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Paper Citation Record · LEDGER

Synthetic Interaction Data for Scalable Personalization in Large Language Models

As of 9 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 2026-08-09T06:31:02.800959+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

Resolution
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=sha256:1b1d8a3f8fc361631ff5406118e11ae333e05a20630b4c455cd882b9532eccd4

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:a2aa774c80dcfb03d3caa5c2711aeb7e672e6a0b726426841bed134f9ef3adfa

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=sha256:25eb62a4573f631b74bd9c452ca2c2a93c526039594b5b784407a60944c91694

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:00.514573Z digest=sha256:9485005d97db2e1c04accffb6541107700719781250bb94041109de594ef037c

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:f442cc5a39e8e77217af9af265f64857230258fa64569df46fdac00e567f6efb

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:fc525b69358fc5396fe07fed2b4b5508d3744d18c0d94fc1b28ff0f241a95cbb

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=sha256:4b2330fe580a5d190fe250f148a288774a2f4cc2b4c119d67460d72e51d1509d

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.198905Z digest=sha256:985843e2374fbfee96295ae3ad560699e0ac1034c08d8574b6c36572da50dbe4

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.307192Z digest=sha256:b81cd506b7ec396b0461b955a512e8dcc97bdb875be7b06fe7d9418ad61831c1

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.419240Z digest=sha256:b849b68ab84deb84ade637bb81fcbd708a061a2be1c6c28cd95c306f53e022ac

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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no resolver link, observed 2026-08-02T23:53:01.563914Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:01.563914Z digest=sha256:7a8173f35815694c05c9ae1253875613fd364eb91543a3504174ee6077fc54e7

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=sha256:4dd34dc797d82bc14690d3bd98a48b12fb298d10ea9ad0d92545545b00d861c1

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=sha256:310f2aca5d6a085234789a06f4fa5c6876ff7fda4f6fd9ef2c2999f0cd90adbb

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=sha256:27d7683ef4caa1e6dc34483761a7295e9aee80489406bd1e094d1001b3fe2a4b

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=sha256:505a680cd2315b7a0a8c250f65b7eaf8188682440ea51bbc32ff52283ccbc113

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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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:ea21e6590a4ef0426b69def486f295fb35f93cb6df665f673fd5d98fd44f2e25

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=sha256:06edafc42285fb04af083f973a0874dae11e5be02c4654b51974504934ba6458

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=sha256:7ad70c01c3af4abb49f2c660fb9c52b5904f94e57f14169cd8c143bd3a193f0f

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.064452Z digest=sha256:6bfd08d57d957947a1a7ca6d753b04bda7e9ecb1627cbfeb461e97a99bb15782

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.121170Z digest=sha256:643eafa2bec0b72eb2d1d919c56275a7a08f47189063c8bcf75fbf2aca049cfd

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:ec900fb9aad09c48fa873bf39e0b46ce1aa5522f6d12cafa5e9de0151ac8b82e

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.251996Z digest=sha256:255dff01bb353e40055925ce3d49b0a06d86783dd49b9c82f83b7d55f2a32611

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.329049Z digest=sha256:b7404095ffeae330978543ad0cf17b86dfb682d0a3f12a8f84aa4ab974526a45

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:f927d3f61d8cd0f5155ecd78d83eb15508f124f83832d1ef35e7e26f352c7c0b

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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no resolver link, observed 2026-08-02T23:53:02.521333Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.521333Z digest=sha256:790d03e0fa25e2f8b501d0a90300138519e1ac63d2bf442490158c306e8051ba

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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no resolver link, observed 2026-08-02T23:53:02.636523Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.636523Z digest=sha256:7840581aa0ef1160228799cad1b18b476843fe13d9be6a04c9763ec18a13dba7

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=sha256:82f52aecbca79c140d53ffab206e683c9712eb911411f355b19209de63eea6f5

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:02.925439Z digest=sha256:b45802b6772e982fcc5e13c0ded39a46c59de72ddc3f56cef24aeb09a3da7f68

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=sha256:0a6e317c94ca0a0008302a36ac4a772b0cb8d22672009306715cd083f3964467

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.146112Z digest=sha256:d65ccbdeaf07456923b77ee680eaf831dbf05472f2058b9c611073cd89680227

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.339383Z digest=sha256:3251893e35dda00eb1fa781ca16322c77bbb1e2d097f94486da055c64ba0db98

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=sha256:263a16812551de4e244afe2fd115ce8b6306e52226778b30b7ba82f8bb1ee820

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.497542Z digest=sha256:511e41e38de3226e3226082843bb60fc517ebe3d92775c2dad01f2d969f0f4a1

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=sha256:2dd880fa33a33669d1a69244e5e69ce5a0d54391b7111b1110507fc4f7db539f

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=sha256:36cd3422485e569d3bd518c2e408a1c31ea26ddc89161019e278461b83b0789c

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.724653Z digest=sha256:c08845d06cdbe821cc6d5efb780035e52ea718413e36d7aee373d89111e64091

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:c8af9e8a71266ed11c0005d1270731516a056aa274fc9a0d53b20f8dae91784d

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:03.926116Z digest=sha256:23ef8f943718b5d8d769cec806753b1a2e4910f05f04c22c58c6e3322ae4139e

