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Tong Zhang

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Preprint Aug 2026

GEB-Bench: Abstract Structures Told in Many Voices

Evaluating twelve open and proprietary models, it is found that abstraction failure is lawful, and the central finding is a gap between recognition and cross-voice mapping: models identify a structure within one voice far better than they carry it across voices; every model pays this tax, and mapping strong enough to n...

Tong Zhang, Zhiyuan Shi, Yun Peng et al. · 0 citations

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