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cs.LG2025
EFRame: Deeper Reasoning via Exploration-Filter-Replay Reinforcement Learning Framework
Chen Wang, Lai Wei, Yanzhi Zhang +5
Recent advances in reinforcement learning (RL) have significantly enhanced the reasoning capabilities of large language models (LLMs). Group Relative Policy Optimization (GRPO), a…
cs.LG2025
Assembly of Experts: Linear-time construction of the Chimera LLM variants with emergent and adaptable behaviors
Henrik Klagges, Robert Dahlke, Fabian Klemm +4
Requiring - FLOPs to calculate one 8 bit weight in an LLM during pretraining is extremely expensive and seems inefficient. To better leverage the huge investments…