ECE-Software / tribunal-operator

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Model's Last Updated: October 06 2026
text-generation

Introduction of tribunal-operator

Model Details of tribunal-operator

Model Card for tribunal-operator-v11

This model is a fine-tuned version of ECE-Software/gemma-3-270m . It has been trained using TRL .

Quick start
from transformers import pipeline

question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
generator = pipeline("text-generation", model="None", device_map="auto")
output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
print(output["generated_text"])
Training procedure

This model was trained with SFT.

Framework versions
  • PEFT 0.21.1
  • TRL: 1.14.1
  • Transformers: 5.18.0
  • Pytorch: 2.11.0+cu130
  • Datasets: 4.8.5
  • Tokenizers: 0.23.2
Citations

Cite TRL as:

@software{vonwerra2020trl,
  title   = {{TRL: Transformers Reinforcement Learning}},
  author  = {von Werra, Leandro and Belkada, Younes and Tunstall, Lewis and Beeching, Edward and Thrush, Tristan and Lambert, Nathan and Huang, Shengyi and Rasul, Kashif and Gallouédec, Quentin},
  license = {Apache-2.0},
  url     = {https://github.com/huggingface/trl},
  year    = {2020}
}

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tribunal-operator huggingface.co

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

ECE-Software tribunal-operator online free

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ECE-Software tribunal-operator online free url in huggingface.co:

https://huggingface.co/ECE-Software/tribunal-operator

tribunal-operator install

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

tribunal-operator install url in huggingface.co:

https://huggingface.co/ECE-Software/tribunal-operator

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