# Tropic-AI/moBERTo

Model from Hugging Face for fill mask: Tropic-AI/moBERTo · transformers

## Facts

- Type: LLM
- Task: fill-mask
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/Tropic-AI/moBERTo
- Hosting: hosted (5 files)
- Files: 5 hosted of 8 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 5 files, 601.1 MB
- Full repo upstream: 1.2 GB
- Recommended file: 1.2 GB (2 files)
- Download: https://huggingbay.xyz/artifact/hf-model-tropic-ai-moberto/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-tropic-ai-moberto/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-tropic-ai-moberto/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 54
- Stars: 2
- Card completeness: 96%

## Description

External Hugging Face catalog record for Tropic-AI/moBERTo. Task: fill mask. Library: transformers. Languages: pt. Datasets referenced by card metadata: HuggingFaceFW/fineweb-2. Base model: answerdotai/ModernBERT-base. Includes 6 model-card evaluation signals. Popularity signal at import: 567 downloads and 2 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: fill-mask
- Library: transformers
- Base model: answerdotai/ModernBERT-base
- Task categories: fill-mask
- Languages: pt
- Referenced datasets: HuggingFaceFW/fineweb-2
- Metrics: nDCG@10, F1
- Paper ids: 2606.22722
- Model-index entries: moBERTo
- Evaluation signals: 6 model-card eval results
- File hints: 8 upstream file samples

## Evaluation Signals

- QUATI: nDCG@10 = 0.5609 (Reranking)
- mMARCO-PT: nDCG@10 = 0.5147 (Reranking)
- Robust04-PT: nDCG@10 = 0.501 (Reranking)
- MLDR (PT): nDCG@10 at 8192 tokens = 0.5777 (Long-Context Reranking)
- LeNER-Br: F1 = 0.8726 (Named Entity Recognition)
- PLUE-PT: F1 = 0.698 (Natural Language Understanding)

## Referenced Data

- Dataset: HuggingFaceFW/fineweb-2
- Paper: 2606.22722

## File Hints

- .gitattributes (1.5 KB)
- README.md (13 KB)
- config.json (1.1 KB)
- model.safetensors (571 MB) LFS
- pytorch_model.bin (571 MB) LFS
- special_tokens_map.json (693 B)
- tokenizer.json (2.3 MB)
- tokenizer_config.json (433 B)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-22T23:25:28.131Z.
- Open license detected as apache-2.0.
- Model-index metadata found for moBERTo.
- Model card references dataset context: HuggingFaceFW/fineweb-2.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-tropic-ai-moberto
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-tropic-ai-moberto/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-tropic-ai-moberto/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-tropic-ai-moberto/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-tropic-ai-moberto
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-tropic-ai-moberto/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-tropic-ai-moberto&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-tropic-ai-moberto/decentralized-fallbacks