Paper Citation Record · LEDGER

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems

As of 15 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2507.22897.

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

pith.paper-citation-record.v1
2507.22897 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:57:05.472866Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

48 of 48 outbound references displayed

verified exact0
verified fuzzy4
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b36b6b25-c76d-4e7a-8e32-725a325a875e · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:06.044005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8223e1f2-effb-4357-9b3f-6104bc0bd51d · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:02.834286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 783976b7-5cf4-4021-aec3-61a43ea83483 · outbound

This paper cites From Persona to Personalization: A Survey on Role-Playing Language Agents.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems From Persona to Personalization: A Survey on Role-Playing Language Agents

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:02.980783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eee725da-43ab-4236-8b48-2b0f0351e44a · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:03.053408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b884006a-6177-40e2-98ca-1354227599a8 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:03.130191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d2c6a77-1cf2-470c-941a-004b202af35a · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:06.001519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9dfd4099-24b7-4a77-b9ff-a0c6b8b34bec · outbound

This paper cites A Multi-Agent Conversational Recommender System.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems A Multi-Agent Conversational Recommender System

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:03.377968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 407e8a91-52e6-4dfb-9490-924f4b435a76 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.991865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation de6366e8-3a36-4e31-8391-6de038610980 · outbound

This paper cites Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:03.527445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65ce177b-7fa5-4785-a05e-f47cc17a2dbf · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:03.619519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83b3fd8b-a49e-4aa1-8218-9c50739b166a · outbound

This paper cites Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:03.844502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48299014-3908-4146-bed2-e962987e424b · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.966777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cfc932a1-f844-4b2a-9313-43ab93bdbf64 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.956225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 95724c61-c1cd-45ec-ae4b-6b62601943e0 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.945526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d110b3f6-1676-45ff-8d6c-746c7a92bf90 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.936262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 633de58f-6c1c-4f95-915b-d30ce0c9cfb2 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:04.612482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d24c8cb-67b3-43c4-be37-5b771c5c83ca · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.920157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b3afe7b4-724d-4883-8360-3e0fdc1df61b · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.910251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7703f074-f822-410b-a9b7-862b3f9534ad · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.899744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f0a0d6d4-e031-4ba4-b208-2ca1b0b588c9 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.889207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 81a6aabc-6379-402a-a93e-81cd223af67a · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.209220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a866b72-bce7-4f63-9db8-37659f0b8926 · outbound

This paper cites Deep Conversational Recommender in Travel.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Deep Conversational Recommender in Travel

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.345573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 546fa951-d8e9-4223-8f59-e45160349a96 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.404067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa5e9cbc-b6b6-4927-b946-2ed35f95def1 · outbound

This paper cites We Need Structured Output.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems We Need Structured Output

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:57:05.863280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6175dac7-2709-4b98-84ce-c26ccd77c376 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.852282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 257230e3-cf65-4bc8-85de-817bd4b47bcf · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.841279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ecc29460-0768-4b7f-848b-c003a4147b4f · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.830474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 584d0c41-b141-4fb5-b704-425ccf39aeee · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.820612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation adf7f223-ca7f-4ede-abbe-39ec4413b55e · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.811490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f93fd3b4-776c-48c3-8332-1f9969c38b65 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.800493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3810b472-1cea-4ae0-a3e1-21781b4fbc39 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.790519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7221d418-5400-4af4-ac5e-602f4cd1a251 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.431800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6715bf0-9a5c-4b29-83b2-15ff5bc575dc · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.773687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 546dce2f-c70a-40ce-b00c-15cc4635acca · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.764850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e6d807c3-8211-445a-885e-cd7bd336aafb · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.756275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 82f559f5-29fb-4223-aab2-5aa764618bab · outbound

This paper cites Generative Verifiers: Reward Modeling as Next-Token Prediction.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Generative Verifiers: Reward Modeling as Next-Token Prediction

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.442484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72209d39-c8ad-436e-a3a5-762d281912c2 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.747090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 82a7ae9a-18bd-4bd7-bc48-72566d9cadc1 · outbound

This paper cites A Survey on the Memory Mechanism of Large Language Model based Agents.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems A Survey on the Memory Mechanism of Large Language Model based Agents

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.449387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a325014c-7baa-491c-9dbc-5865d2726cb0 · outbound

This paper cites MemSim: A Bayesian Simulator for Evaluating Memory of LLM-based Personal Assistants.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems MemSim: A Bayesian Simulator for Evaluating Memory of LLM-based Personal Assistants

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.452276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d88c2c8-ec16-4090-9984-767065b5fedf · outbound

This paper cites A Survey of Large Language Models.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems A Survey of Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.455672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4625076e-3be3-4389-99f7-d84da6e4e575 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Xing, Hao Zhang, Joseph E

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:57:05.738609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7e4a91ae-8991-4b47-a0e1-9308aca85e3e · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.729260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 61cddc6a-9ee4-4415-a2a4-74f8f0b43d2a · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.720909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b4cfce8c-e134-4db8-a20d-f0e4aec05ec2 · outbound

This paper cites A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T22:57:05.469441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2d0d889-9564-4477-bb75-4cd052bc8a81 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.711438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d73175b5-2ff8-42d5-abca-38f489c83fef · outbound

This paper cites In Proceedings of the 1st Workshop on Deep Learning for Recommender Systems.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems In Proceedings of the 1st Workshop on Deep Learning for Recommender Systems

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:57:06.012619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e18ca0db-d7cd-4547-b033-a8d0680791d8 · outbound

This paper cites ACM Trans.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems ACM Trans

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:57:06.027757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dd907983-0d55-4940-9ae6-29ddf8e2e308 · outbound

This paper cites an unresolved cited work.

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:57:05.975911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.