LoRA fine-tuning of NLLB-200 (1.3B) for Chinese-to-English translation on WMT19, reaching 24.9 BLEU.
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May 31, 2026 - Python
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sacrebleu
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NLP coursework: PPO/RLHF demos (CartPole + TRL) and EN–VI machine translation with GPT/Transformer (from scratch) vs pretrained (GPT-2, MarianMT).
nlp reinforcement-learning machine-translation pytorch transformer rouge ppo english-vietnamese cartpole-v1 gpt2 sentencepiece trl rlhf sacrebleu
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Dec 30, 2025 - Jupyter Notebook
Companion repo for A 2×2 Controlled Ablation of Data Quality and Capacity in Transformer MT. Contains the QE-filtered fine-tuning pipeline (Section 7), CometKiwi-22 scoring/filtering scripts, and the full paper LaTeX source. Pretraining lives in Machine_translation
nlp machine-translation pytorch transformer neural-machine-translation mt arxiv reproducibility quality-estimation data-quality sentencepiece ablation-study model-scaling sacrebleu wmt14 cometkiwi
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May 4, 2026 - TeX
A machine translation evaluation pipeline prioritizing Meta's NLLB-200 model and the FLORES-200 dataset, featuring Kaggle-optimized data loading and UMAP embedding visualization.
python nlp deep-learning machine-translation transformers pytorch artificial-intelligence text-embeddings generative-ai flores-200 nllb-200 sacrebleu
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May 9, 2026 - Jupyter Notebook
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