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=sha256:417b4b229b5bb3fd349ef4782de5008f5c0e8f3bb611210d78a8c800d6019dd4

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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source=pdf_text observed=2026-08-02T23:53:04.181892Z digest=sha256:be00503baaa69fb7e60a4efcd98cbcd617dc177cae06b51c5fdbdc0f7de19282

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=sha256:11191b686b5a67f92e1ef26d093aeddb0a9c269c9f1240e16053d8289d95d425

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=sha256:2807aca29a64b6cfd2e9d087803c4f21663c7d6aebdd7dbe38b7e96fac6d3b1e

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=sha256:1a045a9d5b1973b570b878182c34a403d709357243c9bf43f7cab2a794014446

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=sha256:8547a645655d324da86aa3c8a8af6d3f27d3d53c183943ee21f40ca2c039f062

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:afbc5257f6a3c655fe753c2f52cfb1aac42654b1f6c9a128c85f3f45aa49987a

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:e4b206d7018f73ba442d6f9aed02562a8d8d97a319a1ffb75daa83102a315e63

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:cb4e47614a4c8000b81635029a39a70546a9f7621f932895a7cf421708b0ae9d

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=sha256:2ae9735319b99c990524891bb5a80690abf8056655d8ce180f17a7284c0c3c8f

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=sha256:98d04085751ae205e885f67695e4f0198e988462e0b847b07e7cff36ca30ec0b

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:a55bb9ac5b3764955b2a34030d02530ef759b00f6dc4b37802b86343e77ea15b

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=sha256:0e4676d9d1819ffaa42bac7672cf5dace41113d9170254211e827b64af9e2d15

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:a15c7531c5262e42a2d8f48ec1b57ebe3a3dad3d359454ffcdcd4e67424d6a22

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=sha256:9b8459cc291647d16189821ae6e835822078acbe0d4b138d0c6b40ce1ff58731

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:bb20081127351e70c92207d6f718e954316fe46ad721101c5336dcda4a2a58f9

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=sha256:47a1963e250a5aa117b28adecf16a3b0050c205605b4e85a81abd9b61e592633

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=sha256:80b27e0ef9a2c7c44bca26287500bcc5286718ef56b9f405d93e8376691607a5

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=sha256:6d3cd42defb9fadd28ec75081b63ec832f3956bad7db811b1ebec793eca742f0

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=sha256:4304ea3e2c0a72760711c0f6b8376255573f68bddb0f93d59aa10f3114a0b5e6

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=sha256:039ffe4735e488c8c24e0fef88af29c0198771d9558917bbe9216e74d1f3bee4

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=sha256:0db1ae0ab8d23f0eb96507eb8c4ac56e19cfe22fc97cb8a4cb9505af59f72b6a

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=sha256:3fb0ddc5de0849b01d5fa72f069ce3823adeed070ec7a11c45068ce09ea69cd4

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:ce9beb4661cb6a8e3a3b54863a42ca36c65213410d54b6e49e3947b719381305

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=sha256:9bb0f771c76a3d177f07482d35051b7a0b6c4cf073d60644071950c8254a0f22

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:b7ad08b9bea2dc8f30d74019a07da4c0479b5eb6cd992139e05295e746fd4e35

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:d22fca35abbc1708448e8cfb88df8cd9cccda1dcf2a61ab4af06e5207d749dc3

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:a982a6e090b8e2fff56ae484fc9c5e7981fd6de144c614e8cf5a1c6708e1ff78

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=sha256:7dd059cee9dfbdb60cea2e6c9b56fa9761522ec56b466c50798c28ae4586ef23

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=sha256:5f67b076c062662a74b82e121ea30f0a133b68ba8f66fd2ff26e1afa96dc2450

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=sha256:4096998915077b4566c18055af34da51800899eb344caed3c77086f84097a306

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=sha256:218fafb2553fb55085eee95bd9abade0826db1b0a287eb3c7271022933a9dc04

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=sha256:26cc137f9f91d63f0755148c97077a453976d7ed262dde063ec2034752f45b61

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:a073ad0648cd748a03aef75de2374ac3d7270964be06d17681f300c436ebaa33

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=sha256:0da0c8405342c8e9af17f8d82f3ace0268e12fc8780f94ad8010351c130b037f

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=sha256:8e443c2245758cf412ef33024c2a338d8924666eb86b49ecd6944ceddd69ba50

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=sha256:37bca5027fdae8749d747f9beaff7d5d5e14068c237a466b56986373bf4aee6c

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:e7670bba7877bbc1d56760bca5cc52e2d7ee96bbcaf764144a32d824b8c17522

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=sha256:60a0e19f6a79e18ef5d0852900309ea2b9527b5c4eda4b81473e33649506e185

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=sha256:399b1a03aed512b36dfecbbeaac957efab18a2c88b14543ebcb9380854c840b9

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=sha256:6737468761cbc2137428f8d56b7c0830785f893a1fde87d0ffd7eddaa385bad0

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=sha256:66150a8e71f866be177f484ed5ecaac614dcaee78b5c858b981942816937f731

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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source=pdf_text observed=2026-08-02T23:53:08.968793Z digest=sha256:f95b70bc547cceaf11cafd3b448c7af86aa5b95d794c742a35bcb1e88b02058c

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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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

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