Paper Citation Record · LEDGER

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation

As of 22 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2606.26116.

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

pith.paper-citation-record.v1
2606.26116 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T14:43:18.203682Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

15 of 15 outbound references displayed

verified exact6
verified fuzzy6
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c3148713-6ba2-4642-ab68-0b25b045bef4 · outbound

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

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recom- mendation: A 37,000-Run Audit.Unusual.ai Research Series, 2026a

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T22:05:43.377337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 22ac41a9-be27-46e5-b634-1fda7b167a6f · outbound

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

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation Paraphrase Brittleness in Production Retrieval-Augmented Commercial Recommen- dation: Reproducibility Below the Rerun-Stability Baseline.Unusual.ai Research Series, 2026b

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T22:05:43.379229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6f4201ef-f541-4d27-a2e9-3d6d0f178a6d · outbound

This paper cites Persona Conditioning of Brand Recommendations in Retrieval-Augmented Com- mercial Chat: A Prominence-Stratified Cross-Provider Audit.Unusual.ai Research Series, 2026c.

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

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T22:05:43.381267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0ca44832-2b8c-4896-bd03-55c93f350333 · outbound

This paper cites GEO: Generative Engine Optimization.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation GEO: Generative Engine Optimization

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-06-30T14:44:45.077891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 427f9e1c-9ea7-4f50-b32e-283dbda9efff · outbound

This paper cites Picking on the Same Person: Does Algorithmic Monoculture lead to Outcome Homogenization?.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation Picking on the Same Person: Does Algorithmic Monoculture lead to Outcome Homogenization?

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-06-30T14:44:45.088597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 33cc8830-6499-4027-ac8b-8a6c186e73de · outbound

This paper cites an unresolved cited work.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-07-08T22:05:43.383013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 21e1e00a-a3aa-4234-bd38-5b45ba90669e · outbound

This paper cites Holistic Evaluation of Language Models.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation Holistic Evaluation of Language Models

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-06-30T14:44:45.074690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6d1f466b-26fd-4255-93af-078fd8e9f0e9 · outbound

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

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T22:05:43.375241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cf096f0c-f022-475a-a4bb-95361e21b935 · outbound

This paper cites A comprehensive taxonomy of hallucinations in Large Language Models.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation A comprehensive taxonomy of hallucinations in Large Language Models

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T14:44:45.081894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3d50f7d2-5d23-4fea-a0be-4cb76fb28b6c · outbound

This paper cites F., Ilhan, F., Huang, T., Hu, S., Liu, L.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation F., Ilhan, F., Huang, T., Hu, S., Liu, L

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T22:05:43.371861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e93ee1a8-c927-4a3b-870c-b9c03411915f · outbound

This paper cites R., Cicchetti, D.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation R., Cicchetti, D

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T22:05:43.373503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a458a7be-5c7a-4fd9-8fdf-5ac78b5abf07 · outbound

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

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation Context-Parametric Inversion: Why Instruction Finetuning Can Worsen Context Reliance

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-30T14:44:45.085572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 21929dc7-bf84-46cb-b022-8da74de26da3 · outbound

This paper cites Knowledge Conflicts for LLMs: A Survey.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation Knowledge Conflicts for LLMs: A Survey

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-06-30T14:44:45.065521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 940c8568-c2c7-47e9-9699-8b281977448b · outbound

This paper cites News Source Citing Patterns in AI Search Systems.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation News Source Citing Patterns in AI Search Systems

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T14:44:45.069199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 28460e7e-9356-4635-99a8-bca99f9f516c · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

Divergent Recommendations, Convergent Diagnoses: Cross-Provider Failure-Mode Convergence in AI Commercial Recommendation Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-06-30T14:44:45.071972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.