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Paper Citation Record · LEDGER

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity

As of 19 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2505.11861.

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

pith.paper-citation-record.v1
2505.11861 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:51:39.018526Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T06:06:24.211756Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

  • verified exact1
  • verified fuzzy16
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 91566ab8-f96c-473a-b41e-bc3d64d748ef · outbound

This paper cites A new perspective on equity theory: The equity sensitivity construct.Academy of management Review, 12(2):222–234, 1987.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity A new perspective on equity theory: The equity sensitivity construct.Academy of management Review, 12(2):222–234, 1987

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.677862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.828545Z digest=sha256:affc91c5abb2f183c9d943bcba15ea5e9c18f93afae21b45209eabd33d6bed19

Observation 4f3ce3d1-a08e-4bb9-979b-18fb70e4b1c6 · outbound

This paper cites Understanding equity sensitivity through the lens of personality: a review of associations and underlying nature.Management Research Review, 46(9):1261–1277, 2023.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Understanding equity sensitivity through the lens of personality: a review of associations and underlying nature.Management Research Review, 46(9):1261–1277, 2023

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.664044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.833266Z digest=sha256:b51888ae5cb4cdde4309b16036098724916c1ca08b044fe6956300214465b3c3

Observation 463eab7c-5c29-4f7e-8d60-8fc3ebeea4b0 · outbound

This paper cites Beavertails: Towards improved safety alignment of llm via a human-preference dataset.Advances in Neural Information Processing Systems, 36:24678–24704, 2023.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Beavertails: Towards improved safety alignment of llm via a human-preference dataset.Advances in Neural Information Processing Systems, 36:24678–24704, 2023

Reference 3

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no resolver link, observed 2026-08-15T20:51:38.838476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.838476Z digest=sha256:b579836605e46a83e4f8431ac12431e822a82570aa97f6680a0ece5d5f6b934b

Observation 2f1b7dea-18d3-48d3-89c8-ceb86f3bea72 · outbound

This paper cites Safety Alignment Should Be Made More Than Just a Few Tokens Deep.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Safety Alignment Should Be Made More Than Just a Few Tokens Deep

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T20:51:38.843317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.843317Z digest=sha256:1b185dccf3417747eb4755a1f1ee575da3867aca77a3d56261fdc3b83cf7d8b5

Observation b3d47cac-ec78-4b5d-8d5a-98751afd4fba · outbound

This paper cites Safeworld: Geo-diverse safety alignment.Advances in Neural Information Processing Systems, 37:128734– 128768, 2024.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Safeworld: Geo-diverse safety alignment.Advances in Neural Information Processing Systems, 37:128734– 128768, 2024

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.641261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.848783Z digest=sha256:2dd3b6d1b1386619b54aac400eb422b745b8c882ac7ed40a3dcc6ecd982e4c95

Observation 6be5ed1f-de88-4259-88ee-ff43ace4a653 · outbound

This paper cites Lisa: Lazy safety alignment for large language models against harmful fine-tuning attack.Advances in Neural Information Processing Systems, 37:104521–104555, 2024.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Lisa: Lazy safety alignment for large language models against harmful fine-tuning attack.Advances in Neural Information Processing Systems, 37:104521–104555, 2024

Reference 6

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no resolver link, observed 2026-08-15T20:51:38.853521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.853521Z digest=sha256:660b2cd250bffcc8afde133fab79c88e4427fbb62e04a6e5be63142903735391

Observation 4316d7a1-acd1-44c5-811e-ae737aad23e7 · outbound

This paper cites Cultural bias and cultural alignment of large language models.PNAS nexus, 3(9):pgae346, 2024.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Cultural bias and cultural alignment of large language models.PNAS nexus, 3(9):pgae346, 2024

Reference 7

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no resolver link, observed 2026-08-15T20:51:38.858892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.858892Z digest=sha256:4e167cab7965df62b9f6d6cffd94da93966ff5b7e1508b530c64831e13b34f87

Observation fd2457dc-5390-4415-887d-884686078ef0 · outbound

This paper cites Investigating cultural alignment of large language models.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Investigating cultural alignment of large language models

