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The paper proposes Ruspan, a rubric-conditioned Automatic Short Answer Scoring framework that serializes question, answer, and rubric levels for single-pass LLM scoring, plus a Rubric-Independent Mask variant that improves zero-shot transfer on multilingual ASAS benchmarks with rubric-structure shift.