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Paper Citation Record · LEDGER

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt

As of 7 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2605.23825.

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

pith.paper-citation-record.v1
2605.23825 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-25T04:46:50.086940Z

measured 20 of 20 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T02:12:25.342418Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

  • verified exact1
  • verified fuzzy16
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation df6e8990-f055-429a-a981-afbcc7f909ee · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2023 , year =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Findings of the Association for Computational Linguistics: ACL 2023 , year =

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.441916Z

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=2026-05-25T04:46:50.086940Z digest=sha256:09638790df41b472f52ff4d8fd34f5566377cc7131224ddc95dc0d10ca608058

Observation c54c0229-ff60-47ad-b023-6fbc2abfa625 · outbound

This paper cites PLOS ONE , volume =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt PLOS ONE , volume =

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:00.313955Z

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=2026-05-25T04:46:50.086940Z digest=sha256:fe8213c63908c4aba2f2bb78f3e3ee2194b1492ba838cdbc74f9aff4f83a0274

Observation 36e51cd4-5549-4444-bc58-a2aa3811015f · outbound

This paper cites Proceedings of the 40th International Conference on Machine Learning (ICML) , year =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Proceedings of the 40th International Conference on Machine Learning (ICML) , year =

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.419431Z

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=2026-05-25T04:46:50.086940Z digest=sha256:cf3df8bcaed584105b3ffa20a5def77063d9b0c673bc4f0ca153679eecf6024f

Observation 1dba27e5-628f-43d8-9620-41ea58941e61 · outbound

This paper cites Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL) , year =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL) , year =

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.399965Z

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=2026-05-25T04:46:50.086940Z digest=sha256:279f2e33811611b527dd39125787b84b8e464778976efab787bb517a9a08d94e

Observation 53757b5c-974a-4288-9dcf-e434e19ea07a · outbound

This paper cites Political Compass or Spinning Arrow? Towards More Meaningful Evaluations for Values and Opinions in Large Language Models , booktitle =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Political Compass or Spinning Arrow? Towards More Meaningful Evaluations for Values and Opinions in Large Language Models , booktitle =

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.383284Z

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=2026-05-25T04:46:50.086940Z digest=sha256:19bab2588d6296e57c508a8fa724f440ecc00a6681214b1f7eabb153e8215bf8

Observation 428442f2-7db0-4036-979d-6cdcbc651587 · outbound

This paper cites and Kizilcec, Ren.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt and Kizilcec, Ren

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.390725Z

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=2026-05-25T04:46:50.086940Z digest=sha256:efd7844f1846b7672ec8160282bf91d8e6ebb708cf19af5e5c127b62e3281bfd

Observation 33349a97-fd59-434d-9b19-91d37595bfe6 · outbound

This paper cites Towards Measuring the Representation of Subjective Global Opinions in Language Models.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Towards Measuring the Representation of Subjective Global Opinions in Language Models

Reference 7

Resolution
metadata mismatch
local_arxiv, observed 2026-05-25T04:50:21.509185Z

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=2026-05-25T04:46:50.086940Z digest=sha256:d95db31af0658fdcdc2837153ac658cbd1d02336ad70e272776cbe6ae5eebe14

Observation 4b4f0469-2a00-4fb2-8172-155f10f13c8c · outbound

This paper cites and Ritter, Alan and Xu, Wei , title =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt and Ritter, Alan and Xu, Wei , title =

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:15:53.476336Z

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=2026-05-25T04:46:50.086940Z digest=sha256:02356b8155095be509b1b0a8246bb131ab80379aa4fe71890bfdb85d92476026

Observation 131696cb-b070-41ea-a449-4f66bf3f3377 · outbound

This paper cites Proceedings of the First Workshop on Cross-Cultural Considerations in NLP , year =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Proceedings of the First Workshop on Cross-Cultural Considerations in NLP , year =

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.412126Z

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=2026-05-25T04:46:50.086940Z digest=sha256:f3b499b9df9510daac2566cd30d731386bbbcb486a510ba3bd11c8675a2c6a54

Observation fc938547-9014-424f-8bd3-d5acf9f9fb72 · outbound

This paper cites and Mishkin, Pamela and Zhang, Chong and Agarwal, Sandhini and Slama, Katarina and Ray, Alex and others , title =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt and Mishkin, Pamela and Zhang, Chong and Agarwal, Sandhini and Slama, Katarina and Ray, Alex and others , title =

