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Jiangang Chen

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#large language models Open access Oct 2026

Lingtai: What Concept Geometry Reveals—and Does Not Reveal—About LLM Inference

Observing what a large language model computes during autoregressive inference—online and without training probes—remains difficult. We introduce Lingtai, a training-free concept telemetry layer: at each generation step, residual states are projected onto a domain-specific bank of named concept anchors, constructed wit...

Jiangang Chen · 0 citations
#large language models Open access Oct 2026

Lingtai: What Concept Geometry Reveals—and Does Not Reveal—About LLM Inference

Observing what a large language model computes during autoregressive inference—online and without training probes—remains difficult. We introduce Lingtai, a training-free concept telemetry layer: at each generation step, residual states are projected onto a domain-specific bank of named concept anchors, constructed wit...

Jiangang Chen · 0 citations

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