Shengkai Jin

GeoNum: Bridging Numerical Continuity and Language Semantics via Geometric Embedding

Large language models excel at semantic reasoning yet struggle with numerical tasks because tokenization disrupts geometric continuity. Traditional methods fragment numerically close values into inconsistent token sequences, severing the correspondence between numerical proximity and representationa