Paper Citation Record · LEDGER

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG

As of 21 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 2 inbound Pith citation observations for arXiv:2505.17156.

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

pith.paper-citation-record.v1
2505.17156 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:01:02.663851Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T20:37:58.270385Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T05:42:24.316977Z

Reference resolution

39 of 39 outbound references displayed

verified exact2
verified fuzzy24
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0b6ef7e7-58b1-4127-840a-a8a8816bb61a · outbound

This paper cites In The Quantum AI Era of Neuromarketing, pp.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG In The Quantum AI Era of Neuromarketing, pp

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:08.138592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 25ab5357-f4fc-431c-8642-d6a980256183 · outbound

This paper cites Digital Persona: Reflection on the Power of Generative AI for Customer Profiling in Social Media Marketing.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Digital Persona: Reflection on the Power of Generative AI for Customer Profiling in Social Media Marketing

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:08.012057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a8a28dc0-5323-4edf-be48-dcf3c03eec29 · outbound

This paper cites Journal of Retailing and Consumer Services, 81, 103975.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Journal of Retailing and Consumer Services, 81, 103975

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:07.936503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 091aa8ba-2e87-404d-9380-ff6192716215 · outbound

This paper cites LLMs' ways of seeing User Personas.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG LLMs' ways of seeing User Personas

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:00:58.531011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b9e91ae-c564-41bb-9d4d-ba64d97659fe · outbound

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

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Personalization of Large Language Models: A Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:00:58.613256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed62f3cd-6be8-48ed-9f98-befa52fdb392 · outbound

This paper cites Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:00:58.722671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b3fa5c9-131c-4dcf-9b60-cf4b2a4f2bc0 · outbound

This paper cites CloChat: Under- standing How People Customize, Interact, and Experience Personas in Large Language Models.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG CloChat: Under- standing How People Customize, Interact, and Experience Personas in Large Language Models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:07.702315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d5049715-d623-481d-a875-fbf0ac4abe9a · outbound

This paper cites Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Models.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Marked Personas: Using Natural Language Prompts to Measure Stereotypes in Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:00:58.974898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01bdd2f8-a201-4047-b0b2-d4a083fd2f6e · outbound

This paper cites Automating Customer Needs Analysis: A Comparative Study of Large Language Models in the Travel Industry.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Automating Customer Needs Analysis: A Comparative Study of Large Language Models in the Travel Industry

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:01:03.177258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7f1bfdb7-182a-4496-9197-cebcf6cd57f1 · outbound

This paper cites PersonaLLM: Investigating the Ability of Large Language Models to Express Big Five Personality Traits.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG PersonaLLM: Investigating the Ability of Large Language Models to Express Big Five Personality Traits

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:07.559854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cd086ade-a51e-450e-a555-883615a85eb3 · outbound

This paper cites an unresolved cited work.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:01:07.351172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c9b2fbcd-6ec8-4a54-a4dd-65332d612f1c · outbound

This paper cites Persona-L has Entered the Chat: Leveraging LLM and Ability-based Framework for Personas of People with Complex Needs.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Persona-L has Entered the Chat: Leveraging LLM and Ability-based Framework for Personas of People with Complex Needs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:00:59.608028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0faa972-65a0-40d9-bb3b-d20c67ff199a · outbound

This paper cites Data-driven persona development.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Data-driven persona development

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:07.218601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 30354a2b-d915-48e2-b8f2-0bdc32a06e74 · outbound

This paper cites Data-driven personas: Constructing archetypal users with clickstreams and user telemetry.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Data-driven personas: Constructing archetypal users with clickstreams and user telemetry

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:06.989186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a7d5435a-f1a5-4af6-93e5-e8d147c3a221 · outbound

This paper cites Automatic persona generation (APG) a rationale and demonstration.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Automatic persona generation (APG) a rationale and demonstration

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:06.779507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 39d9c272-34d2-490e-be0f-88e72b559d48 · outbound

This paper cites SOMONITOR: Combining Explainable AI & Large Language Models for Marketing Analytics.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG SOMONITOR: Combining Explainable AI & Large Language Models for Marketing Analytics

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:06.605436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2107c31a-65bc-429d-8caf-964a4bdc93a1 · outbound

This paper cites an unresolved cited work.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:01:06.363687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a0b13f44-9d26-451f-ba1a-999d0c21909b · outbound

This paper cites Personagen: A tool for generating personas from user feedback.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Personagen: A tool for generating personas from user feedback

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:06.164895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9bd3f225-037d-4962-a2cd-0f841e9868e2 · outbound

This paper cites Improved prompting and process for writing user personas with LLMs, using qualitative interviews: Capturing behaviour and personality traits of users.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Improved prompting and process for writing user personas with LLMs, using qualitative interviews: Capturing behaviour and personality traits of users

