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Paper Citation Record · LEDGER

Synthetic Interaction Data for Scalable Personalization in Large Language Models

As of 7 August 2026, this Paper Citation Record lists 100 of 104 outbound references and 2 inbound Pith citation observations for arXiv:2602.12394.

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

pith.paper-citation-record.v1
2602.12394 v2

Coverage vector

measured 100 of 104 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:53:09.138233Z

measured 102 of 102 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-11T02:47:23.619345Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T06:46:37.137383Z

Reference resolution

100 of 104 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved99
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b5bfe7c9-4b66-45a5-8d8c-9d668e9a1e0a · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 1

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unresolved
no resolver link, observed 2026-08-02T23:53:00.188808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:00.188808Z digest=sha256:f23c8be0e2f36ca285ee1fd2a58b87ba61cfaca5e435a4c69f24aa7341110ae3

Observation 14796f66-fd39-4ab7-bea6-a6c6958f76e5 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-02T23:53:00.315389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:00.315389Z digest=sha256:0771680df54a8fdb4aa767d02255f4faf74ee9faf75a54a8e3fdab9119bf2386

Observation 0fc4306b-7dde-4e7b-ba3c-44b6ad9f4b5c · outbound

This paper cites Program Synthesis with Large Language Models.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Program Synthesis with Large Language Models

Reference 3

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no resolver link, observed 2026-08-02T23:53:00.424199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:00.424199Z digest=sha256:45a592ece3b91db63a8994c57714f75773cdf140de00d1cc004602772ab2f4fb

Observation d61f1daf-28ce-460e-8b49-85c923b3872e · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Constitutional AI: Harmlessness from AI Feedback

Reference 4

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no resolver link, observed 2026-08-02T23:53:00.514573Z

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source=pdf_text observed=2026-08-02T23:53:00.514573Z digest=sha256:239f0effa1a63d4d7a8a7917a707a16d7164bdb0fe9f1d5d412883d261d406dd

Observation 45e9a8da-f951-4f01-be21-58006aefd13a · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-02T23:53:00.691977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:00.691977Z digest=sha256:0b80ba7ebc8926fddb4525c0aa512b2e6ec3a158f5f65242083da012c234b9a5

Observation 5b9c6513-628a-4168-801b-fc0af7acb869 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:00.896179Z digest=sha256:48572c8077c60062cec9c6a4f87df11723f9d67c94807fed2d9bd8b2e5f0615b

Observation f3cf075b-86b6-49f4-8464-430c4b889e5e · outbound

This paper cites Scaling Synthetic Data Creation with 1,000,000,000 Personas.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Scaling Synthetic Data Creation with 1,000,000,000 Personas

Reference 7

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no resolver link, observed 2026-08-02T23:53:01.051590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.051590Z digest=sha256:2f93706c1faad86e5874f4965ce0842178b0123f4252f6dc2d8d93b15cfcab48

Observation e5bf44d3-cc02-4ce9-a7ed-39dc854c913d · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-02T23:53:01.198905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.198905Z digest=sha256:6771db47afddbc80496b1af986e1c7fbe00e1d1754bd15a3ca46f0c149f3b3a0

Observation 16a0f5cf-6be6-4a58-a378-e6bb981ca746 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-02T23:53:01.307192Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.307192Z digest=sha256:a162edda3f0826a78257744e643d6a16d2fd16d7d18b68afc65bb191a63c5f54

Observation d5ee0dfc-3343-43fa-b773-c0bbc967ad42 · outbound

This paper cites Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions

Reference 10

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-02T23:53:01.419240Z digest=sha256:4a11a63a540ec908e27bbb64694e96d792f905cd3a18deae6febcaee682b7fbb

Observation 8d6087b3-b3bb-41a8-9cd0-14f7b8abaaf5 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 11

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source=pdf_text observed=2026-08-02T23:53:01.563914Z digest=sha256:da4e8b1ae73015df915840ceae76080a634cfb27d32a9a0c7c35c29cede521cc

Observation 8f40c658-014c-4e13-bb8c-43ae5dd5ca03 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-02T23:53:01.634515Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.634515Z digest=sha256:f6a51c373c70b2c0a58d73042ed63245625f4b9737a39d96736d0cb55417483a

