Transformers
English
arriella
infinidev
documentation
technical-report
model-card
local-llm
not-for-inference
Instructions to use UnaverageTech411/arriella-docs with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use UnaverageTech411/arriella-docs with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("UnaverageTech411/arriella-docs", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| # Arriella arXiv manuscript set | |
| **Directory:** `docs/arxiv/` | |
| **Purpose:** Publication-ready manuscripts for **arXiv** → **Hugging Face Papers**. | |
| **Authors:** Beelzebub4888, Tcoder · **Affiliation:** Infinidev Corp | |
| **Contact:** https://formsubmit.co/el/sumuhu · **Hub user:** [UnaverageTech411](https://huggingface.co/UnaverageTech411) | |
| ## What this is (and is not) | |
| | Correct | Incorrect | | |
| |---------|-----------| | |
| | Submit LaTeX/PDF to **arxiv.org** | Upload papers as Hugging Face **Spaces** | | |
| | Index announced IDs on **hf.co/papers/<id>** | Fake **model** repos that only contain markdown | | |
| | Keep Spaces for **runnable demos** only (`Learnit`, etc.) | Treat Spaces as a paper host | | |
| Hugging Face Paper Pages are built on **arXiv**. There is no Hub repo type that replaces arXiv for papers. | |
| ## Manuscript index | |
| | ID | Title | Categories | Path | | |
| |----|-------|------------|------| | |
| | 01 | Arriella: A Local Fleet Factory for Role-Scoped Small Language Models | cs.CL, cs.LG | [`01-fleet-factory/`](01-fleet-factory/) | | |
| | 02 | Arriella Grapevine: A Local Omni Multimodal Extension | cs.CV, cs.CL | [`02-grapevine/`](02-grapevine/) | | |
| | 03 | Honest Capability Ingestion (Eat System) | cs.LG, cs.CL | [`03-eat-system/`](03-eat-system/) | | |
| | 04 | Multimodal Routing for Text-Only Fleet Tiers | cs.CL, cs.CV | [`04-multimodal-routing/`](04-multimodal-routing/) | | |
| | 05 | Arriella Fleet Evaluation Report | cs.CL | [`05-evaluation/`](05-evaluation/) | | |
| | 06 | Fleet Internal Reasoning Wire Format | cs.CL | [`06-reasoning-format/`](06-reasoning-format/) | | |
| | 07 | Model Interior Projection (MIP) | cs.HC, cs.LG | [`07-mip/`](07-mip/) | | |
| Each folder: `paper.md`, `abstract.txt`, `metadata.yaml` (add `arxiv_id` / `hf_papers` after acceptance). | |
| Sources merged from `docs/papers/`, `docs/guides/`, `docs/benchmarks/`, and `docs/archive/2026-07/`. | |
| ## Workflow | |
| Detailed steps: [`SUBMISSION.md`](SUBMISSION.md) | |
| ```powershell | |
| # 1) Build arXiv source zips | |
| .\.venv\Scripts\python.exe scripts\package_arxiv.py | |
| # 2) Upload each zip at https://arxiv.org/submit (human step) | |
| # 3) After announcement, index on HF Papers | |
| .\.venv\Scripts\python.exe scripts\index_hf_papers.py --arxiv-id YYYY.NNNNN --manuscript 01-fleet-factory | |
| ``` | |
| Packaged zips land in `docs/arxiv/submission-packages/` (gitignored if large; regenerate anytime). | |
| ## Stance rules | |
| - Foundations are clay; Arriella products are factory outputs. | |
| - Same-size open instruct competition only — no frontier parity claims. | |
| - Scout under-recovered; Ascension not automatically smarter than Flagship. | |
| - Grapevine is a multimodal **extension** (no Inkling weights). | |
| - Prefer measured tables over slogans. | |