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.609917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.863904Z digest=sha256:7ebb1713385b55794653632c32c9c1b84f9b2c6d228e5e723496ee5d83e41236

Observation 0fec1c1a-d75c-4a6e-976b-bfb2d264c335 · outbound

This paper cites Culturellm: Incorporating cultural differences into large language models.Advances in Neural Information Processing Systems, 37:84799–84838, 2024.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Culturellm: Incorporating cultural differences into large language models.Advances in Neural Information Processing Systems, 37:84799–84838, 2024

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.595846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.869046Z digest=sha256:92f050649a5a89f1e1170758f329530b4e8aa97b7e620243013f34b705684240

Observation a409ffd2-d7f3-4f3f-980f-3d28eb8e90d9 · outbound

This paper cites CulturePark: Boosting Cross-cultural Understanding in Large Language Models.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity CulturePark: Boosting Cross-cultural Understanding in Large Language Models

Reference 10

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:38.873768Z digest=sha256:d61e55dfe438632a1de811eee54566ae89b74d85cf73360e40d0c0539b37598e

Observation 8d25348c-82ab-4e22-8f63-72532e1738f0 · outbound

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

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Towards Measuring the Representation of Subjective Global Opinions in Language Models

Reference 11

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source=pdf_text observed=2026-08-15T20:51:38.879068Z digest=sha256:d13f994ce954752c998b1c0b7ebe101ac3d006e6fcd10a90ea27c2c6acda8f35

Observation bcf824fc-be3d-4e77-9476-f87e16fd0b83 · outbound

This paper cites Whose opinions do language models reflect? InInternational Conference on Machine Learning, pages 29971–30004.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Whose opinions do language models reflect? InInternational Conference on Machine Learning, pages 29971–30004

Reference 12

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no resolver link, observed 2026-08-15T20:51:38.884112Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:38.884112Z digest=sha256:cb04f58d81b5c92503b0ae92335767ff71e3d7291c5b5e84fbc99d4cbb72fee8

Observation 58aba649-f9fe-4235-b17b-f660c70e7117 · outbound

This paper cites Value kaleidoscope: Engaging ai with pluralistic human values, rights, and duties.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Value kaleidoscope: Engaging ai with pluralistic human values, rights, and duties

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.573141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.888934Z digest=sha256:56ecbc2fcd9723a6fe0b871e24eba15bf02018114ed9945fffbc88b4f5eea99a

Observation 7e97dc35-00f9-4d14-b071-ff288f2638b5 · outbound

This paper cites Worldvaluesbench: A large-scale benchmark dataset for multi-cultural value awareness of language models.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Worldvaluesbench: A large-scale benchmark dataset for multi-cultural value awareness of language models

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.558900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.893569Z digest=sha256:52b9912af4e295f36cf619ac1e90e70706b452f03d4513943c6b9e39da5fcebb

Observation a734ce05-0027-4f3f-bcc3-d1346ed54ddc · outbound

This paper cites Alpacafarm: A simulation framework for methods that learn from human feedback.Advances in Neural Information Processing Systems, 36:30039–30069, 2023.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Alpacafarm: A simulation framework for methods that learn from human feedback.Advances in Neural Information Processing Systems, 36:30039–30069, 2023

Reference 15

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:38.898232Z digest=sha256:1a9d9f0e06041a8b72a85e0a56592722ab92849367bd5950cab21bddd65271b4

Observation 1125d3c4-c60e-4164-88e1-a4547c630372 · outbound

This paper cites UltraFeedback: Boosting Language Models with Scaled AI Feedback.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity UltraFeedback: Boosting Language Models with Scaled AI Feedback

Reference 16

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source=pdf_text observed=2026-08-15T20:51:38.902605Z digest=sha256:5c10f31e54fa65ff30e23443ad19b0eb741e52bc8465ca27d0d903a9567a3770

Observation 8e8fe175-902c-4320-935c-ea6857a67779 · outbound

This paper cites Social change, cultural evolution, and human development.Current Opinion in Psychology, 8:84–92, 2016.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Social change, cultural evolution, and human development.Current Opinion in Psychology, 8:84–92, 2016

