Hypencoder Revisited: Reproducibility and Analysis of Non-Linear Scoring for First-Stage Retrieval. - Arne Eichholtz; Yongkang Li 002; Jutte Vijverberg; Tobias Groot; Mohammad Aliannejadi (CoRR, 2026)