Papers with Code Launches MCP Server; Claude Code Used to Infer Jev's Architecture
NielsRogge · x · 2026-09-17
Niels Rogge announced the Papers with Code MCP server, exposing a searchpapers tool for AI coding assistants. To celebrate the launch, he had Claude Code research the architecture of Jev by typesafe using the tool.
Claude Code's paper-grounded inference: if Jev matches 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 beyond the 150M-param range of those papers — "neither small nor an LLM." Its claimed 40–200× speedup is consistent with removing autoregression rather than any exotic mechanism.
Related event: Papers with Code Launches MCP Server for AI Coding Agents(3 posts)→
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