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Paper Citation Record · LEDGER

Linear Representations of Political Perspective Emerge in Large Language Models

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2503.02080.

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

pith.paper-citation-record.v1
2503.02080 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:43:33.479865Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T23:07:26.684630Z

Reference resolution

0 of 0 outbound references displayed

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  • verified fuzzy0
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  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 4f2dbe4f-d845-4d48-9165-0e99210ecaaa · inbound

On the Mechanistic Interpretability of Neural Networks for Causality in Bio-statistics cites this paper.

On the Mechanistic Interpretability of Neural Networks for Causality in Bio-statistics Linear Representations of Political Perspective Emerge in Large Language Models

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T04:43:33.479865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T04:43:33.479865Z digest=sha256:eb830639e14c6cc4503ce1ea0976bbf33466c246b300c3b15ea6aa194cb5a10b

Observation 577e6f09-43fc-4a17-8314-b3909c1443bb · inbound

Evaluating Intra-firm LLM Alignment Strategies in Business Contexts cites this paper.

Evaluating Intra-firm LLM Alignment Strategies in Business Contexts Linear Representations of Political Perspective Emerge in Large Language Models

Reference 6

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unresolved
no resolver link, observed 2026-08-07T14:28:03.112145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:28:03.112145Z digest=sha256:cc6be40c7af3cd5587ea3ad49dd085272de1836dcaf5735d691b3cddc5074bf3

Observation 45257b3d-b96f-442f-b6d0-8a152a559c65 · inbound

Fine-Grained Interpretation of Political Opinions in Large Language Models cites this paper.

Fine-Grained Interpretation of Political Opinions in Large Language Models Linear Representations of Political Perspective Emerge in Large Language Models

Reference 24

Resolution
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no resolver link, observed 2026-08-07T10:40:14.374310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:40:14.374310Z digest=sha256:683e0ae48cf5d366197562857d1c498c8e5a0dd880f9a44ceef94841f0ed308d

Observation f1d12fa1-2227-4053-9c63-9e7738c4a344 · inbound

Dissecting Bias in LLMs: A Mechanistic Interpretability Perspective cites this paper.

Dissecting Bias in LLMs: A Mechanistic Interpretability Perspective Linear Representations of Political Perspective Emerge in Large Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T10:29:44.887656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:29:44.887656Z digest=sha256:512cb02e1245c4a0f623151d4400c66768ae0d6283841ab740b405b3db6438c5

Observation c8c6c52a-f505-48c3-bbd4-b3d13d65774c · inbound

LegiGPT: Party Politics and Transport Policy with Large Language Model cites this paper.

LegiGPT: Party Politics and Transport Policy with Large Language Model Linear Representations of Political Perspective Emerge in Large Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T23:42:13.712971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:42:13.712971Z digest=sha256:d2126f6af4a6e49eb0e944880eca16008bf3f2de11c9d061f0cd466c060f47a0

Observation f92e8764-2945-416b-bcc1-8b6d14f22bc8 · inbound

PII Jailbreaking in LLMs via Activation Steering Reveals Personal Information Leakage cites this paper.

PII Jailbreaking in LLMs via Activation Steering Reveals Personal Information Leakage Linear Representations of Political Perspective Emerge in Large Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T20:36:46.621517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:36:46.621517Z digest=sha256:221e977ebb7d8fcbacd4a93eab76589b504d14682a336ffe328ac391f80d3784

Observation 0bdabc5e-dbd7-42ff-81cd-73b343b08578 · inbound

Opinion dynamics: Statistical physics and beyond cites this paper.

Opinion dynamics: Statistical physics and beyond Linear Representations of Political Perspective Emerge in Large Language Models

Reference 168

Resolution
verified exact
arxiv_id, observed 2026-05-22T00:44:29.153404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-22T00:44:08.796515Z digest=sha256:ef941c21587b7c6ba4ccd45f3ec6fff0294b8a4a43c36e11eb8dc33b3e348a48

Observation 8b4f85a5-b960-4f6a-9879-18d4b1a2ed6a · inbound

When Models Refuse: Political Steerability and Feature Richness as Measures of Ideological Depth cites this paper.

When Models Refuse: Political Steerability and Feature Richness as Measures of Ideological Depth Linear Representations of Political Perspective Emerge in Large Language Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T14:22:30.664747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:22:30.664747Z digest=sha256:c4109404fe91a6697cae8fb7b6d421e2cb3685b90005c42a44d392e5b211e31e

Observation b66a0bd3-7c2e-4f9a-89d9-28106ebe1c4d · inbound

Anchoring Refusal Direction: Mitigating Safety Risks in Tuning via Projection Constraint cites this paper.