Reference 17

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raw_fallback, observed 2026-08-15T20:51:39.535672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.907578Z digest=sha256:8bc98b9bd1af08319df31fabe96bdf1ccb5040db365817074a2e3ee87c54def6

Observation c1509fc6-c73c-40a3-9c65-3e0aabc2fa99 · outbound

This paper cites Humans adapt to social diversity over time.Proceedings of the National Academy of Sciences, 116(25):12244– 12249, 2019.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Humans adapt to social diversity over time.Proceedings of the National Academy of Sciences, 116(25):12244– 12249, 2019

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.521868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.911872Z digest=sha256:6a26282bf398d3e722f79a5eaefea9f827376b4500f2452f96f6a745217e3a52

Observation 8d633614-a64f-429e-b1b0-a27e3bef0b85 · outbound

This paper cites Modeling and Forecasting the Evolution of Preferences over Time: A Hidden Markov Model of Travel Behavior.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Modeling and Forecasting the Evolution of Preferences over Time: A Hidden Markov Model of Travel Behavior

Reference 19

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local_arxiv, observed 2026-08-15T20:51:39.292033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.916617Z digest=sha256:3c407f0896661dfa04c6af90dc69b77f19c7aa970c4631d7d48296ed7b65b06b

Observation 5b8140dd-a815-48e4-bf3b-1f9488c736c9 · outbound

This paper cites The measurement of equity sensitivity.Journal of Occupational and Organizational Psychology, 67(2):133–142, 1994.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity The measurement of equity sensitivity.Journal of Occupational and Organizational Psychology, 67(2):133–142, 1994

Reference 20

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raw_fallback, observed 2026-08-15T20:51:39.508035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.921424Z digest=sha256:0175506e4e46c7d6f3f501dcfa4d1d07c71c4ebbf1109d70219671049bd5fafb

Observation ce1cb41b-ceac-4142-a124-3af79cc8a45f · outbound

This paper cites Britain’s choice: Polarisation or cohesion.The Political Quarterly, 92(1):119– 124, 2021.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Britain’s choice: Polarisation or cohesion.The Political Quarterly, 92(1):119– 124, 2021

Reference 21

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raw_fallback, observed 2026-08-15T20:51:39.494131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.925969Z digest=sha256:88cf0d8807cefbbaf61d3db0bba44b080557aee9421f016c48ce04ebcbeac36c

Observation 869cd08b-87d8-4f14-b69c-6e220b6ca518 · outbound

This paper cites Belief in egalitarianism and meritocracy.Economics Letters, 221:110896, 2022.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Belief in egalitarianism and meritocracy.Economics Letters, 221:110896, 2022

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.478861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.930236Z digest=sha256:2dafc28a1cf1e35cb9b4845e80e231f6c8e2174d74d7e39a430840e67fcebbc9

Observation 7ae866a8-a041-4e7c-b3a0-61440489efca · outbound

This paper cites Procedural justice, distributive justice: How experiences with downsizing condition their impact on organizational commitment.Social Psychology Quarterly, 68(1):89–102, 2005.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Procedural justice, distributive justice: How experiences with downsizing condition their impact on organizational commitment.Social Psychology Quarterly, 68(1):89–102, 2005

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.465230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.934391Z digest=sha256:23cb9288dbaff751c57511cc8a81349c7414d37d4547ac97f92290667ea345c8

Observation 8634db0c-de9f-4e68-9132-9f135994e3cb · outbound

This paper cites Culture matters: Individualism vs.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Culture matters: Individualism vs

Reference 24

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raw_fallback, observed 2026-08-15T20:51:39.451096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.938530Z digest=sha256:31dd57f86248b3b6704f1badd85172b71ee06770d911d8322ba33cd77817c7e8

Observation bff639a7-669b-45df-ab7e-5b0b6f9fba56 · outbound

This paper cites Social norms and gender disparities with a focus on female labor force participation in south asia.The World Bank Research Observer, 39(1):124– 158, 2024.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Social norms and gender disparities with a focus on female labor force participation in south asia.The World Bank Research Observer, 39(1):124– 158, 2024

