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Paper Citation Record · LEDGER

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies

As of 8 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2607.15146.

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

pith.paper-citation-record.v1
2607.15146 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T00:06:22.028491Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

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  • unresolved44
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  • malformed identifier1
  • metadata mismatch0

External citation measurements

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Outbound references

Observation 2978a7af-8fd9-4b71-a968-84ce939ee76a · outbound

This paper cites PS: Political Science & Politics 55(2), 429–433 (2022).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies PS: Political Science & Politics 55(2), 429–433 (2022)

Reference 1

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source=pdf_text observed=2026-08-02T00:06:16.798049Z digest=sha256:8078b667d7239f3103881f7e1a509198106ebade839b7415f0b76c1020112f10

Observation 7f70971a-c41f-4419-824d-c56c23b167c0 · outbound

This paper cites an unresolved cited work.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-02T00:06:16.905895Z digest=sha256:86f42766b191cbd2abfd473b26a6147a13bc479b625cbd0b2a8a9caecd149a10

Observation b3ff6d79-3d6c-455e-9c12-75b3f55d58cd · outbound

This paper cites https://www.anthropic.com/ne ws/political-even-handedness (November 2025), accessed: June 12, 2026 Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality 15.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies https://www.anthropic.com/ne ws/political-even-handedness (November 2025), accessed: June 12, 2026 Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality 15

Reference 3

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Observation 53bdd521-9a95-4568-969c-fdefa1367c20 · outbound

This paper cites https://www.anthropic.co m/claude/opus (Feb 2026), accessed: April 16, 2026.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies https://www.anthropic.co m/claude/opus (Feb 2026), accessed: April 16, 2026

Reference 4

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source=pdf_text observed=2026-08-02T00:06:17.194576Z digest=sha256:83434bc6487ac2c58e7d1885c1fdea81379ca349dbfdce638c7b2d4a11c95f2e

Observation 32f424a7-6cee-4e33-a731-ef88bbf5fc9f · outbound

This paper cites Computational Linguistics 34(4), 555–596 (2008).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Computational Linguistics 34(4), 555–596 (2008)

Reference 5

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Observation 88871bfc-1492-4072-8a5e-f1743ee188bd · outbound

This paper cites POW: Political Overton Windows of Large Language Models.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies POW: Political Overton Windows of Large Language Models

Reference 6

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Observation 8dc631a4-f1b5-4a45-84fb-c37f99ca7f2b · outbound

This paper cites npj Artificial Intelligence 2(1), 7 (2026).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies npj Artificial Intelligence 2(1), 7 (2026)

Reference 7

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source=pdf_text observed=2026-08-02T00:06:17.662551Z digest=sha256:730e6609e630985f8c863e0d09013ed73d0e7f7529833f17824b1469cc0df9cd

Observation fd722114-6eb2-4f5b-89fd-52f1805f30a6 · outbound

This paper cites In: World Conference on Explainable Artificial Intelli- gence.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies In: World Conference on Explainable Artificial Intelli- gence

Reference 8

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Observation 50c214f8-47c4-4f46-90cc-57fe6781a5fe · outbound

This paper cites arXiv preprint arXiv:2601.08785 (2026).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies arXiv preprint arXiv:2601.08785 (2026)

Reference 9

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Observation d47300d0-c992-4ae4-8ef7-4fd493ef75fa · outbound

This paper cites IEEE Access 13, 11341– 11379 (2024).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies IEEE Access 13, 11341– 11379 (2024)

Reference 10

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source=pdf_text observed=2026-08-02T00:06:18.091833Z digest=sha256:49046e70cc94fe908178142e857c8b981a7e8224efa9d7df6e98f37dd5e3c0fd

Observation c262bbb1-b482-4191-87bf-dda60ace946c · outbound

This paper cites https://api-docs.deepseek .com/ (Apr 2026), accessed: May 30, 2026.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies https://api-docs.deepseek .com/ (Apr 2026), accessed: May 30, 2026

Reference 11

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source=pdf_text observed=2026-08-02T00:06:18.275675Z digest=sha256:f8a6c6df279dfcdc61bfc8e152635c31e13dfeff2e610b64c75f4dd908548945

Observation fc193a73-79f0-4e5f-894f-82d6e0913162 · outbound

This paper cites In: World Conference on Explainable Artificial Intelligence.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies In: World Conference on Explainable Artificial Intelligence

