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Research 🇺🇸

State of LLMs in 2025: Progress, Challenges, and Predictions

In 2025, LLM development was dominated by reasoning models using reinforcement learning with verifiable rewards (RLVR) and the GRPO algorithm, sparked by DeepSeek R1. Key trends include a focus on inference-time scaling, MoE architectures, and efficiency tweaks like Gated DeltaNets. Academic research highlighted GRPO variants with improvements such as zero gradient filtering and token-level loss.

DeepSeekDeepSeek OpenAIOpenAI Alibaba/QwenAlibaba/Qwen Moonshot AIMoonshot AI NVIDIANVIDIA Google/DeepMindGoogle/DeepMind
Sebastian Raschka27.07 · 17:03
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