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End-to-end DPO fine-tuning pipeline for paraphrase-type generation (M.Sc. thesis, arXiv:2506.02018). DPO on 1,040 human-ranked pairs raised type accuracy +3 pp and human preference +7 pp over SFT baseline. Llama-3.1-8B + BART-large. Models on HuggingFace.