Reference 12

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source=pdf_text observed=2026-08-02T00:06:18.389246Z digest=sha256:57eccabcd3b4e97ca9fd8793ce7a40bbc9d3598774c1629e57909dbf18f7be01

Observation ca22120e-5e4e-4b3a-a73c-a6f77e39559f · outbound

This paper cites The Guardian (January 2026), https://www.theguardian.com/technolo gy/2026/jan/24/latest-chatgpt-model-uses-elon-musks-grokipedia-as-sou rce-tests-reveal , accessed: 2026-04-28.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies The Guardian (January 2026), https://www.theguardian.com/technolo gy/2026/jan/24/latest-chatgpt-model-uses-elon-musks-grokipedia-as-sou rce-tests-reveal , accessed: 2026-04-28

Reference 13

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Observation 1c3e1892-2d02-4e38-86e4-95a07ea32a50 · outbound

This paper cites arXiv preprint arXiv:2601.15484 (2026).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies arXiv preprint arXiv:2601.15484 (2026)

Reference 14

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Observation b6a728fa-0852-4cf2-a9e7-4f62e197c205 · outbound

This paper cites an unresolved cited work.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Unresolved cited work

Reference 15

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source=pdf_text observed=2026-08-02T00:06:18.725219Z digest=sha256:f2603a243d65a4783c8fd89170138e5d7915fe75a8acdde5f8794fd5bdb8e919

Observation 79a9e02e-599b-47e9-a990-227cadf568eb · outbound

This paper cites an unresolved cited work.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Unresolved cited work

Reference 16

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source=pdf_text observed=2026-08-02T00:06:19.087795Z digest=sha256:9928d94771ea8a6940cb04b71bd40ec85d3ee48372a604614ad49894a9bfa89b

Observation 64be6d64-6786-4827-b29d-bfc757905bbf · outbound

This paper cites arXiv preprint arXiv:2602.05519 (2026).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies arXiv preprint arXiv:2602.05519 (2026)

Reference 17

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source=pdf_text observed=2026-08-02T00:06:19.209742Z digest=sha256:91d3444520edf23c94b497ce3fc23909a29a3122b2281518f9f0c6c172b7a3a9

Observation 81c58d70-c4be-4589-9b8c-e5bbda76e34f · outbound

This paper cites https://ww w.pcmag.com/news/traffic-to-elon-musks-grokipedia-tanks-after-initial -surge (Nov 2025), accessed: 2026-05-07.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies https://ww w.pcmag.com/news/traffic-to-elon-musks-grokipedia-tanks-after-initial -surge (Nov 2025), accessed: 2026-05-07

Reference 18

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source=pdf_text observed=2026-08-02T00:06:19.422720Z digest=sha256:50b715e3cdf6251670d2252b37f9f566628a83bd593afef47e58b8406e3246f3

Observation 72002e6b-fb98-4cc1-a850-f3a55c900a0c · outbound

This paper cites arXiv preprint arXiv:2601.05835 (2026).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies arXiv preprint arXiv:2601.05835 (2026)

Reference 19

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source=pdf_text observed=2026-08-02T00:06:19.536606Z digest=sha256:16c26c85eed12a0611f80a6ae0dfedb2aff4d8bf90fcd6d6b13434413339dca8

Observation a77ac997-fc63-4324-8ba0-9370e748fcb0 · outbound

This paper cites PoliticsBench: Benchmarking Political Values in Large Language Models with Multi-Turn Roleplay.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies PoliticsBench: Benchmarking Political Values in Large Language Models with Multi-Turn Roleplay

Reference 20

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source=pdf_text observed=2026-08-02T00:06:19.624934Z digest=sha256:b0f268d5c6523c7552d397a8a49733f5a2384b1ba758231049976f1681f99615

Observation 0e0db37b-57d5-4ed3-8785-1966e3157521 · outbound

This paper cites Biometrics 33(1), 159–174 (1977) 16 F.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Biometrics 33(1), 159–174 (1977) 16 F

Reference 21

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source=pdf_text observed=2026-08-02T00:06:19.726144Z digest=sha256:1ba23dcec778f6a10137ad70f91c3ae8687e5a02ef1c8c2e68199f491c2eb2f4

Observation 3f5c0a30-045d-4a71-a482-b8ddacfdaf84 · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Reference 22

