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Paper Citation Record · LEDGER

Linear Representations of Political Perspective Emerge in Large Language Models

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 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 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:28:03.112145Z

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
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

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 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

Resolution
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=sha256:61fa3cf7612817d3efa4701114c9edbdcb2f6d23182acebc515c1e65475afd2c

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
unresolved
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=sha256:20e3d23627f7e50bc37a4906bff9125492a583b3eb368bdabc58babf796f9d42

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:ce434b77dd3de228298831c08bf23c7e7bdfa19fb757bc1bfc20244734c815d8

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:de4c5ce941c1a1c2183af60cbb347cc9593c070d9791c643d50e2e4e08d2dbe9

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:b4fa9dec7a60f32bd8c222e71c2251f325f94a5d1539a73c174201d21fce67d9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-22T00:44:08.796515Z digest=sha256:e79ced911c1c15825958a5a5981fd45537cb1a4b153f0f330b604fabac4be3d4

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:ceb036a57ab212bb5f98519e6247b06d1e3b1963ad414388d3ffd0a5edbd1b7f

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:dd61998ee8e2a485a814353820486f9520ff648a34185d60e8756e4ce2ef36d5

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:a740f65e672145a1a9a4626cb3f84e8df63d247178a17a8be56e1d7ac64fba76

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-10T05:19:11.471186Z digest=sha256:c5f325c4acbffd191710c61ce6939467324f6d5fdc3bd305157e6ad149784ccc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T12:25:23.480796Z digest=sha256:cb27de5a195eb48c461788f8b362b369589c57a31a53121faa53b4916ba4e4eb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-30T22:16:47.743387Z digest=sha256:4e64feba5745f2a49b7e3711025fcbba35956692e96b0e9fb8aa82090ea90510

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:b6a18199fedcb5efa4babd8062bc5024f8f3020fa24cda26e8084edac22b1fa0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T18:30:14.923773Z digest=sha256:b7d9dc4074c1fcec22e2889932bde77948d446d36a700a1d0bdf3635d10715ea

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=sha256:3587207ac2065559a6c43cb568e3987e0c08f068cf24b2700e14fd7ef5eeee98