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:17:01.432816Z

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=2026-05-25T04:46:50.086940Z digest=sha256:cea0a0425fc917e36e2fe1b6366b0b68be2ba0650b5fa27e1af63457b08d8324

Observation df5eb2a4-09b3-4b1f-8062-5a9c28b477bf · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 11

Resolution
metadata mismatch
local_arxiv, observed 2026-05-25T04:50:21.494821Z

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=2026-05-25T04:46:50.086940Z digest=sha256:82ad4f64fd769abf167fb954078bf449b486a59c7bfea06f0981f321a97fccf5

Observation d6922543-5504-4275-83f2-ff4a942cb0a6 · outbound

This paper cites Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback , journal =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback , journal =

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:15:53.455758Z

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=2026-05-25T04:46:50.086940Z digest=sha256:1631dd556e1160c0b879d7baa0ccee20ab0182d550156e1f1cfd34c30fc3662d

Observation f2fc2229-3100-4e1f-aa9c-3c6ce4a33659 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL) , year =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL) , year =

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:15:53.452187Z

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=2026-05-25T04:46:50.086940Z digest=sha256:979ce560f798f64161ead0b08e6d90ce1bf83de7a675d9f375d77c36f248552d

Observation 2acc34a8-d4a0-438c-8bf2-026bdd1f9392 · outbound

This paper cites SuperCLUE: A Comprehensive Chinese Large Language Model Benchmark.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt SuperCLUE: A Comprehensive Chinese Large Language Model Benchmark

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-25T04:50:21.486415Z

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=2026-05-25T04:46:50.086940Z digest=sha256:18be1105c67bfeb8985843d35dfae788100c6d964e792e621d2822cd4b2cf146

Observation 3735ca90-00ff-4283-93a0-98baedc86fda · outbound

This paper cites NeurIPS Datasets and Benchmarks , year =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt NeurIPS Datasets and Benchmarks , year =

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:15:53.473083Z

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=2026-05-25T04:46:50.086940Z digest=sha256:4abc68bcbfafdc809caf66de7a5f14b3b6f3d8436a8738fa4b9bb13f8c590b09

Observation 9ef8966d-f78f-4219-9325-0977e491f7d5 · outbound

This paper cites Findings of the Association for Computational Linguistics: EMNLP 2023 , year =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Findings of the Association for Computational Linguistics: EMNLP 2023 , year =

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:15:53.458976Z

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=2026-05-25T04:46:50.086940Z digest=sha256:71cb66ad15df4a71aae2b4e52db4e4b4875b2a0715250950178bba65cc8ad011

Observation ca76286c-a55a-4983-9160-ad07dec63202 · outbound

This paper cites and Narayanan, Arvind , title =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt and Narayanan, Arvind , title =

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:15:53.462830Z

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=2026-05-25T04:46:50.086940Z digest=sha256:26caeaa5cfd62f76fcd7c1ab34732dd0365afd134c8242ac728a32f726dbbaa3

Observation 7c2310ee-c663-4add-93ce-fcb8f493c571 · outbound

This paper cites and Gebru, Timnit and McMillan-Major, Angelina and Shmitchell, Shmargaret , title =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt and Gebru, Timnit and McMillan-Major, Angelina and Shmitchell, Shmargaret , title =

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:15:53.469422Z

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=2026-05-25T04:46:50.086940Z digest=sha256:1e17966c2f481ebb500f2dee89a30a8fb4550026a55d7b84f0ffe87085c40bc5

Observation 1948d9e9-1ff5-4f5f-9fc2-4f8907cf7256 · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL) , year =.

It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL) , year =

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-25T13:15:53.466215Z

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=2026-05-25T04:46:50.086940Z digest=sha256:c632ef81ce972951a5f5324e8ef57b043b6a179991d7d4c2b766d1f36c1305ba

Pith citing papers

Observation 04caf148-30d4-4fe7-b727-d6604c17401f · inbound

Estimating the Geopolitical Preferences of Large Language Models from United Nations Voting Data cites this paper.

Estimating the Geopolitical Preferences of Large Language Models from United Nations Voting Data It's the humans, not the data: Geopolitical bias in LLMs originates in post-training, amplified by the language of the prompt

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-01T02:12:25.342418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T02:12:25.342418Z digest=sha256:69be2bab37508098205e76a1e2ca8e56672c7401fa84da6c576b6e1347e8a7a0