Paper Citation Record · LEDGER

LLM-Based User Personas for Recommendations at Scale

As of 13 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2606.12198.

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

pith.paper-citation-record.v1
2606.12198 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T11:48:22.112771Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T22:57:25.684689Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact0
verified fuzzy0
unresolved29
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 77fce410-a9bd-4a6d-beb1-50e5369a85a5 · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:18.982675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e24849dc-6d48-4c64-a03e-84bef6b8f821 · outbound

This paper cites Joint Modeling of Search and Recommendations Via an Unified Contextual Recommender (UniCoRn).

LLM-Based User Personas for Recommendations at Scale Joint Modeling of Search and Recommendations Via an Unified Contextual Recommender (UniCoRn)

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.057423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d71156e3-08c1-4974-b45e-8db7a086e2b9 · outbound

This paper cites Large Language Models for User Interest Journeys.

LLM-Based User Personas for Recommendations at Scale Large Language Models for User Interest Journeys

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.187392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a763bf05-f5fd-4d3c-b820-d9c614f0625f · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-02T11:48:19.317185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aaa05fc-5d73-4a99-9d6f-80e5f3764eed · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.427268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08fe71b5-b2b4-4a29-aa86-6dd7641a2879 · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.500811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed14c0c6-e11e-47f6-b544-9b53ad89846e · outbound

This paper cites Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5).

LLM-Based User Personas for Recommendations at Scale Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.676286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76536953-a1da-4d59-ad2e-29c32718c19d · outbound

This paper cites Accelerating Large-Scale Inference with Anisotropic Vector Quantization.

LLM-Based User Personas for Recommendations at Scale Accelerating Large-Scale Inference with Anisotropic Vector Quantization

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.748054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82bc0a07-796d-4006-86c5-e57cd940499e · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.853664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39764480-f325-4579-ae64-a46279e61a74 · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.966779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c267cd2-419d-425f-809b-b8a8f7c996c5 · outbound

This paper cites Self-Attentive Sequential Recommendation.

LLM-Based User Personas for Recommendations at Scale Self-Attentive Sequential Recommendation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:20.021287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaca64e0-08fd-44ef-8fd7-9c49bdcdd8eb · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:20.195662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d609182b-c147-43ba-8b2f-f6dfc0198ee4 · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:20.485299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb0328b4-7ead-49d2-86f5-2a918cebf274 · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:20.551288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be8025a3-ef3f-4b10-90b5-46bfdb523378 · outbound

This paper cites BLEURT: Learning Robust Metrics for Text Generation.

LLM-Based User Personas for Recommendations at Scale BLEURT: Learning Robust Metrics for Text Generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:20.628483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42fb0021-4eeb-4ba9-9f3d-138800839a29 · outbound

This paper cites BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer.

LLM-Based User Personas for Recommendations at Scale BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:20.719180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8bebac3-083b-4cae-a13c-dcabb443c41b · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

LLM-Based User Personas for Recommendations at Scale Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:20.803215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f31f2979-87ee-46ab-95ce-4278de0a1503 · outbound

This paper cites Attention Is All You Need.

LLM-Based User Personas for Recommendations at Scale Attention Is All You Need

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:20.929159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1310e15-4922-4857-91de-067e7ad53232 · outbound

This paper cites Chi, Lichan Hong, and Haokai Lu.

LLM-Based User Personas for Recommendations at Scale Chi, Lichan Hong, and Haokai Lu

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.053168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bca774f2-597d-4235-97d3-648a29f5fce6 · outbound

This paper cites User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems.

LLM-Based User Personas for Recommendations at Scale User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.197863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4caa331f-26d5-4560-81c0-ac84ec2f8cd9 · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.299383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b1b08d-87de-45ad-b5ca-ad0f02140f25 · outbound

This paper cites LLMs for User Interest Exploration in Large-scale Recommendation Systems.

LLM-Based User Personas for Recommendations at Scale LLMs for User Interest Exploration in Large-scale Recommendation Systems

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.474013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb6b76f4-49fc-48fb-9e75-427a3b33c9d0 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

LLM-Based User Personas for Recommendations at Scale Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.564747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 022e94d5-839a-4665-a955-d8e67a431c4f · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.730516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba977b5e-4fff-42da-8f6f-927f88f294c5 · outbound

This paper cites PALR: Personalization Aware LLMs for Recommendation.

LLM-Based User Personas for Recommendations at Scale PALR: Personalization Aware LLMs for Recommendation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.831437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5593252c-0f60-470e-8ddc-03b4b7f0a5aa · outbound

This paper cites Joint Modeling and Optimization of Search and Recommendation.

LLM-Based User Personas for Recommendations at Scale Joint Modeling and Optimization of Search and Recommendation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.891664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28bfaf76-4542-4243-8cab-7ac484b8ece8 · outbound

This paper cites an unresolved cited work.

LLM-Based User Personas for Recommendations at Scale Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:21.988183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50a7709f-b71c-4989-8fb8-fa0b460538e5 · outbound

This paper cites Session-based Recommendations with Recurrent Neural Networks.

LLM-Based User Personas for Recommendations at Scale Session-based Recommendations with Recurrent Neural Networks

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.877680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 981a3a22-e23f-4874-944d-f87bac9fd09f · outbound

This paper cites InProceedings of the 17th ACM Conference on Recommender Systems (RecSys ’23).

LLM-Based User Personas for Recommendations at Scale InProceedings of the 17th ACM Conference on Recommender Systems (RecSys ’23)

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:22.112771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29df869b-9103-47f2-95a5-f9f01051bc59 · outbound

This paper cites InProceedings of the Nineteenth ACM Conference on Recommender Systems (RecSys ’25).

LLM-Based User Personas for Recommendations at Scale InProceedings of the Nineteenth ACM Conference on Recommender Systems (RecSys ’25)

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T11:48:19.598478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e41920da-9058-4cb5-95ab-b38c1aab4416 · inbound

RecGPT-V3 Technical Report cites this paper.

RecGPT-V3 Technical Report LLM-Based User Personas for Recommendations at Scale

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T22:57:25.684689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.