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source=pdf_text observed=2026-08-02T00:06:19.889875Z digest=sha256:bcb2a0f930dec920d28941b91058563b0a6ce2f82c9e7bb84094e2676b9005f8

Observation e7876be8-f892-4f95-8a20-501716de3af9 · outbound

This paper cites Varieties of Democracy (V-Dem) Project (2022).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Varieties of Democracy (V-Dem) Project (2022)

Reference 23

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source=pdf_text observed=2026-08-02T00:06:20.108423Z digest=sha256:6f2ceafb797bfafc9fe24432adb0f4f9e6f8acb2db025450f4e9cfd15ad1e984

Observation 21ccc510-2fbb-4fe3-96b1-10b048964e5b · outbound

This paper cites arXiv preprint arXiv:2512.03337 (2025).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies arXiv preprint arXiv:2512.03337 (2025)

Reference 24

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Observation 37e2be9a-8d3d-465a-b919-5362b7b3a875 · outbound

This paper cites European Journal of Political Research 64(4), 1668–1692 (2025).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies European Journal of Political Research 64(4), 1668–1692 (2025)

Reference 25

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Observation 6693c874-b153-4f8a-977c-2241de298d19 · outbound

This paper cites https://huggingface.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies https://huggingface

Reference 26

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source=pdf_text observed=2026-08-02T00:06:20.687603Z digest=sha256:355a87e1912244ece45166dd2ebbdfc1a629a7e21353b2a16e6e324e0316d641

Observation 7646fd92-67ba-4619-8fff-03b45e57d02e · outbound

This paper cites Stop donating to Wokepedia until they restore balance to their editing authority.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Stop donating to Wokepedia until they restore balance to their editing authority

Reference 27

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Observation 7545c48a-983f-4ee7-ab44-21b8187fe1eb · outbound

This paper cites Since legacy media propaganda is considered a ‘valid’ source by Wikipedia, it naturally simply becomes an extension of legacy media propaganda.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Since legacy media propaganda is considered a ‘valid’ source by Wikipedia, it naturally simply becomes an extension of legacy media propaganda

Reference 28

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Observation 40bce1f3-7865-4429-a72d-8a187b6bf01e · outbound

This paper cites American Political Science Review 114(4), 1366–1374 (2020).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies American Political Science Review 114(4), 1366–1374 (2020)

Reference 29

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source=pdf_text observed=2026-08-02T00:06:21.156365Z digest=sha256:d76f25e69d3018fcd77ccc88ed3e2851ca01d4e6b5a9682dc61abc31b976b0c7

Observation 4d26b6fe-13f6-4242-a74d-7c3c0b5322b8 · outbound

This paper cites Journal of Information Technology & Politics pp.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Journal of Information Technology & Politics pp

Reference 30

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Observation c4e443ec-4286-4449-9f13-cc90e618d9f7 · outbound

This paper cites https://www.pe wresearch.org/short-reads/2026/01/13/wikipedia-at-25-what-the-data-t ells-us/ (2026), accessed: 2026-05-06.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies https://www.pe wresearch.org/short-reads/2026/01/13/wikipedia-at-25-what-the-data-t ells-us/ (2026), accessed: 2026-05-06

Reference 31

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Observation 69b201d0-b592-4fd5-acbd-13bd4a723596 · outbound

This paper cites OUP Oxford (2007).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies OUP Oxford (2007)

Reference 32

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Observation 2a7945d0-43e5-405e-bff7-8ff342c1eac1 · outbound

This paper cites an unresolved cited work.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Unresolved cited work

Reference 33

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source=pdf_text observed=2026-08-02T00:06:21.376483Z digest=sha256:efc4e577414abe41d76e8da40f25aa1ca202ca02fc7fd4f1824791a9122ea061

Observation 279f53fb-46fb-45e7-88fe-3b6c8b4ded01 · outbound

This paper cites PLOS ONE 19(7), 1–15 (07 2024).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies PLOS ONE 19(7), 1–15 (07 2024)

Reference 34

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source=pdf_text observed=2026-08-02T00:06:21.459357Z digest=sha256:0354c32719ad9debc98b3fe4ad87919c53ef18e60d473f5a21e6f4ca11ca4b24

Observation 99e3e651-f3b5-4ae8-91f2-082846897cde · outbound

This paper cites LLMpedia: A Transparent Framework to Materialize an LLM's Encyclopedic Knowledge at Scale.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies LLMpedia: A Transparent Framework to Materialize an LLM's Encyclopedic Knowledge at Scale