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.436449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.942849Z digest=sha256:3eb6f0e2396dfee9e3c159203973c9354339386bec1a1b6624a64b924de9d2e9

Observation 2f45c534-d8ea-4f51-b8fa-0300d3472d76 · outbound

This paper cites Achieving ethics and fairness in hiring: Going beyond the law.Journal of Business Ethics, 68:449–464, 2006.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Achieving ethics and fairness in hiring: Going beyond the law.Journal of Business Ethics, 68:449–464, 2006

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-15T20:51:39.422587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.947079Z digest=sha256:227f92e65a6403860acfdf319dadd5ba9ec7cc68daf461b925894be12bc14f00

Observation e66981d6-47d0-4d3a-a537-55ca4b8e0aa4 · outbound

This paper cites GPT-4 Technical Report.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity GPT-4 Technical Report

Reference 27

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no resolver link, observed 2026-08-15T20:51:38.951246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.951246Z digest=sha256:d6e4ff14d8e14dcb26988405ec495f7c23d92703bd7f503d024b5442a373d1b9

Observation 7f01a0e7-64bb-4a22-905a-8d5e83849752 · outbound

This paper cites Modular Pluralism: Pluralistic Alignment via Multi-LLM Collaboration.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Modular Pluralism: Pluralistic Alignment via Multi-LLM Collaboration

Reference 28

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no resolver link, observed 2026-08-15T20:51:38.955640Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:38.955640Z digest=sha256:ee1eee816b806d59759e40105be834d3ebbc39ea7c82e6ed16e5510e92fb78cb

Observation 1e66a74a-f26a-41a7-97a7-3c86b2f6238c · outbound

This paper cites Falcon 3 family of open foundation models, December 2024.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Falcon 3 family of open foundation models, December 2024

Reference 29

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no resolver link, observed 2026-08-15T20:51:38.960073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.960073Z digest=sha256:0d58a496f62b8dc45f24bd05721272ba4078e1999513b28f391a333d957cd111

Observation 8b1e5f53-0103-457b-a9a0-98dfef9ac908 · outbound

This paper cites The Llama 3 Herd of Models.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity The Llama 3 Herd of Models

Reference 30

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no resolver link, observed 2026-08-15T20:51:38.964332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.964332Z digest=sha256:166b99608787f4d990440d19f3ce8982b0591b1e24d6ff18e9d9f09f73c2192f

Observation ff0258c2-0347-417b-85ce-e347954e0c5d · outbound

This paper cites Sea-lion: Southeast asian languages in one network.arXiv preprint arXiv:2504.05747, 2025.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Sea-lion: Southeast asian languages in one network.arXiv preprint arXiv:2504.05747, 2025

Reference 31

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no resolver link, observed 2026-08-15T20:51:38.968695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.968695Z digest=sha256:2d4e5bfcdeed55f25413fb11210e1291d5dfd40d223d4cf08489e87bcf37432f

Observation 1fa78e82-0ccc-43b9-a71b-0bc117625fe5 · outbound

This paper cites an unresolved cited work.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Unresolved cited work

Reference 32

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raw_fallback, observed 2026-08-15T20:51:39.399335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:51:38.973203Z digest=sha256:38e9ffb7f1f31bbd76bbaf82ba929da533cb42d11bc455fc7bf4ced58ae53d40

Observation f7a880fd-a807-4c24-ace2-2a860548b29a · outbound

This paper cites Qwen2.5 Technical Report.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Qwen2.5 Technical Report

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.977641Z digest=sha256:c5135f252de814748fceb63b1485997e2a540a76a7bd4b885641bb336eb74b70

Observation 076e2499-275a-4b7b-a1fa-619c482bfedc · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Direct preference optimization: Your language model is secretly a reward model

Reference 34

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no resolver link, observed 2026-08-15T20:51:38.982246Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:38.982246Z digest=sha256:ef7789e576af611ab9c2399478c75ae857ea290cd3e70579cc5ae2924f46ac7e

