Paper Citation Record · LEDGER

Stereotype or Personalization? User Identity Biases Chatbot Recommendations

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2410.05613.

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

pith.paper-citation-record.v1
2410.05613 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:03:44.447794Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:59:58.901157Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 876d876b-5a73-4987-8197-c909a9d5ad6f · inbound

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs cites this paper.

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs Stereotype or Personalization? User Identity Biases Chatbot Recommendations

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-09T14:03:44.447794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3deadc9-f4db-477a-89d1-01e641d561f9 · inbound

VERA-MH: Validation of Ethical and Responsible AI in Mental Health cites this paper.

VERA-MH: Validation of Ethical and Responsible AI in Mental Health Stereotype or Personalization? User Identity Biases Chatbot Recommendations

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-14T19:17:50.610254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 83265ecf-0395-4a2c-8ad9-1be4a93562f5 · inbound

VERA-MH: Validation of Ethical and Responsible AI in Mental Health cites this paper.

VERA-MH: Validation of Ethical and Responsible AI in Mental Health Stereotype or Personalization? User Identity Biases Chatbot Recommendations

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-20T21:59:06.258707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ed87ee1-6660-424b-9c0f-adc49ddda327 · 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 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 2026-08-10T06:31:04.303077+00:00.

Observation b3b5d55c-f13c-4e4f-aee8-c6f0faeff857 · inbound

Task Decomposition for Efficient Annotation cites this paper.

Task Decomposition for Efficient Annotation Stereotype or Personalization? User Identity Biases Chatbot Recommendations

Reference 143

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:59:58.903099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.