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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 14 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:d88dd81bdde75a95a26daa67f8571c4e84ba2e0be1a0d27dc0b98e55956421dc

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:f5e1e0ca24a846c39eead6200cbcc2efccfa05e891b9ba6b1630d7748a3c083e

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:16434240cb276e323a7f0779efc1bd2d9a74447474aa4f9f01bb41005e8e5475

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:95fa997484c01849d4449dff88c4223795a1653dcdb32c35d34b301896b658aa

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:136324d60f9d86dc3f5739ea7cd2300a2d717706028ad07584b18b2fb54e17bf

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:589d5aaf8589a036da4ce0315113a1e98e098e34b056e1a79b2f82cee2884269

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:e55fb8703c04fe953ee7bdcce33ef937557c3b6e83c6baa765f174f379acc15b

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:e6f5bcff3471fbc5333d659c4d060fab61866cb07ca2c6b1fd29e8d42aee19f9

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:7a7a16cd362f17b95d0a5c919a886039a46018e264b3e5a76aa0ddaf5ca89753

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:d865de968b791d8d611a441f0d1ff1dcd01435a52fb1445f4eb1f7a4739a77c6

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:ca197527a709ae08070a3d78fdd1be5e6c9de06f489965033c12206bd246bcc3

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:d884e94e198ddafb841693c4c15ec9525473377434674ab345d729b6d70e313f

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:3f8bcd4ecbba4fb1caa002fa3f9e0e023d0767deb50c075fbc408b34c207a627

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:9b80042fc4f60d1613d5e340f5b44830ff9f8b9019ef70b8651101e301a54ced

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:a23a838ddc650f247333273dc056834e917f4a3ef3c3cb23cedd5eb86aa68f4b

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:36a8acdee679e2a737ef817c77efa93b818fbd8ffd2e8fae8808e3a730954b05

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:a420ecacd43de0d43b08d05db94141dfa5562f9df9c76f4ea5febda146ce668d

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:7c15785797743e13dbae8babadcff7fdbb7e3458b39dac5139b5bcd4fc1e9df2

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:7efa0106a99315370d8031965b4ac053488d9727291c066a05c1ad0005c0bdce

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