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up to 3.13\nconda activate znob\ngit clone https://github.com/Inc44/ZNOB.git\ncd ZNOB\npip install -r requirements.txt\n```\n\n## 🧾 Configuration\n\nSet environment variable:\n\n```powershell\nsetx /M OPENROUTER_API_KEY your_api_key\n```\n\nFor Linux/macOS:\n\n```bash\necho 'export OPENROUTER_API_KEY=\"your_api_key\"' \u003e\u003e ~/.bashrc # or ~/.zshrc\n```\n\nOr create a `.env` file or modify /etc/environment:\n\n```\nOPENROUTER_API_KEY=your_api_key\n```\n\nCheck by restarting the terminal and using:\n\n```cmd\necho %OPENROUTER_API_KEY%\n```\n\nFor Linux/macOS:\n\n```bash\necho $OPENROUTER_API_KEY\n```\n\n## 📖 Usage Examples\n\n### Prepare Dataset\n\n```bash\npython -m znob.cli -d your_zno_dataset -u your_zno_source\n```\n\n### Test LLM\n\n```bash\npython -m znob.cli -d your_zno_dataset --model google/gemini-2.5-flash\n```\n\n### Reset Outputs\n\n```bash\npython -m znob.cli -d your_zno_dataset -r responses,combined_responses,summary # or questions or all\n```\n\n## 🎨 Command-Line Arguments\n\n| Argument                 | Description                   |\n|--------------------------|-------------------------------|\n| `-u, --url \u003curl\u003e`        | Dataset source.               |\n| `-d, --dataset \u003cpath\u003e`   | Dataset to test.              |\n| `-m, --model \u003cname\u003e`     | AI model to test.             |\n| `-r, --reset \u003cname\u003e`     | Reset outputs.                |\n| `--no-text`              | Send only image, no text.     |\n| `--no-image`             | Send only text, no image.     |\n| `--necessary-image-only` | Send image only if necessary. |\n\n## 🎯 Motivation\n\nLLMs have made significant progress since November 2024, so I decided to measure their progress and also verify the claims of the [Benchmarking Multimodal Models for Ukrainian Language Understanding Across Academic and Cultural Domains](https://arxiv.org/abs/2411.14647v1) research paper.\n\n## 🐛 Bugs\n\nNot yet found.\n\n## ⛔ Known Limitations\n\nNot yet known.\n\n## 🚧 TODO\n\nNot yet planned.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Finc44%2Fznob","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Finc44%2Fznob","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Finc44%2Fznob/lists"}