Observation 9faa92d9-0698-4929-adad-dbb61d8026e6 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-02T23:53:01.671211Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.671211Z digest=sha256:ace47ed1ec048f1f474ff03c6186b8962d6b2bf0336d86bef381a77f82b41a21

Observation dc0e4446-52e3-481d-8c6a-5664955c07b6 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-02T23:53:01.726123Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.726123Z digest=sha256:209198495f739c76f5ba52ed119b76ac37c28ca6746318c31ed1779e24f4b537

Observation 104d5006-d23d-499f-8757-978d9d76d728 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-02T23:53:01.803886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.803886Z digest=sha256:575466c195df457871df4f22cd5b05654910fca72123f28ffc6da088480f4e00

Observation 7cec9553-14d2-4c94-bd4c-506ee012e420 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-02T23:53:01.860128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.860128Z digest=sha256:433a02d9b08d120b28917f60072135dcc41ac91b9b4b0ed6afa960f5ee4bc2f3

Observation 067ea7fc-dd6b-4d30-aa91-46a7d329b5b3 · outbound

This paper cites The Prompt Alchemist: Automated LLM-Tailored Prompt Optimization for Test Case Generation.

Synthetic Interaction Data for Scalable Personalization in Large Language Models The Prompt Alchemist: Automated LLM-Tailored Prompt Optimization for Test Case Generation

Reference 17

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no resolver link, observed 2026-08-02T23:53:01.945105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.945105Z digest=sha256:ccdbe94e64bc9b9c4cc5f7197a7b516ece76c131395f3dce22e9f55178297526

Observation d091d356-82f2-4be0-b62d-f74e3ef4984d · outbound

This paper cites HyPerAlign: Interpretable Personalized LLM Alignment via Hypothesis Generation.

Synthetic Interaction Data for Scalable Personalization in Large Language Models HyPerAlign: Interpretable Personalized LLM Alignment via Hypothesis Generation

Reference 18

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no resolver link, observed 2026-08-02T23:53:02.013695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.013695Z digest=sha256:e8032cb4150e52e195c92854b94d34cbbd8d8cce20c5232afcbc31016b30aaa6

Observation 94a3487b-3df8-41e3-bf83-3efa45d96c93 · outbound

This paper cites A Survey on Personalized Alignment -- The Missing Piece for Large Language Models in Real-World Applications.

Synthetic Interaction Data for Scalable Personalization in Large Language Models A Survey on Personalized Alignment -- The Missing Piece for Large Language Models in Real-World Applications

Reference 19

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source=pdf_text observed=2026-08-02T23:53:02.064452Z digest=sha256:2fd61ac7d663c08dffbe196a3bc216df09b41fa72fe4498e56c37177ec430f8c

Observation ce093d93-b827-4c39-bb8f-01434575af44 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-02T23:53:02.121170Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.121170Z digest=sha256:deb97765a15b4ec3e25fcf29fe1fed395015c8a9104f532a9633e41fb9e8c9fe

Observation bd788349-908d-4cfe-a9fa-a5301be370c6 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-02T23:53:02.199398Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.199398Z digest=sha256:c0d36f709cbb8263d3d79ddcc6f6f5bbb5a306a58ce5af22894c9debbf043177

Observation f46e9ee7-9727-47bb-a7f2-f42cc9b0ab7b · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 22

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source=pdf_text observed=2026-08-02T23:53:02.251996Z digest=sha256:2470391a7f0cd34f1622af5ba02f14f03f23fc6431760aa226604156c36bc82b

Observation 3f57808e-6f99-4a3f-b72e-695cb770ba64 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-02T23:53:02.329049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.329049Z digest=sha256:d389ca3996f7bd0e1cf9c8753c7edfac61270085c8fc3557b29a95c8e2149ec6

Observation 644b9bf0-a3f4-494f-a052-57417efcf6d1 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-02T23:53:02.414345Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.414345Z digest=sha256:f4c42a2ea1fd8fde8691c924aefabcb0db03708644d98d8fe3b13c648f8cc8fa

Observation c1670acc-1c07-4ea6-8623-4be3fe3825a3 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.521333Z digest=sha256:42f3282af33f4e17bd9abedc38cf3b568d322a3a3acde7513f3bea09261769a2

Observation 0811e8b1-6b80-4c70-ae9a-8fc9fb1516d7 · outbound

This paper cites CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from Interactions.

