Paper Citation Record · LEDGER

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs

As of 16 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2608.08159.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.08159 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:25:43.423913Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact0
verified fuzzy6
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d2e37321-e45e-47b8-a447-753887c8578d · outbound

This paper cites Nature , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Nature , volume=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.329831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9a15ff8-cca5-43fb-8029-f9d8c68ab467 · outbound

This paper cites , author=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs , author=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.333446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 515d744a-a84a-4935-9fb5-75751ae78ecb · outbound

This paper cites Nature , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Nature , volume=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:25:43.666415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 35bf2150-c44e-4572-8abf-8a9b7e98a627 · outbound

This paper cites Science , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Science , volume=

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:25:43.657108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3138b3fb-be68-4cc9-b17f-db91856049c0 · outbound

This paper cites Cell , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Cell , volume=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.344589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88d0e9fd-b29f-4005-b04d-9274a53a011c · outbound

This paper cites an unresolved cited work.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.347879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab4f7e68-4ae5-4b53-bc29-889268a274a8 · outbound

This paper cites Trends in cognitive sciences , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Trends in cognitive sciences , volume=

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:25:43.635161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 58b717cc-f11e-4c42-afdb-b80cf3102ced · outbound

This paper cites Journal of neuroscience , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Journal of neuroscience , volume=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:25:43.625682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7c916ffa-a46b-4b66-80cb-0abf05d972df · outbound

This paper cites Nature , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Nature , volume=

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.358008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 624a2100-d5ab-45b2-b74a-07a080c4aa73 · outbound

This paper cites International Conference on Learning Representations , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs International Conference on Learning Representations , volume=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.361231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc7df7d1-a85f-4e2d-bffb-57a8e7f084d3 · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , articleno =.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Proceedings of the 41st International Conference on Machine Learning , articleno =

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.364592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59645692-3662-46cc-a4f3-8d109d1b4309 · outbound

This paper cites Nature Reviews Neuroscience , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Nature Reviews Neuroscience , volume=

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:25:43.596961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 92412c16-848c-446d-8aa1-98c273e1dc05 · outbound

This paper cites Transactions on Machine Learning Research , year=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Transactions on Machine Learning Research , year=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.370746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 347680cc-8e44-44e8-88af-46662f836ea6 · outbound

This paper cites Advances in neural information processing systems , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Advances in neural information processing systems , volume=

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.374068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 472cee5e-8c34-4763-958d-f25e41e2c27e · outbound

This paper cites Scaling laws for activation steering with Llama 2 models and refusal mechanisms.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Scaling laws for activation steering with Llama 2 models and refusal mechanisms

Reference 15

Resolution: metadata mismatch; local_arxiv, observed 2026-08-12T00:25:43.493544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cf2d6890-e811-437f-a60a-63c76a1f4332 · outbound

This paper cites an unresolved cited work.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.381160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 740ce4cd-eb1e-4484-ac35-d08bbbb8526b · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Representation Engineering: A Top-Down Approach to AI Transparency

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.384214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8e6c939-ad34-460c-898d-3abfe9311785 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Advances in Neural Information Processing Systems , volume=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.387195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffd41ff1-4b82-4fc8-ac95-44a57b0a77ec · outbound

This paper cites International Conference on Learning Representations (ICLR) Workshop , year =.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs International Conference on Learning Representations (ICLR) Workshop , year =

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.390046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f01df0ba-cab3-46d3-9303-fe69f30e5c31 · outbound

This paper cites an unresolved cited work.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.392751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35612f8f-fc38-473d-922a-877378e6bf9b · outbound

This paper cites The Eleventh International Conference on Learning Representations , year=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs The Eleventh International Conference on Learning Representations , year=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.395285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ff25d06-0d1e-4e1c-89b8-c857ca036eca · outbound

This paper cites Transformer Circuits Thread , year=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Transformer Circuits Thread , year=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.397851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eff92b5-cd2d-43cd-8146-2d389692400e · outbound

This paper cites Number Representations in LLMs: A Computational Parallel to Human Perception.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Number Representations in LLMs: A Computational Parallel to Human Perception

Reference 23

Resolution: metadata mismatch; local_arxiv, observed 2026-08-12T00:25:43.469731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f516691c-7091-4e25-8879-b99f22713e38 · outbound

This paper cites The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.403047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29e2b29c-4a7b-4593-99cd-a5682056474c · outbound

This paper cites Advances in neural information processing systems , volume=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Advances in neural information processing systems , volume=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.406681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afc0b361-9e5e-4943-bc8b-4f755bf942ce · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.409981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b233b48-c5da-4dce-be2d-b5ccba96edb8 · outbound

This paper cites Transformer Circuits Thread , year=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Transformer Circuits Thread , year=

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.413589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5c0db67-e35e-429f-8858-02a7c86ac851 · outbound

This paper cites Scaling Monosemanticity: Extracting Interpretable Features from.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Scaling Monosemanticity: Extracting Interpretable Features from

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:25:43.516743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 70c12a7a-f73a-4337-95cf-5b7d68941063 · outbound

This paper cites Transformer Circuits Thread , year=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Transformer Circuits Thread , year=

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.420581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4684284f-1634-4a6a-a1b9-d8a9b3eda0ee · outbound

This paper cites Forty-first International Conference on Machine Learning , year=.

When Is a Steerable Concept Representation Real? Measurement Confounds in a Cross-Family Audit of Neuroscience Parallels in LLMs Forty-first International Conference on Machine Learning , year=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T00:25:43.423913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.