# Helsinki-NLP/opus-mt-tc-big-fr-en

Model from Hugging Face for translation: Helsinki-NLP/opus-mt-tc-big-fr-en · 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-fr-en
- 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, 463.1 MB
- Full repo upstream: 1.86 GB
- Recommended file: 461.4 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-helsinki-nlp-opus-mt-tc-big-fr-en/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-fr-en/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-fr-en/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: 1444
- Stars: 3
- Card completeness: 96%

## Description

External Hugging Face catalog record for Helsinki-NLP/opus-mt-tc-big-fr-en. Task: translation. Library: transformers. Languages: en, fr. Includes 12 model-card evaluation signals. Popularity signal at import: 3,299 downloads and 3 likes.

## Model Card Facts

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

## Evaluation Signals

- flores101-devtest: BLEU = 46 (Translation fra-eng)
- multi30k_test_2016_flickr: BLEU = 49.7 (Translation fra-eng)
- multi30k_test_2017_flickr: BLEU = 52 (Translation fra-eng)
- multi30k_test_2017_mscoco: BLEU = 50.6 (Translation fra-eng)
- multi30k_test_2018_flickr: BLEU = 44.9 (Translation fra-eng)
- news-test2008: BLEU = 26.5 (Translation fra-eng)
- newsdiscussdev2015: BLEU = 34.4 (Translation fra-eng)
- newsdiscusstest2015: BLEU = 40.2 (Translation fra-eng)
- tatoeba-test-v2021-08-07: BLEU = 59.8 (Translation fra-eng)
- tico19-test: BLEU = 41.3 (Translation fra-eng)

## File Hints

- .gitattributes (1.3 KB)
- README.md (10.0 KB)
- benchmark_results.txt (1010 B)
- benchmark_translations.zip (4.8 MB) LFS
- config.json (1.1 KB)
- generation_config.json (301 B)
- model.safetensors (440 MB) LFS
- pytorch_model.bin (440 MB) LFS
- source.spm (801 KB) LFS
- special_tokens_map.json (65 B)
- target.spm (784 KB) LFS
- tf_model.h5 (889 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 2026-09-22T04:17:44.440Z.
- Open license detected as cc-by-4.0.
- Model-index metadata found for opus-mt-tc-big-fr-en.
- 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-fr-en
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-fr-en/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-fr-en/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-fr-en/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-helsinki-nlp-opus-mt-tc-big-fr-en
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-helsinki-nlp-opus-mt-tc-big-fr-en/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-helsinki-nlp-opus-mt-tc-big-fr-en&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-fr-en/decentralized-fallbacks