Synthetic Interaction Data for Scalable Personalization in Large Language Models CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from Interactions

Reference 26

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-02T23:53:02.636523Z digest=sha256:e4ed51dfda2dc93dfed3e315ab3332241c8f1f96a47ddbb99f5b8768778fe28a

Observation 7a9e55e1-6f71-40bf-93a7-b625f67c5e48 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-02T23:53:02.779195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.779195Z digest=sha256:f1e96ffcbea07b3cb9d7f9cbcd96dafdec53ba88c89f896dbdf11c172b0c1b6b

Observation 9a551b89-3ebf-4726-aba5-247378ec26bf · outbound

This paper cites RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback.

Synthetic Interaction Data for Scalable Personalization in Large Language Models RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Reference 28

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source=pdf_text observed=2026-08-02T23:53:02.925439Z digest=sha256:eca0a5dbc2956081a5bf294f4e4726f424063b5a1a97f2d4f56ba84aa1251670

Observation 0faff033-1357-4883-9e9b-bb7c714807ed · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-02T23:53:03.030775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.030775Z digest=sha256:3451a3692fbfd05190553f9a9339a58f35e7513f5492284ca24e3fe5d878b212

Observation 1df46bbc-ddda-4a61-a1e5-e957ba890a6a · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-02T23:53:03.146112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.146112Z digest=sha256:70c9a61d7d36c0deaf2c5c0ff1f8b75705c0d64475a5f54e5e79da3fa50c89ae

Observation e0fbe002-c5e9-4174-9c51-a59a83f4c723 · outbound

This paper cites From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment.

Synthetic Interaction Data for Scalable Personalization in Large Language Models From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment

Reference 31

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source=pdf_text observed=2026-08-02T23:53:03.339383Z digest=sha256:c616076f86e7a73a7421a07c9679f9bfda7d0f4dc0f7663fb6995c7ff6a66ab1

Observation c9b27da6-1757-4fb9-8b9e-43f260f67008 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 32

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no resolver link, observed 2026-08-02T23:53:03.415507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.415507Z digest=sha256:c33a9707588a40cf38d8d1da77cc246241061d6e99840b6ff72e4c95f0ee77a2

Observation 6807cb9f-906c-4ab1-a751-ddbe78879915 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-02T23:53:03.497542Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.497542Z digest=sha256:00a1df2569aab0c6a3f3f7c27519d7ea61c637657d93a6a73571358d60edda84

Observation 2342313d-bf17-4930-b6ab-0e6f1e714021 · outbound

This paper cites Best Practices and Lessons Learned on Synthetic Data.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Best Practices and Lessons Learned on Synthetic Data

Reference 34

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source=pdf_text observed=2026-08-02T23:53:03.578108Z digest=sha256:cc7ee4d06b4b62e87d43a045f48004a0886d11af14869d706690beb3ab8d9a45

Observation 876a3181-e8a7-49b0-b94e-e1166c9741a7 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 35

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no resolver link, observed 2026-08-02T23:53:03.638154Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.638154Z digest=sha256:7b219ead743ff99420d9c55ec6e69f43cc47a35859cf0e03105b22470cbc1a65

Observation 236f05c4-37ec-49bc-8da9-567e84e4e77d · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-02T23:53:03.724653Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.724653Z digest=sha256:226b47726e9a820ba2d0b71bc6546c4e5538e473b3cb846b432c4b0d936a1ab3

Observation 4bba0904-5aa0-427c-9c93-ed719df0e3ab · outbound

This paper cites gpt-oss-120b & gpt-oss-20b Model Card.

Synthetic Interaction Data for Scalable Personalization in Large Language Models gpt-oss-120b & gpt-oss-20b Model Card

Reference 37

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no resolver link, observed 2026-08-02T23:53:03.813879Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.813879Z digest=sha256:611fcf21807b075014239e91934ebfb89de282ff3a5e7282f46c44db9596bc69

Observation 291a1dc3-4185-4466-976e-b3a057515835 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 38

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no resolver link, observed 2026-08-02T23:53:03.926116Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.926116Z digest=sha256:a50baa04a37b1bb17fb9da50fe4743a5866800591e483bb2669ce26651a9de26

Observation f56a8a4b-8661-4b35-b559-450a752041f1 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-02T23:53:04.048058Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:04.048058Z digest=sha256:cce72423e3d88151f99f5bc09c9086664c9ef5a3f44c25fae3a970bc0711a370

