LoRA-fine-tuning a 12B open model on 15,000 GPT-o3 fable translations yields rubric scores close to GPT-o3 (4.83 vs 4.92) for English-to-Romanian literary translation at roughly one percent of the API cost.
GPT3.int8(): 8-bit Matrix Multiplication for Transformers at Scale.Advances in Neural Information Processing Systems, 35: 30318–30332, December 2022
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Building Large-Scale English-Romanian Literary Translation Resources with Open Models
LoRA-fine-tuning a 12B open model on 15,000 GPT-o3 fable translations yields rubric scores close to GPT-o3 (4.83 vs 4.92) for English-to-Romanian literary translation at roughly one percent of the API cost.