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:00.170313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68bf6c26-0ef7-4f5c-b6c1-e5cf895d5400 · outbound

This paper cites In Proceedings of the 2nd Annual Meeting of the Symposium on Human-Computer Interaction for Work, pp.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG In Proceedings of the 2nd Annual Meeting of the Symposium on Human-Computer Interaction for Work, pp

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:05.979676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a15c5746-1dff-44f0-871c-6f451606b345 · outbound

This paper cites LLMs: A Comprehensive Survey of Applications, Challenges, Datasets, Models, Limitations, and Future Prospects.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG LLMs: A Comprehensive Survey of Applications, Challenges, Datasets, Models, Limitations, and Future Prospects

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:05.760741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3af0ea44-221a-448d-a7be-15d2711787b9 · outbound

This paper cites A Reality check of the benefits of LLM in business.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG A Reality check of the benefits of LLM in business

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:00.633366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a0c5bdb-4d8d-4882-a2ac-e26b8e325a3e · outbound

This paper cites Prompt Engineering – Enhance Results with Prompt Engineering Strategies.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Prompt Engineering – Enhance Results with Prompt Engineering Strategies

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:05.620968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 10549ae7-7a6e-4185-b78e-cc0b2ff995fb · outbound

This paper cites Azure AI Search: Outperforming Vector Search with Hybrid Retrieval and Reranking.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Azure AI Search: Outperforming Vector Search with Hybrid Retrieval and Reranking

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:05.394154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 48df88c8-752c-4611-bf9c-b462c13b7f39 · outbound

This paper cites A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:01:02.949535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation da0a0869-a343-4bcd-88d2-5c95043e90b2 · outbound

This paper cites A method framework for design science research.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG A method framework for design science research

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:05.262600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a0ba0455-a7fa-4f6a-8c7c-f9b0924de831 · outbound

This paper cites Effective use of the McNemar test.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Effective use of the McNemar test

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:05.071701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d9d7690a-6fcb-4616-927b-7b5517638def · outbound

This paper cites Language models are few-shot learners.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Language models are few-shot learners

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:04.901737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b52cc9b8-2be9-45a2-9155-5272407c737e · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Chain-of-thought prompting elicits reasoning in large language models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:04.725036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 165c44a2-a22a-43f3-b1c7-dad358ce55fb · outbound

This paper cites GPT-4 Technical Report.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG GPT-4 Technical Report

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:01.634936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82cff6bd-1439-47bd-9695-0e06391c7ff4 · outbound

This paper cites Generative adversarial nets.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Generative adversarial nets

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:04.541936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 415835f5-ab06-46b1-b148-523fcca86193 · outbound

This paper cites Auto-encoding variational bayes.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Auto-encoding variational bayes

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:04.311445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 47bb14ec-8410-45b4-80a6-ea96a8af6a3f · outbound

This paper cites Latent dirichlet allocation.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Latent dirichlet allocation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:04.144655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d9f6d178-a91a-451d-9e29-420253cb58f4 · outbound

This paper cites Structural topic models for open-ended survey responses.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Structural topic models for open-ended survey responses

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:03.920306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b0aa237d-8eed-471b-85ef-cc95e1cf9dee · outbound

This paper cites (2007).A design science research methodology for information systems research.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG (2007).A design science research methodology for information systems research

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:03.754450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d7db154d-f71b-4211-8d83-731fd6c1fbbf · outbound

This paper cites Journal of management information systems, 24(3), 45–77.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Journal of management information systems, 24(3), 45–77

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:03.582818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 800679b7-eccf-4361-aec7-67e32cbb4f01 · outbound

This paper cites Retrieval-Augmented Generation with Graphs (GraphRAG).

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Retrieval-Augmented Generation with Graphs (GraphRAG)

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:02.479546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d24a144-73b3-4b89-adf1-0c4497ef0ee0 · outbound

This paper cites MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:02.596302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efa908dd-e9a1-428a-88ae-d2749761b02d · outbound

This paper cites an unresolved cited work.

PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:01:03.426633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation 442a0dec-550a-41a7-ac55-3a25dd0c72d5 · inbound

POPI: Personalizing LLMs via Optimized Natural Language Preference Inference cites this paper.

POPI: Personalizing LLMs via Optimized Natural Language Preference Inference PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-18T05:42:24.319239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9215e308-4e60-4bdb-8e4a-75ad5804b8dd · inbound

AlterAtlas: Shifting Travel Planning from AI Generation to Validation via Persona-Driven Simulations cites this paper.

AlterAtlas: Shifting Travel Planning from AI Generation to Validation via Persona-Driven Simulations PersonaBOT: Bringing Customer Personas to Life with LLMs and RAG

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-01T20:37:58.270385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.