Coverage Failure in Sparse LLM Observation and Per-Channel Quantile Fullgrid Recovery

A Mercury fullgrid methods paper showing that sparse or coarse LLM activation observation can allocate more than 100 million cells while failing a 90% coverage gate, and that dense per-channel quantile fullgrid runs recover auditable coverage across a 19-run archive.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-17
DOI
https://doi.org/10.5281/zenodo.20727860
Primary Topic
Advanced Electron Microscopy Techniques and Applications
Type
preprint
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preprint

Coverage Failure in Sparse LLM Observation and Per-Channel Quantile Fullgrid Recovery

Ho Yiing Chen
Zenodo (CERN European Organization for Nuclear Research)
Advanced Electron Microscopy Techniques and Applications
preprint

Coverage Failure in Sparse LLM Observation and Per-Channel Quantile Fullgrid Recovery

Ho Yiing Chen
preprint en

Abstract

A Mercury fullgrid methods paper showing that sparse or coarse LLM activation observation can allocate more than 100 million cells while failing a 90% coverage gate, and that dense per-channel quantile fullgrid runs recover auditable coverage across a 19-run archive.

Zenodo (CERN European Organization for Nuclear Research)
Advanced Electron Microscopy Techniques and Applications
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