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cs.CL2026
oHC: Orthogonal Hyper-Connections on SO(4) via Quaternions
Haoqiang Guo, Xuyi Chen, Bo Ke +5
Hyper-Connections (HC) replace the single residual stream of a Transformer with parallel ones, mixing them at every layer with a learned residual matrix. Leaving t…
cs.CL2025
MatryoshkaThinking: Recursive Test-Time Scaling Enables Efficient Reasoning
Hongwei Chen, Yishu Lei, Dan Zhang +10
Test-time scaling has emerged as a promising paradigm in language modeling, wherein additional computational resources are allocated during inference to enhance model performance.…