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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 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:ccca86a110e19fc1f4503c4b6743a15d04bd24db2cde065256d9a0e0a4633c5a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:e25860704064cad04b1ab6bd9109ec3d4c63df51540e7f4c4d5693847974c280

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:0cec83ce9fb9e68f9885234bc40295fd7596eafaa8d0fab816d630b423b45db4

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:3a82d7460956c14aa44c27253a2607a9ffff2834448694566d6918b7e9122774

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:dfe69a26afe4a67286d14dff5e46507fe3ac1e52d7930f53a9fc684d81edd0bb

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:b2df39d9c70d99a34baa030e714d20604dca97692da070655a0152e7f137dc10

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:b0ca8895504b9af77988436e7572905f484ddb14f808963e11ab16141c58f932

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:72d4626471feec611a9e64cc188583f23b2c533a71856dbc0d64d07c0d2c2ad0

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:034f69523047a03ecc37484367a168d8e00bf7804e63e2926e0958ce76645fcd

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:4a87008e614dc9d42fe7f90d74b96b92cec7151b40220cd05776932311810d69

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:f3a792bf5e93f51d4b892202346aca753686010e5329f2cd7fc200a6e2059104

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:3c73486e534c886649ebaa65dcb1832217d96c70e9db538a2f4627714d61b331

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:95da726a6f27fa8bf42b9e35b5e545342451eaf860132376dc3057d629dfbc9f

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:f0a3ec13ecf5a8b9b2fa51b566ad5995a68e35b91f36edc85933efa6a8ac78d1

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:3e4b13e39f5caf104998950f1b758f3a13ec0dec87d66d8c7726d2715d596fb9

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:67e977580c2c9da1de1611ba6e3ce462c35ff14a11be846b0e77fa158b26ac4c

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:187828cb703a5bd8a8632953dd00296288ed6b80a50460491c76ec9d35b9d7d2

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:fd4cdb102eaed4d39555f82175d5ea9356e06840b71b14ad6baec9151f5f1574

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-25T04:46:50.086940Z digest=sha256:b118d7301c06d9eb0934bc9554f560d472f9b6a216d4a318aa9d0cfd5b28095c

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