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Where KV-Cache Error Lives in Looped Language Models: A Diagnostic Study of Ouro and Huginn

Oct 30, 2026 Source ↗

Key Insights

A looped language model applies one block of layers 4 times per token and keeps a key/value (KV) plane for each loop.
We study where storage error changes the next-token distribution and how shared-we.

DataOps Data Lake Lakehouse Architecture Lakehouse Architecture

Cite this synthesis DOI: 10.48550/arXiv.2610.41825 ↗

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@misc{ acaciadata-research-where-kv-cache-error-lives-in-looped-language-models-a-diagn,
  title = { Where KV-Cache Error Lives in Looped Language Models: A Diagnostic Study of Ouro and Huginn },
  author = { Leszek },
  year = { 2026 },
  doi = { 10.48550/arXiv.2610.41825 },
  url = { http://arxiv.org/abs/2610.41825v1 },
  note = {Summarized and classified by AcaciaFund}
}

TY  - GEN
TI  - Where KV-Cache Error Lives in Looped Language Models: A Diagnostic Study of Ouro and Huginn
AU  - Leszek
PY  - 2026
DO  - 10.48550/arXiv.2610.41825
UR  - http://arxiv.org/abs/2610.41825v1
ER  -

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Overview

A looped language model applies one block of layers 4 times per token and keeps a key/value (KV) plane for each loop. We study where storage error changes the next-token distribution and how shared-we

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dataops data-lakehouse

DataOps Data Lake Lakehouse Architecture Lakehouse Architecture

SQI 0.750