HOFT and SHOFT fine-tune foundation models with two Householder-built orthogonal matrices, matching or beating LoRA, DoRA, OFT, BOFT and HRA on reasoning, translation, image generation and math.
Boolq: Exploring the surprising difficulty of natural yes/no questions
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HOFT: Householder Orthogonal Fine-tuning
HOFT and SHOFT fine-tune foundation models with two Householder-built orthogonal matrices, matching or beating LoRA, DoRA, OFT, BOFT and HRA on reasoning, translation, image generation and math.