Paper Citation Record · LEDGER

Large Language Models as Recommender Systems: A Study of Popularity Bias

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2406.01285.

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

pith.paper-citation-record.v1
2406.01285 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:22:40.639978Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 4a96f7dc-2bca-4ffb-b5f3-be76385e739b · inbound

CitySim: Modeling Urban Behaviors and City Dynamics with Large-Scale LLM-Driven Agent Simulation cites this paper.

CitySim: Modeling Urban Behaviors and City Dynamics with Large-Scale LLM-Driven Agent Simulation Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:22:40.639978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59d2ef85-5f05-4926-8cca-6a0520f1739c · inbound

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems cites this paper.

The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T20:43:19.892530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4277ed6-324f-4114-8d72-de7168ecf806 · inbound

GraphRAG-IRL: Personalized Recommendation with Graph-Grounded Inverse Reinforcement Learning and LLM Re-ranking cites this paper.

GraphRAG-IRL: Personalized Recommendation with Graph-Grounded Inverse Reinforcement Learning and LLM Re-ranking Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-10T02:27:36.575225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 390d1379-ebff-406b-8e22-e18d0cf3c069 · inbound

Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recommendation: A 37,000-Run Audit cites this paper.

Prominence-Stratified Failure Modes in Retrieval-Augmented Commercial Recommendation: A 37,000-Run Audit Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-30T14:54:45.435091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e510a0fd-0939-42aa-ba8d-82219e00c16e · inbound

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

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 2026-08-07T06:34:17.273281+00:00.

Observation cc8fef50-c766-468b-9674-865c91f74ffe · inbound

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges cites this paper.

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 134

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:42:29.286765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c9b95370-1d3f-462c-afea-b46259cb9f50 · inbound

From Prompt to Purchase: How AI Brand Recommendations Move Consumers on the Open Web cites this paper.

From Prompt to Purchase: How AI Brand Recommendations Move Consumers on the Open Web Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-03T07:57:44.754597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 75ad8748-b345-4008-bf5c-5379be46f7e3 · inbound

Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems cites this paper.

Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:08:55.805966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6c7d634e-6f00-4472-a3e5-7d41c8bb596f · inbound

Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems cites this paper.

Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems Large Language Models as Recommender Systems: A Study of Popularity Bias

Reference 145

Resolution: unresolved; no resolver link, observed 2026-07-11T19:14:13.105401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.