---
language:
- en
- tr
license: cc-by-nc-2.0
library_name: transformers
pipeline_tag: translation
tags:
- translation
- marian
- english
- turkish
base_model: Helsinki-NLP/opus-mt-tc-big-en-tr
---

# NedoTranslator

NedoTranslator is an English-to-Turkish machine translation model fine-tuned from
Helsinki-NLP/opus-mt-tc-big-en-tr at base revision
e539fc16a8a1a0ea5950eb339b595bfcce990e90.

## Model details

- Task: English to Turkish machine translation
- Architecture: MarianMT
- Parameters: 236,883,968
- Checkpoint dtype: float32
- Recommended decoding for benchmark parity: beam search with num_beams=4
- License: CC BY 4.0, following the base model license

## Usage

~~~python
from transformers import AutoModelForSeq2SeqLM, AutoTokenizer

model_id = "nmsofficial/NedoTranslator"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForSeq2SeqLM.from_pretrained(model_id)

text = "Artificial intelligence is changing the way software is built."
inputs = tokenizer(text, return_tensors="pt", truncation=True, max_length=512)
outputs = model.generate(**inputs, num_beams=4, max_new_tokens=256)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
~~~

## Provenance

This Hub release corresponds to the local NedoTranslator production v1 checkpoint
used in the September 2026 EN-to-TR benchmark runs. The uploaded bundle contains only
the standard Transformers inference assets and excludes cluster-specific paths,
training manifests, and local benchmark artifacts.

Model weights SHA-256:
0344f97adf437f4aaa5cd63da05d4fa5a59bbab483c25165d37fecf7e799a5f5

## Attribution

Base model: Helsinki-NLP, opus-mt-tc-big-en-tr.
Please retain attribution and follow the CC BY 4.0 license terms when redistributing
or adapting this model.