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pith:44MJ5GBC

pith:2026:44MJ5GBCUQWUO5A4V2HHQUI6WA
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The Cylindrical Representation Hypothesis for Language Model Steering

Akash Ghosh, Chenxi Wang, Fengxian Ji, Jinghui Zhang, Lang Gao, Preslav Nakov, Wei Liu, Xiuying Chen, Youssef Mohamed, Zirui Song

The Cylindrical Representation Hypothesis models concept representations in LLMs as a central axis for concept presence surrounded by a normal plane containing sensitive sectors that control activation ease, explaining steering unpredictability.

arxiv:2605.01844 v2 · 2026-05-03 · cs.CL

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4 Citations open
5 Replications open
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Claims

C1strongest claim

By relaxing LRH's orthogonality assumption while preserving linear representations, we show that overlapping concept contributions naturally yield a sample-specific axis-orthogonal structure. We formalize this as the Cylindrical Representation Hypothesis (CRH).

C2weakest assumption

That overlapping concept contributions produce a reliably identifiable normal plane from difference vectors while the sensitive sector within that plane remains intrinsically unidentifiable, introducing unavoidable uncertainty at the sector level.

C3one line summary

The Cylindrical Representation Hypothesis models concept representations in LLMs as a central axis for concept presence surrounded by a normal plane containing sensitive sectors that control activation ease, explaining steering unpredictability.

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1 paper in Pith

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First computed 2026-06-05T01:15:25.056925Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e7189e9822a42d47741cae8e78511eb01fbf000447c9c9c3f60d28efe902de94

Aliases

arxiv: 2605.01844 · arxiv_version: 2605.01844v2 · doi: 10.48550/arxiv.2605.01844 · pith_short_12: 44MJ5GBCUQWU · pith_short_16: 44MJ5GBCUQWUO5A4 · pith_short_8: 44MJ5GBC
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/44MJ5GBCUQWUO5A4V2HHQUI6WA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: e7189e9822a42d47741cae8e78511eb01fbf000447c9c9c3f60d28efe902de94
Canonical record JSON
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    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-03T12:26:13Z",
    "title_canon_sha256": "b89bd423b4f4bea0de39702db40cf8ee7eac111366eaf5e41628ece2dd9495c8"
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