Paper Citation Record · LEDGER

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation

As of 12 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2506.04551.

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

pith.paper-citation-record.v1
2506.04551 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:46:13.392460Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

36 of 36 outbound references displayed

verified exact2
verified fuzzy2
unresolved29
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b86614d5-5e76-4135-aa2a-289184417f1b · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.328817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 450984b3-6c80-45a9-848c-02dc7d2cbb46 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 2

Resolution: verified exact; doi, observed 2026-08-07T10:46:13.481594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f7d2ac5c-d17f-4326-93a9-962b5a8e72de · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.312191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c4fd9853-625f-4ecc-8732-419da1c9e16b · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-07T10:46:13.466462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ea096298-124e-431b-bad8-d35a216e7cd4 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.297347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 14bcd901-7a48-4ab5-8755-52281b2e6336 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.282338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f39009d5-bd81-4e13-898e-9e01db816268 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.267388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 20ed813e-5297-4054-8ed9-a808a98c006f · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.268794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5370ca07-a92d-417b-9e85-71fb2d9a90e9 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.252096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 34a16b5c-21b3-49cf-a739-a0f7f3b2559d · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.281389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afd5353e-fedc-4fe3-844b-11aedb92f4cf · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.290355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8944fe35-d076-4087-b7a6-341dac891b02 · outbound

This paper cites Hutto and Eric Gilbert.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Hutto and Eric Gilbert

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:14.218030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6eed96bc-7a63-46e7-8f38-531b9ce39bc3 · outbound

This paper cites RecSim: A Configurable Simulation Platform for Recommender Systems.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation RecSim: A Configurable Simulation Platform for Recommender Systems

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.303389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3abb65de-eee5-414f-9bb7-4ec629fc19a9 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.203413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7c35c779-85aa-459a-b4c9-237f87092f77 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.312097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5aa8900-304e-4357-b0a3-82d7fb5d75af · outbound

This paper cites Bell, and Chris Volinsky.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Bell, and Chris Volinsky

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.316737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0a61218-3b84-48b0-933b-089e13818a1b · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 17

Resolution: malformed identifier; no resolver link, observed 2026-08-07T10:46:13.321452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7c5d3e8-e789-4b33-9d0b-7871b20804a9 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 18

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T10:46:14.189331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 281691fc-be03-43ce-ace6-ddeb24a9042d · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.174532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fa6956f4-c64a-4d42-bdfc-1181499efba9 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.335179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53d56b9e-07bf-4424-ae2d-0745c6b14eb1 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.158570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e6608df1-63c9-46a7-af03-37843fb66533 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.348048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0a07e4c-760d-400f-b8c6-08955f37de95 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.118947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3657533d-2967-46c8-9225-e64aa64d6ac8 · outbound

This paper cites Personality Traits in Large Language Models.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Personality Traits in Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.361431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa136068-7dc7-409d-8912-46800e4fc4a1 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.103262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0f705307-96d6-450f-b08e-4ce175b50f6d · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.088552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1e596ddc-d352-42b8-85ac-c6726e94a6fc · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.073723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 88458759-67a2-4765-ae7b-c1326a42ab40 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.059006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e6204bc6-531b-4604-9a15-1170d9ef14d4 · outbound

This paper cites LLM-based Human Simulations Have Not Yet Been Reliable.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation LLM-based Human Simulations Have Not Yet Been Reliable

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.383319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f7e3fca-e66e-415d-9f4a-660cbdf85915 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 30

Resolution: malformed identifier; no resolver link, observed 2026-08-07T10:46:13.387993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eb8c873-8fa2-4aac-ba2d-987f1fbdb046 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:14.044252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 75121fc8-162a-4cf0-b6ba-8d2135711100 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 182

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.277183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e27d51e-d91b-4960-bd16-f38be428b6fb · outbound

This paper cites In UAI 2009, Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, Montreal, QC, Canada, June 18-21, 2009.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation In UAI 2009, Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, Montreal, QC, Canada, June 18-21, 2009

Reference 2009

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:14.134926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bab944b1-05cd-4b3f-bba5-12e7c7e252d1 · outbound

This paper cites Session-based Recommendations with Recurrent Neural Networks.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Session-based Recommendations with Recurrent Neural Networks

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.285800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c10543bc-9bbe-424b-a724-af120b59e196 · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.294787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7632aa54-9e18-44ca-8243-9f703931bd56 · outbound

This paper cites an unresolved cited work.

PUB: An LLM-Enhanced Personality-Driven User Behaviour Simulator for Recommender System Evaluation Unresolved cited work

Reference 3194

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:13.343658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.