Cijov-lang

Cijov-lang-1B Release Package

This folder is a self-contained release layout for inference.

Model Identity

  • Developed by: Alin Cijov
  • Model name: Cijov Language - cijov-lang
  • Text generation languages: English (EN), French (FR), Romanian (RO), Spanish (SP/ES)
  • Tokenizer: cijov/cijov-lang-tokenizer

Structure

release/
  model/          # drop model checkpoint files here
  generate.py     # text generation script
  LICENSE         # Cijov Apache 2.0 license
  NOTICE          # attribution notice

1) Model Files

The model weights are already included in release/model/ (checkpoint pytorch_model.bin, plus tokenizer and config). No extra download is required.

Layout of release/model/:

config.json
tokenizer.json                (from cijov/cijov-lang-tokenizer)
tokenizer_config.json
special_tokens_map.json
chat_template.jinja
pytorch_model.bin

2) Install Runtime

From this release/ folder:

python -m venv .venv
source .venv/bin/activate
pip install -U pip
pip install torch transformers safetensors sentencepiece accelerate

3) Run Generation

python generate.py \
  --model-dir model \
  --prompt "Write a short bilingual FR/RO story about a train station." \
  --max-new-tokens 180 \
  --temperature 0.8 \
  --top-p 0.9

Example Generations

The examples below were produced by this release checkpoint with --max-new-tokens 90 --temperature 0.7 --top-p 0.9. The model keeps a single language per prompt (no cross-language drift) across all four supported languages.

English

Prompt: The history of the Roman Empire began

to be the subject of some controversy over the medieval period. The Greek Empire, under a great extent, was a period of radical and religious and political upheaval and civilizations. In the 18th century, the empire was considered one of the greatest military power in the region. The empire was more than just a political and economic system, and a system of military influence led to the emergence of new lands in the region.

French

Prompt: L'intelligence artificielle est

une branche de l'intelligence et de l'économie qui vise à créer des systèmes d'IA capables de résoudre des problèmes et de s'adapter aux changements. Elle se concentre sur la manière dont les algorithmes sont traités, et comment les humains peuvent résoudre des problèmes plus rapidement et plus précisément. L'intelligence artificielle est largement utilisée dans les domaines de l'informatique et de l'énergie.

Spanish

Prompt: La ciudad de Madrid es

sede del gobierno de España. Sus actividades principales son: turismo, deportes, comida y entretenimiento.

Romanian

Prompt: Pădurea era tăcută în acea

zi, și încă mai era în continuare cea mai strălucitoare insulă din afara orașului. În prezent se află locul al doilea, însă acesta era cel care se va întâmpla în primul rând. În anii ’70, acest lucru a afectat locul, dar a fost întotdeauna un loc mai puternic.

Note: This is a 1.2B base model. It is fluent and language-consistent but not a reliable source of facts. For cleaner long-form output, use --repetition-penalty 1.15.

4) License Requirement (Important)

This release uses Cijov Apache License 2.0.

If you redistribute this model package or derivatives, include:

  1. LICENSE
  2. NOTICE

Keep the license and notice with the distributed files/binaries.

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