Observation 394f5237-f683-4e86-b90f-16248e0945f9 · outbound

This paper cites Improving Context-Aware Preference Modeling for Language Models.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Improving Context-Aware Preference Modeling for Language Models

Reference 40

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no resolver link, observed 2026-08-02T23:53:04.181892Z

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Observation 50eaea15-d28c-46ce-99a2-81266cf26743 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 41

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Observation c7ca5aec-656f-4eb8-91a4-1d2c090d7db8 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-02T23:53:04.480060Z digest=sha256:7c6d5bbe21a5d71578b8ad2940252482672490d1e76ab99dbdd9d5a20510c022

Observation 296dda8d-aab0-485e-be08-665709e81fc3 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-02T23:53:04.592548Z digest=sha256:ed98751fe243662216ba9be715d57b26bbda44c31855cecec0c7f7eb9f6eef12

Observation 62535f55-6b7e-4879-bbf6-bef85c36dd67 · outbound

This paper cites Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models

Reference 44

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source=pdf_text observed=2026-08-02T23:53:04.698069Z digest=sha256:b39a9717419f9c0f95b701db1b3c9ef6a5413b627a4a05e8dcc1ce7574c5acd7

Observation 4c0e0f51-f07f-47bf-a787-33ba765cdbc2 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-02T23:53:04.881475Z digest=sha256:9dd3580f6d99ad3469f0c735437aeef9cdedcd8948138b118f5af2326ff075b9

Observation 4097f1f9-2b1e-42fa-9d27-be6e48199ae8 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-02T23:53:05.001617Z digest=sha256:4baf829e4523917d5ae960861de27cdd4d739ea15751823c7559625d2c775117

Observation b899d463-5e30-4614-a1b5-c8a4c7b33902 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-02T23:53:05.157494Z digest=sha256:c33b4a99fc61bf77969945abd5f91876c78b00c2c1f9cfa7dd57c2fd4a17bb30

Observation b07268c8-1bf0-4c86-bc3c-7d3b3ce79e56 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-02T23:53:05.306111Z digest=sha256:55fd576958a6ce28efd7315eaa41619f5a5848d3ada70d09aea24ac6112d6415

Observation 7ab505c3-be1c-4438-b825-027446f25572 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-02T23:53:05.443200Z digest=sha256:e34dd1b897f8e50eae61523d39edf9fd8bb74e8d5acdec4b139488654709d5ec

Observation e7d4dfa5-656e-4245-863a-53d83f596bb8 · outbound

This paper cites Aligning Large Language Models with Implicit Preferences from User-Generated Content.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Aligning Large Language Models with Implicit Preferences from User-Generated Content

Reference 50

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source=pdf_text observed=2026-08-02T23:53:05.505034Z digest=sha256:31f3fc5da8f48e55f31bb8d12b6b0b4eee993735acc6c816ed0409970f2b27ab

Observation 984e3112-09db-493f-9d36-b696d2f40f14 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-02T23:53:05.588393Z digest=sha256:8984f7e30fc049524b19cd8636fc0a208546b70687285fb49342ca1e18f0cfc5

Observation 22914741-b70d-4325-9f3a-75e29f48af78 · outbound

This paper cites Instant Personalized Large Language Model Adaptation via Hypernetwork.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Instant Personalized Large Language Model Adaptation via Hypernetwork

Reference 52

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source=pdf_text observed=2026-08-02T23:53:05.673354Z digest=sha256:fcb6bed98984d3d03831b9e577f41d6247f0953695569796fcfd7be030efa17c

Observation fac1e616-8689-4607-aeb9-633db083bf28 · outbound

This paper cites Hashimoto.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Hashimoto

Reference 53

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source=pdf_text observed=2026-08-02T23:53:05.735365Z digest=sha256:dcb5ed7725f363490ade6a7c8d7f9d473b7d050e93c84439dcbd7da752b46da2

Observation 2f1df994-2dc1-41ca-b4e9-96f6b1d46fb5 · outbound

This paper cites Qwen3 Technical Report.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Qwen3 Technical Report

Reference 54

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source=pdf_text observed=2026-08-02T23:53:05.788334Z digest=sha256:a4415c1e05324efe83e379e40cb3d4842f946e5cd07e76ac027b2d5daef03e80

Observation fafa17bf-9f78-4c1b-9f5d-47d46ae813f4 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-02T23:53:05.875760Z digest=sha256:2e2cbf7ba9d09b9429c2a5c4e6ef906e3bd63e3d4518584e7b62e03ee4854def

Observation 519147eb-bb70-49ef-88d2-86b641669428 · outbound

This paper cites AI PERSONA: Towards Life-long Personalization of LLMs.

