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Zhi-Fan Sun

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#natural language process... Preprint Oct 2026

Alice: A Large-Scale German Benchmark for Rubric-Based Multi-Dimensional Automatic Short Answer Scoring

Automatic Short Answer Scoring (ASAS) is central to NLP for Education. However, openly available benchmarks remain scarce, and existing datasets largely address how well students answer a question directly rather than how well they master underlying concepts (knowledge elements) such as thermal energy or epistemic acti...

Zhi-Fan Sun, Sebastian Gombert, Jannik Lossjew et al. · 1 citation
#natural language process... Conference Open access Oct 2026

Rubric Spans are Label Representations: Joint LLM Encoding for Short Answer Scoring

Automatic Short Answer Scoring (ASAS) requires models that can score student responses against question-specific criteria while remaining efficient and transferable across rubric sets. We propose RUSPAN, a rubric-conditioned ASAS framework that treats rubric descriptions as semantic label representations. RUSPAN serial...

Zhi-Fan Sun, Sebastian Gombert, Fabian Zehner et al. · 0 citations

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