Kushtrim

mistral-7b-instruct-v0.3-sq-en

README

License: apache-2.0

Model details

Table with columns: Property, Value
Property	Value
Model type	Decoder-only causal language model
Architecture	`MistralForCausalLM`
Intended language(s)	sq, en
Saved precision	BF16
Context or generation limit	32,768 tokens (configuration maximum)

Intended use

Research and evaluation in the languages and task indicated by the repository name.
Comparison with the upstream model family.
Further task- or domain-specific adaptation where the applicable license permits.

Evaluation and limitations

A standardized benchmark suite is not documented in this model card yet.
Evaluate the checkpoint on representative held-out data before deployment.
Fine-tuning can preserve or amplify limitations and biases from the upstream model and training data.
Generated text or transcripts may be inaccurate. Human review is required for consequential use.
The configured maximum context does not guarantee reliable quality at every sequence length.

Development and attribution

Original architecture and base-model family: Mistral AI
Albanian–English adaptation, fine-tuning, checkpoint packaging, release, and repository maintenance: Kushtrim Visoka
Model card: Kushtrim Visoka

Acknowledgements

This work builds on Mistral 7B Instruct v0.3 and the work of its original authors. The upstream architecture and base weights remain the work of their respective creators. This repository documents the derivative fine-tuning, packaging, and release work carried out by Kushtrim Visoka and does not claim authorship of the original model. Users should also follow the upstream model's license and citation requirements.

Citation

If you use this checkpoint, please cite this repository and the original upstream model.

bibtex
@misc{visoka_mistral7b_instruct_v03_sq_en_2026,
  author       = {Visoka, Kushtrim},
  title        = {Mistral 7B Instruct v0.3 Albanian–English},
  year         = {2026},
  publisher    = {Hugging Face},
  url          = {https://huggingface.co/Kushtrim/mistral-7b-instruct-v0.3-sq-en},
  note         = {Fine-tuned derivative of the Mistral 7B Instruct v0.3 family}
}

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Model Details

Model Provider

Kushtrim

Model Tree

Base

mistralai/Mistral-7B-Instruct-v0.3

Fine-tuned

this model

Input Modalities

Text

Output Modalities