Synthetic Interaction Data for Scalable Personalization in Large Language Models AI PERSONA: Towards Life-long Personalization of LLMs

Reference 56

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source=pdf_text observed=2026-08-02T23:53:05.959207Z digest=sha256:2c16a2e649f3795e6425bfc4fe63ee3952f21c3a602295ddb028d9bd19dee0c0

Observation 8329d9b7-b231-41c4-9ade-9e7971464b6a · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-02T23:53:06.043636Z digest=sha256:d7f968bdd37c3f4d8cb78788263cf383056277f722c639a5701a225f3ad1a232

Observation 4b43b64b-6743-445f-a49a-8e72c3fa2859 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-02T23:53:06.138134Z digest=sha256:7f23fb96b35adc0a71a90b81bef706283abdeb4ad641b6850e02e83d7011227f

Observation fc97b8cc-8556-44c6-988f-39762550e991 · outbound

This paper cites Simple synthetic data reduces sycophancy in large language models.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Simple synthetic data reduces sycophancy in large language models

Reference 59

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source=pdf_text observed=2026-08-02T23:53:06.224364Z digest=sha256:8d838a70bf065d62cb90016e290af759d753ee2a306b71d47944fe740804b4a4

Observation 283e5f07-24b3-4d0a-b34f-68f5268fbbfd · outbound

This paper cites Aligning LLMs with Individual Preferences via Interaction.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Aligning LLMs with Individual Preferences via Interaction

Reference 60

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source=pdf_text observed=2026-08-02T23:53:06.286835Z digest=sha256:c57fa0aeb11108b6e4b07eb4aa2dbc3c940a3d32a602d57453a5d9bef90cc5f5

Observation baaba0e0-8fe3-4dd1-a870-24bc7156384d · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-02T23:53:06.396479Z digest=sha256:6d7d5bef085f57c163ae07446627ce601e518fb0ff1113683fc9f94a9694de31

Observation dea3ff23-e2de-476a-9966-b259a49dc5c1 · outbound

This paper cites Self-Supervised Prompt Optimization.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Self-Supervised Prompt Optimization

Reference 62

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source=pdf_text observed=2026-08-02T23:53:06.457245Z digest=sha256:0a1054fa203b19d2a303db0f7f442c813b4e6194c20b3c6dbfc7ddb50d4ca8be

Observation 7a93414b-804e-439f-b3df-f2c24027a33b · outbound

This paper cites Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing

Reference 63

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source=pdf_text observed=2026-08-02T23:53:06.517012Z digest=sha256:9caff9d3c3f17836dada6c6a268f28b6551722baae536f70bb3f9086aad857df

Observation ab2f3fcb-a35c-4092-b53c-3c81c27803e5 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 64

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source=pdf_text observed=2026-08-02T23:53:06.625539Z digest=sha256:e9af9421ef2a6a01621b8dc40d3dac4798be210cb2bcb063e2874c347df603c6

Observation edfb11fc-e675-4fc6-b9d6-e01425dcd813 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 65

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source=pdf_text observed=2026-08-02T23:53:06.800419Z digest=sha256:027cd8422eb3a5fa2f337c3e3e34949c472a76427b95cfa08fa17b25c91139ac

Observation a95a5542-c72d-4030-a343-d25bef019be8 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 66

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source=pdf_text observed=2026-08-02T23:53:06.689309Z digest=sha256:baff8a4c85aac46f01bc72b2ef1b1b8c7dc3ca7e48ca0c5f7cdf0ca181da6f15

Observation 7edb6d01-46c3-468a-b5fb-3d158d7324e8 · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

Synthetic Interaction Data for Scalable Personalization in Large Language Models AFlow: Automating Agentic Workflow Generation

Reference 67

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source=pdf_text observed=2026-08-02T23:53:07.050716Z digest=sha256:d9b657ce3f9ea8f19150e4e83ed9daaf9849211178339117820ebe75dc0815df

