Unverified50% confidenceFactExact time
其他残差连接改进方案在训练前期效果优于原始版本，但到训练后期反而不如原始版本
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026
Sources
Hyper-Connections：残差连接十年来首次重大改进
bilibili姚育平6/6/2026
Related Claims
Unverified小版本号跃迁通常对应后训练（Post-Training）阶段的优化，而非预训练的重新训练79% similarUnverified大模型进入后预训练时代后，单纯堆砌参数带来的能力收益愈发递减，厂商转向后训练阶段寻求突破75% similarUnverifiedEarly local objective training methods such as layer-wise pretraining typically underperformed compared to end-to-end training.74% similarUnverified不同模型在抗诱导能力上的差异很大程度上源于后训练阶段（post-training）的策略差异74% similarUnverifiedPullen认为预训练语料在30万亿token量级后差异已不大，真正的差异化战场在后训练和大规模强化学习73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/53864API
curl https://kongchang.com/api/v1/knowledge/claims/53864MCP
get_claim(id=53864)