Anchoring Refusal Direction: Mitigating Safety Risks in Tuning via Projection Constraint Linear Representations of Political Perspective Emerge in Large Language Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T23:10:21.206616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:10:21.206616Z digest=sha256:1945e10dab7ca8dafaa88464381f30eb46937c2b13e756507c10764d0c50e7bf

Observation d80a471d-c2f4-416e-95f1-eaceddb75717 · inbound

AI Behavioral Science cites this paper.

AI Behavioral Science Linear Representations of Political Perspective Emerge in Large Language Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-15T17:27:30.478882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:27:30.478882Z digest=sha256:f971a0a311b15597ea46731d44474a1a30c46f39370476984fe10d11a115c675

Observation e4a8c392-549f-40e5-81e2-084a1b0552db · inbound

Mechanistic Interpretability of Cognitive Complexity in LLMs via Linear Probing using Bloom's Taxonomy cites this paper.

Mechanistic Interpretability of Cognitive Complexity in LLMs via Linear Probing using Bloom's Taxonomy Linear Representations of Political Perspective Emerge in Large Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T22:20:52.717256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:20:52.717256Z digest=sha256:0673bb852347b5bb302bf9bf85f2398a52c02bf9959999a4da02a543a1f9948e

Observation 28195c93-ff53-484b-ab93-58f34a2d6e16 · inbound

Probing for Reading Times cites this paper.

Probing for Reading Times Linear Representations of Political Perspective Emerge in Large Language Models

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-10T09:28:39.046308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-10T05:19:11.471186Z digest=sha256:68bc4f2e6a9f7a401dddba083b0fa57a410831ee8e4b6440f2ef0ac1d1d62bda

Observation 5f7cbe17-9889-4e95-9d47-e0878a9e670c · inbound

LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems cites this paper.

LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems Linear Representations of Political Perspective Emerge in Large Language Models

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-07-02T01:16:24.448550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-28T12:25:23.480796Z digest=sha256:54cb62c5b16f2cbbf3c8c528772157f3872582ceb06cf6c008a3cf54a175291b

Observation 8a840735-a44a-4fcb-9f95-ed704854b8ba · inbound

Temporal Preference Concepts and their Functions in a Large Language Model cites this paper.

Temporal Preference Concepts and their Functions in a Large Language Model Linear Representations of Political Perspective Emerge in Large Language Models

Reference 60

Resolution
verified exact
arxiv_id, observed 2026-07-01T14:05:47.178634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T22:16:47.743387Z digest=sha256:916fda0bba4ff002f1eaf5479c68c0a0d4880f16ba6b9599a11cb7eaece0a617

Observation 35a5103d-011f-4d91-aa60-9136de1c7de8 · inbound

Temporal Preference Concepts and their Functions in a Large Language Model cites this paper.

Temporal Preference Concepts and their Functions in a Large Language Model Linear Representations of Political Perspective Emerge in Large Language Models

Reference 60

Resolution
unresolved
no resolver link, observed 2026-07-12T17:03:44.315006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T17:03:44.315006Z digest=sha256:0a8639288a070a348d70b503b9d53e133f6124a779719dc04290735da5b760c7

Observation 142ff753-4297-447f-826b-9dd1bcdf5788 · inbound

The Amplifying Mirror: Locating and Steering the Partisan Direction inside a Large Language Model cites this paper.

The Amplifying Mirror: Locating and Steering the Partisan Direction inside a Large Language Model Linear Representations of Political Perspective Emerge in Large Language Models

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-07-02T23:07:26.690097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-27T18:30:14.923773Z digest=sha256:ba652fc53bd937a734c9802648eac15db7c6e60a9f9248e429dd5b3d3e5c7e19

Observation f81196d5-9f97-4ee2-8bbc-c3c5e425a918 · inbound

Linear representations of grammaticality in neural language models cites this paper.

Linear representations of grammaticality in neural language models Linear Representations of Political Perspective Emerge in Large Language Models

Reference 111

Resolution
unresolved
no resolver link, observed 2026-08-01T23:59:44.407327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T23:59:44.407327Z digest=sha256:97d61fdd170ea491f08f1fb27636f929f8c5a00805f404a0fb597f816a32bed0