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+ ---
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+ language:
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+ - en
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+ - tr
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+ license: cc-by-4.0
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+ library_name: transformers
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+ pipeline_tag: translation
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+ tags:
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+ - translation
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+ - marian
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+ - english
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+ - turkish
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+ base_model: Helsinki-NLP/opus-mt-tc-big-en-tr
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+ ---
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+
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+ # NedoTranslator
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+
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+ NedoTranslator is an English-to-Turkish machine translation model fine-tuned from
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+ Helsinki-NLP/opus-mt-tc-big-en-tr at base revision
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+ e539fc16a8a1a0ea5950eb339b595bfcce990e90.
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+
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+ ## Model details
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+
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+ - Task: English to Turkish machine translation
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+ - Architecture: MarianMT
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+ - Parameters: 236,883,968
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+ - Checkpoint dtype: float32
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+ - Recommended decoding for benchmark parity: beam search with num_beams=4
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+ - License: CC BY 4.0, following the base model license
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+
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+ ## Usage
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+
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+ ~~~python
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+ from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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+
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+ model_id = "nmsofficial/NedoTranslator"
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+ tokenizer = AutoTokenizer.from_pretrained(model_id)
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+ model = AutoModelForSeq2SeqLM.from_pretrained(model_id)
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+
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+ text = "Artificial intelligence is changing the way software is built."
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+ inputs = tokenizer(text, return_tensors="pt", truncation=True, max_length=512)
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+ outputs = model.generate(**inputs, num_beams=4, max_new_tokens=256)
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+ print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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+ ~~~
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+
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+ ## Provenance
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+
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+ This Hub release corresponds to the local NedoTranslator production v1 checkpoint
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+ used in the September 2026 EN-to-TR benchmark runs. The uploaded bundle contains only
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+ the standard Transformers inference assets and excludes cluster-specific paths,
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+ training manifests, and local benchmark artifacts.
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+
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+ Model weights SHA-256:
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+ 0344f97adf437f4aaa5cd63da05d4fa5a59bbab483c25165d37fecf7e799a5f5
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+
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+ ## Attribution
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+
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+ Base model: Helsinki-NLP, opus-mt-tc-big-en-tr.
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+ Please retain attribution and follow the CC BY 4.0 license terms when redistributing
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+ or adapting this model.