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 6 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 6 of 6 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:14:25.652785Z

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 137bedea-7426-4d3e-8130-125f095b79f5 · inbound

Whose Boat Does it Float? Improving Personalization in Preference Tuning via Inferred User Personas cites this paper.

Whose Boat Does it Float? Improving Personalization in Preference Tuning via Inferred User Personas Stereotype or Personalization? User Identity Biases Chatbot Recommendations

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T18:14:25.652785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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.