Hugging Face 转发了 Papers with Code MCP 服务器的发布消息，研究员 Niels Rogge 演示了如何让 Claude Code 借助 search_papers 工具研究 typesafeai 旗下 Jev 模型的架构。
RT @NielsRogge: Introducing the Papers with Code MCP server! To celebrate its release, I've asked Claude Code to research the architecture of Jev by @typesafeai using the `search_papers` tool. Here's what it came up with: "If Jev is architecturally anything public, it's a large schema-conditioned bidirectional encoder with parallel label-query heads (GLiNER/ML-Decoder shape) trained with a proper-scoring-rule RL objective (RLCR shape), scaled far past the ~150M-param range those papers operate in — "neither small nor an LLM" fits that. The 40–200× speedup is consistent with removing autoregression, not with any exotic mechanism."
