Paper Citation Record · LEDGER

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit

As of 22 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2605.30207.

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

pith.paper-citation-record.v1
2605.30207 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T07:20:32.538522Z

measured 26 of 26 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact14
verified fuzzy0
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 402b42f0-1534-462a-8ca0-bd94906632cf · outbound

This paper cites Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recom- mendation: A 37,000-Run Audit.Unusual.ai Research Series, 2026a.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recom- mendation: A 37,000-Run Audit.Unusual.ai Research Series, 2026a

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e884b61-8fc8-463b-ac88-2105bb27d5c6 · outbound

This paper cites Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation.Unusual.ai Research Series, 2026b.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation.Unusual.ai Research Series, 2026b

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03c4ca9a-eb08-4b79-8f22-6ccefe6c2842 · outbound

This paper cites Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommen- dation: Reproducibility Below the Rerun-Stability Baseline.Unusual.ai Research Series, 2026c.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommen- dation: Reproducibility Below the Rerun-Stability Baseline.Unusual.ai Research Series, 2026c

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

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Observation 825e5b56-4163-4e65-a30e-dadcd3568b6b · outbound

This paper cites Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions.IEEE Transactions on Knowledge and Data Engineering, 17(6):734–749, 2005.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Toward the Next Generation of Recommender Systems: A Survey of the State-of-the-Art and Possible Extensions.IEEE Transactions on Knowledge and Data Engineering, 17(6):734–749, 2005

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4129dd54-b56c-4a2c-8b96-da83e2440f50 · outbound

This paper cites GEO: Generative Engine Optimization.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit GEO: Generative Engine Optimization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.701847Z

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 56145741-d55d-43da-933b-d949de681564 · outbound

This paper cites an unresolved cited work.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd3bf1e5-519d-4123-a9d0-dcc0ea857d9b · outbound

This paper cites POSIX: A Prompt Sensitivity Index For Large Language Models.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit POSIX: A Prompt Sensitivity Index For Large Language Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.712527Z

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 2f3e26ed-c5f6-45b8-bf7b-42c69ef23b23 · outbound

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

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Scaling Synthetic Data Creation with 1,000,000,000 Personas

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:23:12.706660Z

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 802354e2-5b06-415b-a823-6eef17e8931d · outbound

This paper cites Quantifying the Persona Effect in LLM Simulations.ACL, 2024.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Quantifying the Persona Effect in LLM Simulations.ACL, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ed87ee1-6660-424b-9c0f-adc49ddda327 · outbound

This paper cites Stereotype or Personalization? User Identity Biases Chatbot Recommendations.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Stereotype or Personalization? User Identity Biases Chatbot Recommendations

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:23:12.704807Z

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 0c5934d6-48e8-4876-b5f1-a4637adaf256 · outbound

This paper cites LLM Whisperer: An Inconspicuous Attack to Bias LLM Responses.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit LLM Whisperer: An Inconspicuous Attack to Bias LLM Responses

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.699146Z

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 c137cf7b-a031-4570-8bf7-90067b27be75 · outbound

This paper cites State of What Art? A Call for Multi-Prompt LLM Evaluation.Transactions of the Association for Computational Linguistics (TACL), 2024.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit State of What Art? A Call for Multi-Prompt LLM Evaluation.Transactions of the Association for Computational Linguistics (TACL), 2024

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60bf5879-b1e5-47e4-999a-5845ee93dd6c · outbound

This paper cites Exploring the Impact of Temperature on Large Language Models:Hot or Cold?.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Exploring the Impact of Temperature on Large Language Models:Hot or Cold?

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.696558Z

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 69a9bb28-83cc-48e9-aeb0-ff61efe8d217 · outbound

This paper cites Population-aligned persona generation for llm-based social simulation.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Population-aligned persona generation for llm-based social simulation

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.699031Z

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 d2111fc7-43b5-41e5-b227-15f39fff6948 · outbound

This paper cites The prompt makes the person(a): A systematic evaluation of sociodemographic persona prompting for large language models.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit The prompt makes the person(a): A systematic evaluation of sociodemographic persona prompting for large language models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.710041Z

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 25dba158-1d53-4777-8e20-826d411be84f · outbound

This paper cites Auditing Preferences for Brands and Cultures in LLMs.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Auditing Preferences for Brands and Cultures in LLMs

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.711899Z

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 e510a0fd-0939-42aa-ba8d-82219e00c16e · outbound

This paper cites Large Language Models as Recommender Systems: A Study of Popularity Bias.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.694154Z

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 867e3440-c4b0-4408-81be-e9af0433314e · outbound

This paper cites Are Emergent Abilities of Large Language Models a Mirage?NeurIPS, 2023.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Are Emergent Abilities of Large Language Models a Mirage?NeurIPS, 2023

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

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Observation 2a0ffda8-a8a4-46bc-abc3-8f524e2a89ca · outbound

This paper cites Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:23:12.704384Z

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 3e323f01-2cbb-4df6-b611-1ce55632f804 · outbound

This paper cites When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

Source-reported events for the cited work

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Observation 688e6120-af90-4ee8-a252-95584370ad01 · outbound

This paper cites Unveiling Knowledge Utilization Mechanisms in LLM-based Retrieval-Augmented Generation.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Unveiling Knowledge Utilization Mechanisms in LLM-based Retrieval-Augmented Generation

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.688147Z

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 4c14ead3-00f9-4d4a-bc9a-ab980c194b94 · outbound

This paper cites doi: 10.1093/pnasnexus/pgaf089.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit doi: 10.1093/pnasnexus/pgaf089

Reference 22

Resolution: metadata mismatch; doi, observed 2026-06-29T07:23:12.286571Z

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 6caf6451-b1e9-4f9e-bc3f-418f33115104 · outbound

This paper cites Context-Parametric Inversion: Why Instruction Finetuning Can Worsen Context Reliance.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Context-Parametric Inversion: Why Instruction Finetuning Can Worsen Context Reliance

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.709281Z

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 49a83eef-e73f-4645-b4c9-560da6e45185 · outbound

This paper cites Knowledge Conflicts for LLMs: A Survey.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Knowledge Conflicts for LLMs: A Survey

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.696792Z

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 0014179a-634c-41b4-a2be-1036f7e3bf47 · outbound

This paper cites Gender and Race Bias in Consumer Product Recommendations by Large Language Models.AINA 2025, Lecture Notes in Networks and Systems vol.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit Gender and Race Bias in Consumer Product Recommendations by Large Language Models.AINA 2025, Lecture Notes in Networks and Systems vol

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:23:12.715379Z

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 cf91fc62-527a-4f4a-bbd5-e665d044bd60 · outbound

This paper cites A Helpful Assistant.

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit A Helpful Assistant

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T07:20:32.538522Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.