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every year anyone Sebastian Raschka 9Lin Qiao 1Douwe Kiela 1

Verbatim, from the transcripts: the passages where DeepSeek-V3 comes up

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State of LLMs 2026: RLVR, GRPO, Inference Scaling — Sebastian Raschka Jan 29, 2026 · 9 mentions

  • ▶ 2:55 Sebastian Raschka Take a GPT one or two model and with a few, I mean, few lines of code almost, you can transform it into the latest, uh, let's say deep seek version, 3.2 architecture.
  • ▶ 15:31 Sebastian Raschka I would say deep seek kind of like restarted that trend in 2024 in December with deep seek version three, they had an OE model before, but I think this is like the one that everyone looked at because that made such a big splash that people… 2 times in the scene
  • ▶ 19:55 Sebastian Raschka So RLVR was kind of like popularized by deep seek R one, which was based on deep seek version three. 2 times in the scene
  • ▶ 31:06 Sebastian Raschka Because if you also look at the numbers of how much it costs, uh, just GPU hours deep seek version three, they had like a five million dollar price tag on that given the, I think two dollars per GPU, they assume whether that's a correct…
  • ▶ 37:29 Sebastian Raschka I mean, if you look at a version three and then R one, and then they had version 3.2 model with the sparse attention mechanism, and then also this math version two with a self refinement and everything.
  • ▶ 52:55 Sebastian Raschka Maybe, you know, with DeepSeq version three, not so much, but that's almost like a different community, like the Tinkerer community, like me, like small system, uh, 2 times in the scene

Why This Ex-Meta Leader is Rethinking AI Infrastructure | Lin Qiao, CEO, Fireworks AI Mar 27, 2025 · 1 mention

Top AI Researcher on GPT 4.5, DeepSeek and Agentic RAG | Douwe Kiela, CEO, Contextual AI Mar 6, 2025 · 1 mention

  • ▶ 8:51 Douwe Kiela It's, it's like when you have a bunch of GPUs and you know how to train a language model, uh, and, and if you can train up a pretty good base model, so that's their deep seek V three, then you can give that reasoning capabilities…
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