Helsinki-NLP_opus-mt-bn-en
Helsinki-NLP · View on Hugging Face ↗
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Model card
The complete upstream card, rendered from this payload's README.md — the same hash-verified bytes the torrent distributes. Images and off-site links are removed; the original card on Hugging Face carries them.
language:
- bn
- en
tags:
- translation
license: apache-2.0
ben-eng
source group: Bengali
target group: English
OPUS readme: ben-eng
model: transformer-align
source language(s): ben
target language(s): eng
model: transformer-align
pre-processing: normalization + SentencePiece (spm32k,spm32k)
download original weights: opus-2020-06-17.zip
test set translations: opus-2020-06-17.test.txt
test set scores: opus-2020-06-17.eval.txt
Benchmarks
| testset | BLEU | chr-F |
|---|---|---|
| Tatoeba-test.ben.eng | 49.7 | 0.641 |
System Info:
hf_name: ben-eng
source_languages: ben
target_languages: eng
opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ben-eng/README.md
original_repo: Tatoeba-Challenge
tags: ['translation']
languages: ['bn', 'en']
src_constituents: {'ben'}
tgt_constituents: {'eng'}
src_multilingual: False
tgt_multilingual: False
prepro: normalization + SentencePiece (spm32k,spm32k)
url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/ben-eng/opus-2020-06-17.zip
url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/ben-eng/opus-2020-06-17.test.txt
src_alpha3: ben
tgt_alpha3: eng
short_pair: bn-en
chrF2_score: 0.6409999999999999
bleu: 49.7
brevity_penalty: 0.976
ref_len: 13978.0
src_name: Bengali
tgt_name: English
train_date: 2020-06-17
src_alpha2: bn
tgt_alpha2: en
prefer_old: False
long_pair: ben-eng
helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
port_machine: brutasse
port_time: 2020-08-21-14:41
Magnet link
Opens the swarm directly in your torrent client — no file download needed. Copy-paste works too:
magnet:?xt=urn:btih:c50745d4b5742cd07289ea006ed6329a46aac8c7&dn=Helsinki-NLP_opus-mt-bn-enOpen magnet in torrent client · infohash c50745d4b5742cd07289ea006ed6329a46aac8c7
Files & hashes
| Path | Size | sha1 | sha256 |
|---|---|---|---|
| README.md | 2.0 KB (2,070 B) | cf0ba7840e4272d79859572de19be1fb67bf35e1 | 082eaf76b9248fb73bef92b232d3888263985304d11f17de544c3c5ce3819fb0 |
| config.json | 1.4 KB (1,394 B) | 6ec3a3ed0f678a52f997f18a823b3f432faa721b | bd799ff7ca74b64255029fda5b598376c40be84d861716844fce0105e1ee04f5 |
| generation_config.json | 293 B (293 B) | ac5bc9043317ccdf487c8155b6826ff985266a70 | bd9fec5abc17f931a499632b6f590a806462d7dd306cf9a286520b4005c71841 |
| metadata.json | 1.1 KB (1,089 B) | 7d6dc565a73b3fea0598993d7164f5ccfe8f8a7f | d1fa63d76ba1c18c799282ceb8a23f325ac7cc8fe09257e061fc5e5c2fd965bc |
| pytorch_model.bin | 294.9 MB (309,206,001 B) | 05c30a8b66de91bbd12296bcf4d7fdd475715234 | 77965369cccb35b5a420d9c55bbbadc284c13cd1a70897c10d59d2f6db4492f2 |
| source.spm | 1.1 MB (1,120,398 B) | 241aa2309ca2dfc606886cd8d15382bb4a2f424d | 43acc5ca145e0b2ec0b61f3d53ac630da1eb7ea440801346bee488d723c1984c |
| target.spm | 787.1 KB (806,022 B) | 0581153de6890a24809d0c5f7d50e333ddbe54f8 | 566c8638056538ea36378486f3aa46863ee4034e4e5c93d383fa5c5dc6890d75 |
| tokenizer_config.json | 44 B (44 B) | 092cb6251ebc8fedd48ce33c366f69042300afc8 | fc399bf0633b3499788449c0e2d1cd31092427dd7309f8ffa266dc9c0d6f2b2a |
| vocab.json | 2.2 MB (2,254,630 B) | 7bd307541a6215e00aa003a51c1a5399c8fedea7 | 2209b7df15f746767ae46088b322cec3e777230cf8f9464a6edc5481db3e6597 |
Cite this release
- Canonical URL
- https://aiseedbank.org/models/Helsinki-NLP_opus-mt-bn-en/
- Slug
- Helsinki-NLP_opus-mt-bn-en
- Infohash
- c50745d4b5742cd07289ea006ed6329a46aac8c7
- License
- apache-2.0
- Signing key fingerprint
- 85a3b32c3712427b
Every file carries a locally computed sha256 — verify a download against the signed sums: Helsinki-NLP_opus-mt-bn-en.SHA256SUMS (+ minisign signature).
Provenance
| Upstream repository | Helsinki-NLP/opus-mt-bn-en |
|---|---|
| Revision (pinned) | 098d427088fba65d683639e91742c783cc7c1434 |
| Fetched at | 2026-09-02T03:05:32Z |
| License at fetch | apache-2.0 |
| Snapshot tool | huggingface · seedbank 0.1.0 |
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✓ verified · rehash-vs-hf-metadata at 2026-09-02T03:05:38Z
apache-2.0298.9 MB (313,391,941 bytes)transformerspytorchmariantext2text-generationtranslationendpoints_compatible3 languages (tf, bn, en)