776 0.9625 0.9747 0.9506
0.0027 1.49 200 0.0160 0.9963 0.9938 1.0 0.9877
0.0003 2.24 300 0.0266 0.9925 0.9875 1.0 0.9753
0.0003 2.98 400 0.0325 0.9963 0.9938 1.0 0.9877
0.0002 3.73 500 0.0312 0.9963 0.9938 1.0 0.9877
0.0001 4.48 600 0.0326 0.9963 0.9938 1.0 0.9877
Framework versions
  • Transformers 4.19.2
  • Pytorch 1.11.0+cu113
  • Datasets 1.18.3
  • Tokenizers 0.11.0
Public release information

This model is released by the SCALES Open Knowledge Network under the GNU General Public License v3.0. It is derived from scales-okn/docket-language-model and is intended for research and development involving legal-document classification or information extraction. It is not legal advice.

The organization has reviewed the release decision and confirmed that the model's training data and resulting weights are legally and ethically releasable. Users are responsible for evaluating accuracy, bias, privacy, and fitness for their own use.

The repository includes PyTorch .bin artifacts. Hugging Face's server-side security scan reported no file issues before publication. As with any serialized model artifact, load it only with maintained libraries and in an appropriately isolated environment.

Runs of scales-okn ontology-information on huggingface.co

15
Total runs
0
24-hour runs
-4
3-day runs
-5
7-day runs
-17
30-day runs

More Information About ontology-information huggingface.co Model

More ontology-information license Visit here:

https://choosealicense.com/licenses/gpl-3.0

ontology-information huggingface.co

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

ontology-information huggingface.co Url

https://huggingface.co/scales-okn/ontology-information

scales-okn ontology-information online free

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

scales-okn ontology-information online free url in huggingface.co:

https://huggingface.co/scales-okn/ontology-information

ontology-information install

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

ontology-information install url in huggingface.co:

https://huggingface.co/scales-okn/ontology-information

Url of ontology-information

ontology-information huggingface.co Url

Provider of ontology-information huggingface.co

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