Observation b7d768bc-a303-4ab7-ad0e-3b30f96e43fb · outbound

This paper cites Evaluating Large Language Models at Evaluating Instruction Following.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Evaluating Large Language Models at Evaluating Instruction Following

Reference 68

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source=pdf_text observed=2026-08-02T23:53:06.926665Z digest=sha256:80756a15a6e4b23119bcae06e41c1ff6d811613421c8ebda1e53ee2e0a442540

Observation 7c6248a1-f3bf-471f-909e-6d545ab4cb85 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-02T23:53:07.233847Z digest=sha256:48344b2d7ba04bbff2ec628e75be432852547745fb4a681cdf4d5d224f6e0999

Observation ff01865c-53d9-449c-a92d-254e1563ace6 · outbound

This paper cites Oasis: One Image is All You Need for Multimodal Instruction Data Synthesis.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Oasis: One Image is All You Need for Multimodal Instruction Data Synthesis

Reference 70

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source=pdf_text observed=2026-08-02T23:53:07.178245Z digest=sha256:e5d8985e2b2f8ecb6757d85ff39261bbb3c8d97d5c4d750458107ed4d9693292

Observation e19da4be-c141-4e2e-9ea6-993abe925aa9 · outbound

This paper cites Personalization of Large Language Models: A Survey.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Personalization of Large Language Models: A Survey

Reference 71

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source=pdf_text observed=2026-08-02T23:53:07.334999Z digest=sha256:c09706afbbdb64bc6da2d29ec1c756aeae06108d54476b2d8dc66f57ae0ed9ec

Observation 09bff769-f679-49b8-a3ce-ccf228954e61 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 72

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source=pdf_text observed=2026-08-02T23:53:07.277614Z digest=sha256:813299d60e0e645750c3eeb5d760b9e58dcd65e68ad2787b66d8a012d71da52e

Observation 9c326ae5-de0b-44c2-8bc5-e152aa9c8d18 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 73

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source=pdf_text observed=2026-08-02T23:53:07.451170Z digest=sha256:e81c50f23695b17af31647d7b5946991bd0944feb96cb52ab92cb307c37a0d7e

Observation 6f14f295-8967-4e06-b879-ef43dc631eac · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 74

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source=pdf_text observed=2026-08-02T23:53:07.389424Z digest=sha256:cb14520cf1482d5ed8b32ee682ed61a754a6f597f7ffa2ea1b2457af6e6ab727

Observation 3cd02d6a-d88d-4d15-9252-a723356c2d22 · outbound

This paper cites OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement.

Synthetic Interaction Data for Scalable Personalization in Large Language Models OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement

Reference 75

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source=pdf_text observed=2026-08-02T23:53:07.572162Z digest=sha256:08cb1cc5efe988195309e15ac7341d5743d5234408264d7466b043a1d6b9f722

Observation 87b458f7-a5c7-4b01-b5ad-ac56d526673a · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 76

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source=pdf_text observed=2026-08-02T23:53:07.492406Z digest=sha256:2a9bb7da8746fd511fca8a097fa7e6158696b994b2c78374db20f978f3d9c6d7

Observation 539674d3-1ecf-4afa-a195-ee695c79bdca · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Instruction-Following Evaluation for Large Language Models

Reference 77

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source=pdf_text observed=2026-08-02T23:53:07.798572Z digest=sha256:f49bc1fbb8d6068984ae396e46eec5db468cc3b4893ad652135ff86b20c42a50

Observation a3049afd-5660-431a-a842-1fa62b4e4ea7 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 78

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source=pdf_text observed=2026-08-02T23:53:07.639847Z digest=sha256:1261277409df8b8c65f877c27b111282fab63f6fefe8f16e0fad734b68ff4102

Observation 37c04233-55db-4f51-a754-2bac38f91b5d · outbound

This paper cites SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task.

Synthetic Interaction Data for Scalable Personalization in Large Language Models SyntheT2C: Generating Synthetic Data for Fine-Tuning Large Language Models on the Text2Cypher Task

Reference 79

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source=pdf_text observed=2026-08-02T23:53:07.720548Z digest=sha256:2e219c8314d203f3d663d7c355b52ef92cb34f23e023f7f85175a27235e155c5

Observation 618d9974-deca-41ed-9899-948b6fdbc33d · outbound

This paper cites HYDRA: Model Factorization Framework for Black-Box LLM Personalization.

