Queryable LoRA: Instruction-Regularized Routing Over Shared Low-Rank Update Atoms

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kInstruction-Queryable LoRA–Accuracy: 32.4
math-word-problem-solving-on-mathInstruction-Queryable LoRA–Accuracy: 37.5
multiple-choice-question-answering-mcqa-on-gpqa-diamondInstruction-Queryable LoRA–Accuracy: 32.3000
reading-comprehension-on-raceInstruction-Queryable LoRA–Accuracy: 59.9
sentence-completion-on-hellaswagInstruction-Queryable LoRA–Accuracy: 62.3