Reference 35

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source=pdf_text observed=2026-08-02T00:06:21.541496Z digest=sha256:2b0d6253482ccad4fea7f053c282da649fb298a2e93b5aa4e8df9d1f4b244083

Observation 1402146f-3031-4149-9482-26cb0f02d87a · outbound

This paper cites The Journal of Politics 71(1), 238–248 (2009).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies The Journal of Politics 71(1), 238–248 (2009)

Reference 36

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:21.594793Z digest=sha256:824704e226f7f665735459b5db05014888b1fcf2982acacd492049187d32c955

Observation 7b388fa1-07de-402d-aba9-7fdb7b0b3ec2 · outbound

This paper cites arXiv preprint arXiv:2511.09685 (2025).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies arXiv preprint arXiv:2511.09685 (2025)

Reference 37

Resolution
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no resolver link, observed 2026-08-02T00:06:21.643934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:21.643934Z digest=sha256:f0ec4ece338015d64b327c4639df5bd487756b7585353dcd2f1751511dddc752

Observation e72befb6-0d3b-4d96-ac10-6ea789e13989 · outbound

This paper cites Does it matter how they match? The German General Elections 2009 in comparison.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Does it matter how they match? The German General Elections 2009 in comparison

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-02T00:06:21.699568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:21.699568Z digest=sha256:affa7a9c2890864d7f03e2c8d9b8d3e4d66a3ae0cc208627c5c3e59d03ff6263

Observation 33719f5f-2cd8-4e70-b82b-c134179885d0 · outbound

This paper cites Advances in Neural Information Processing Systems 35, 24824–24837 (2022) Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality 17.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Advances in Neural Information Processing Systems 35, 24824–24837 (2022) Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality 17

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-02T00:06:21.752674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:21.752674Z digest=sha256:a5f39b6451859da8e04db315752d61ae29983cbc1b6c1c0fb04fc461200063a0

Observation 34683d77-4a51-46bd-90b1-a54513c5ecab · outbound

This paper cites British Journal of Political Science 55, e174 (2025).

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies British Journal of Political Science 55, e174 (2025)

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-02T00:06:21.807945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:21.807945Z digest=sha256:5cee6b9c8e66a1719c5920f2291d5b51f47dad1fd0eea80c641c68248176bc61

Observation 16a3162c-ef18-49a1-953b-2c3d889a1e06 · outbound

This paper cites https://grok.com/ (2025), accessed: April 16, 2026.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies https://grok.com/ (2025), accessed: April 16, 2026

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-02T00:06:21.868067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:21.868067Z digest=sha256:1f16b3f735c0472080c21304e50f6673681db9f42f3da43e833f51febb6177ca

Observation d4abfbf5-9664-4957-86e8-3e83cd4d9593 · outbound

This paper cites How Similar Are Grokipedia and Wikipedia? A Multi-Dimensional Textual and Structural Comparison.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies How Similar Are Grokipedia and Wikipedia? A Multi-Dimensional Textual and Structural Comparison

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-02T00:06:21.921339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:21.921339Z digest=sha256:9b1e2aad77ed96885bdaf7f9d0ffd64792dc2ae93ce39c12a92ff3c4be945d4c

Observation 1730bbb9-26f2-46da-98b5-d66edd450b40 · outbound

This paper cites Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Justice or Prejudice? Quantifying Biases in LLM-as-a-Judge

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-02T00:06:21.976495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:21.976495Z digest=sha256:617b6e863e64c87bba455df8a202695d765cad43436a57d327d92ac280de97c5

Observation 5dff4833-ee25-4ea1-88e7-c896f893f2e5 · outbound

This paper cites an unresolved cited work.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies Unresolved cited work

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-02T00:06:18.921173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:18.921173Z digest=sha256:ecce978fa7d303fe7e075ea509fec3f1f6eeee6367a35dde1e9996cfedbf9262

Observation 56f801a0-8ed1-41e4-b300-98f562fc2a43 · outbound

This paper cites politician.

Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies politician

Reference 2026

Resolution
malformed identifier
no resolver link, observed 2026-08-02T00:06:22.028491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:06:22.028491Z digest=sha256:93667f5e9723df5ddd4d20f8f49faf589ad667b8d97dc98fa29fb409ddbbb445

Pith citing papers

No inbound Pith citation observations are available.