# Helsinki-NLP/opus-mt-tc-big-gmw-gmw

Model from Hugging Face for translation: Helsinki-NLP/opus-mt-tc-big-gmw-gmw · transformers

## Facts

- Type: LLM
- Task: translation
- Framework: transformers
- License: cc-by-4.0 — cc-by-4.0: commercial use, modification, and redistribution are permitted with attribution. (https://spdx.org/licenses/CC-by-4.0.html)
- Source: https://huggingface.co/Helsinki-NLP/opus-mt-tc-big-gmw-gmw
- Hosting: hosted (7 files)
- Files: 7 hosted of 14 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: 7 files, 427.5 MB
- Full repo upstream: 1.76 GB
- Recommended file: 425.9 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw/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: 68
- Stars: 4
- Card completeness: 96%

## Description

External Hugging Face catalog record for Helsinki-NLP/opus-mt-tc-big-gmw-gmw. Task: translation. Library: transformers. Languages: af, de, en, fy, gos, hrx, lb, multilingual. Includes 12 model-card evaluation signals. Popularity signal at import: 270 downloads and 4 likes.

## Model Card Facts

- Declared license: cc-by-4.0
- Pipeline: translation
- Library: transformers
- Task categories: translation
- Languages: af, de, en, fy, gos, hrx, lb, multilingual
- Model-index entries: opus-mt-tc-big-gmw-gmw
- Evaluation signals: 12 model-card eval results
- File hints: 14 upstream file samples

## Evaluation Signals

- news-test2008: BLEU = 27.2 (Translation deu-eng)
- news-test2008: chr-F = 0.54584 (Translation deu-eng)
- news-test2008: BLEU = 23.7 (Translation eng-deu)
- news-test2008: chr-F = 0.53204 (Translation eng-deu)
- tatoeba-test-v2020-07-28-v2021-08-07: BLEU = 50.3 (Translation afr-deu)
- tatoeba-test-v2020-07-28-v2021-08-07: chr-F = 0.68633 (Translation afr-deu)
- tatoeba-test-v2020-07-28-v2021-08-07: BLEU = 56.4 (Translation afr-eng)
- tatoeba-test-v2020-07-28-v2021-08-07: chr-F = 0.70502 (Translation afr-eng)
- tatoeba-test-v2020-07-28-v2021-08-07: BLEU = 55.5 (Translation afr-nld)
- tatoeba-test-v2020-07-28-v2021-08-07: chr-F = 0.715 (Translation afr-nld)

## File Hints

- .gitattributes (1.4 KB)
- README.md (45 KB)
- benchmark_results.txt (19 KB)
- benchmark_translations.zip (43 MB) LFS
- config.json (1.1 KB)
- generation_config.json (301 B)
- model.safetensors (406 MB) LFS
- pytorch_model.bin (406 MB) LFS
- source.spm (785 KB) LFS
- special_tokens_map.json (65 B)
- target.spm (782 KB) LFS
- tf_model.h5 (821 MB) LFS

## 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 2026-09-23T06:44:25.253Z.
- Open license detected as cc-by-4.0.
- Model-index metadata found for opus-mt-tc-big-gmw-gmw.
- 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-helsinki-nlp-opus-mt-tc-big-gmw-gmw
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-gmw-gmw/decentralized-fallbacks