Observation f03126c2-dc42-4b9d-a6c5-3d1566d212dd · outbound

This paper cites Deep reinforcement learning from human preferences.Advances in neural information processing systems, 30, 2017.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Deep reinforcement learning from human preferences.Advances in neural information processing systems, 30, 2017

Reference 35

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no resolver link, observed 2026-08-15T20:51:38.987090Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:38.987090Z digest=sha256:009ece44261b1c2ae7d815a8d048515842f61cda931ae1302ceda9d0900ccf82

Observation e88f6df2-7afa-499a-9a12-2c05136ef592 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Fine-Tuning Language Models from Human Preferences

Reference 36

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no resolver link, observed 2026-08-15T20:51:38.991600Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:38.991600Z digest=sha256:2dcb4342effa01414a4012e02f0993f373c24eee06bdbad7e9a30be7b8c58f4c

Observation 430bc1b1-2636-4f34-b778-621e7e5d438d · outbound

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

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 37

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no resolver link, observed 2026-08-15T20:51:38.995953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:38.995953Z digest=sha256:20c9f7bf88b48a15f08324bde02c7f37d6dad3d0bc07423b92db0c8ec41d5540

Observation e0021872-1f04-46b2-887b-8a0146472c5b · outbound

This paper cites NormAd: A Framework for Measuring the Cultural Adaptability of Large Language Models.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity NormAd: A Framework for Measuring the Cultural Adaptability of Large Language Models

Reference 38

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no resolver link, observed 2026-08-15T20:51:39.000552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:39.000552Z digest=sha256:b40bab9696c63a248e29d8d3c8288643478ca718ca2fbc52aa52fd2bcd3e5c71

Observation ab075e2a-8662-4f6d-a029-500854391bff · outbound

This paper cites an unresolved cited work.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-15T20:51:39.005224Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:39.005224Z digest=sha256:871cad526367c74d9f8f10c035545d24df4c95a7ddbae557a66c591d733fbbf8

Observation 58e751f0-fadd-49d6-a93b-0cf59d8d46a1 · outbound

This paper cites Group robust preference optimization in reward-free rlhf.Advances in Neural Information Processing Systems, 37:37100–37137, 2024.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Group robust preference optimization in reward-free rlhf.Advances in Neural Information Processing Systems, 37:37100–37137, 2024

Reference 40

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no resolver link, observed 2026-08-15T20:51:39.009535Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:39.009535Z digest=sha256:b105f64af4eddd58a01234ecc2513dfb29a5136a6afb56e694b2ee9773efa5df

Observation 8eed35dd-0409-4eaf-a662-fcff44e328fe · outbound

This paper cites Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts

Reference 41

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no resolver link, observed 2026-08-15T20:51:39.013746Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T20:51:39.013746Z digest=sha256:25ae16e80e4ca7e9d142726299ef86acac356d5a6bbf76b3039298f9c48474b1

Observation df37fbc2-ad94-4ad9-85fc-1bcbafec0b67 · outbound

This paper cites Whose Boat Does it Float? Improving Personalization in Preference Tuning via Inferred User Personas.

Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity Whose Boat Does it Float? Improving Personalization in Preference Tuning via Inferred User Personas

Reference 42

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no resolver link, observed 2026-08-15T20:51:39.018526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:51:39.018526Z digest=sha256:12a81f7b661da7cb56041c91912d05fe9dc945c008502c64f99de5a8e309d2ca

Pith citing papers

Observation 0f350215-e90e-4d8c-8481-074525852ad5 · inbound

Reward Shaping for (Inference-Time) Alignment: A Stackelberg Game Perspective cites this paper.

Reward Shaping for (Inference-Time) Alignment: A Stackelberg Game Perspective Fair-PP: A Synthetic Dataset for Aligning LLM with Personalized Preferences of Social Equity

Reference 31

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no resolver link, observed 2026-08-03T06:06:24.211756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T06:06:24.211756Z digest=sha256:7f62f6714f282aeef37872cb4b9a76e617d8fc17f92ba0c6f7b89a0e5869bca7