Synthetic Interaction Data for Scalable Personalization in Large Language Models HYDRA: Model Factorization Framework for Black-Box LLM Personalization

Reference 81

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source=pdf_text observed=2026-08-02T23:53:07.853054Z digest=sha256:fa83bc79040fc75c0ce84914d2302406a68a37e40ccd1f0e645c1b732846a48c

Observation ec9220fa-82e3-4aea-be13-6cc9ca0e9148 · outbound

This paper cites Zhuravlev, Artur R.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Zhuravlev, Artur R

Reference 82

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source=pdf_text observed=2026-08-02T23:53:07.914416Z digest=sha256:66f5075e2def5a3236485888a803cd296a73aa6bf89b6d01c353c351bd17f0b4

Observation 68ce63fa-3edb-49ef-b30c-44d7cb8a903a · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 84

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Observation 0a492264-1d7e-4c63-8c53-5eb437d44948 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 85

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Observation 5ad05c63-67a6-4d91-8c4b-a8b95dae101b · outbound

This paper cites Made from galvanized steel tube with powder coating.” T urn 2 User:This helps—but I need it less like an ad.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Made from galvanized steel tube with powder coating.” T urn 2 User:This helps—but I need it less like an ad

Reference 86

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Observation 8324cb5d-cea3-4035-821e-4d3afc8f27f3 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 87

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Observation cf81c4c2-0066-45e2-b99b-0d37db5a5356 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 88

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Observation ca736780-0c5b-46df-b7ce-6c8b456addd0 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 89

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Observation 97735f4b-0b27-4b31-8c97-d1844c1c887a · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 90

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Observation 832f26cd-84c1-4e70-83f1-12960bce7e4f · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 91

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Observation 3090adf6-ebc7-458f-8737-34342c035124 · outbound

This paper cites Can you rewrite them so each one says something slightly different + more concrete (like ”spread out big items” vs ”group small items”), still 8–12 words each?.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Can you rewrite them so each one says something slightly different + more concrete (like ”spread out big items” vs ”group small items”), still 8–12 words each?

Reference 92

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Observation 5a854120-7d32-412b-bb96-0201cc233a70 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 93

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Observation 5e5b19a0-9cde-4af2-b368-6b505e8c4f5c · outbound

This paper cites Assistant:Absolutely, here’s the refined version based on your feedback: 5 Short Lines About Line Space Flexibility:.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Assistant:Absolutely, here’s the refined version based on your feedback: 5 Short Lines About Line Space Flexibility:

Reference 94

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Observation f442539b-b5b4-407c-86c8-1f8fef563e98 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 95

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Observation ea262efc-efbc-4fff-8c8a-77f83fb4fbcd · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 96

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Observation 2e686d73-e089-4ff1-af34-1450635f8bd9 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 97

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Observation 3f8eb081-e35c-43fa-a24c-aa6050f5bd73 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 98

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Observation b18c24ea-6bc4-4b77-a665-c6729e704c2e · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 99

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Observation 5d6f8e08-1358-42ef-9969-fc16e7a52402 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 100

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Observation 8467a7a6-f476-4c1d-a60b-3975a24ce27e · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 101

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Observation c02073e4-0836-4da3-b186-e410c2404348 · outbound

This paper cites an unresolved cited work.

Synthetic Interaction Data for Scalable Personalization in Large Language Models Unresolved cited work

Reference 102

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Pith citing papers

Observation e7cd941e-4068-4cc3-96df-f4d38a01a1b5 · inbound

Guardian-as-an-Advisor: Advancing Next-Generation Guardian Models for Trustworthy LLMs cites this paper.

Guardian-as-an-Advisor: Advancing Next-Generation Guardian Models for Trustworthy LLMs Synthetic Interaction Data for Scalable Personalization in Large Language Models

Reference 47

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arxiv_id, observed 2026-06-30T02:16:14.313505Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9c66a68c-83c2-402e-b20e-6939fe33fd83 · inbound

Post-training makes large language models less human-like cites this paper.

Post-training makes large language models less human-like Synthetic Interaction Data for Scalable Personalization in Large Language Models

Reference 36

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verified exact
arxiv_id, observed 2026-06-30T02:16:14.313505Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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