Paper Citation Record · LEDGER

A Literature Review on Simulation in Conversational Recommender Systems

As of 19 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2506.20291.

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

pith.paper-citation-record.v1
2506.20291 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:54:40.738939Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

30 of 30 outbound references displayed

verified exact8
verified fuzzy4
unresolved11
parse uncertain0
malformed identifier7
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e95caff0-705b-4233-a690-a433e2980652 · outbound

This paper cites Evaluating large language models as generative user simulators for conversational recommendation.

A Literature Review on Simulation in Conversational Recommender Systems Evaluating large language models as generative user simulators for conversational recommendation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:38.699451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c7e5326-02b9-4ed8-bbb7-996ca1dc6a68 · outbound

This paper cites Rethinking the evaluation for conversational recommendation in the era of large language models.

A Literature Review on Simulation in Conversational Recommender Systems Rethinking the evaluation for conversational recommendation in the era of large language models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:38.772829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fca0fbd9-27bd-41bb-87c3-978ba69bed2a · outbound

This paper cites LLM-REDIAL: A large- scale dataset for conversational recommender systems created from user behaviors with LLMs.

A Literature Review on Simulation in Conversational Recommender Systems LLM-REDIAL: A large- scale dataset for conversational recommender systems created from user behaviors with LLMs

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:43.298216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d2c975c5-bacd-4c20-9150-2a5a24f6a93b · outbound

This paper cites Advances and challenges in conversational recommender systems: A survey.

A Literature Review on Simulation in Conversational Recommender Systems Advances and challenges in conversational recommender systems: A survey

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-06T22:54:38.945685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb8029f1-481a-465f-9a87-7dfeef43b4b7 · outbound

This paper cites Evaluating conversational recommender systems.

A Literature Review on Simulation in Conversational Recommender Systems Evaluating conversational recommender systems

Reference 5

Resolution: verified exact; doi, observed 2026-08-06T22:54:42.043720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1d3f8037-7bb3-4218-9126-8963669fbb19 · outbound

This paper cites Conversational recommender systems techniques, tools, acceptance, and adoption: A state of the art review.Expert Systems with Applications 2022; 203: 117539.

A Literature Review on Simulation in Conversational Recommender Systems Conversational recommender systems techniques, tools, acceptance, and adoption: A state of the art review.Expert Systems with Applications 2022; 203: 117539

Reference 6

Resolution: malformed identifier; no resolver link, observed 2026-08-06T22:54:39.084027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01a09ee0-6292-4c63-a313-8219938c55af · outbound

This paper cites Conversational recommenda- tion: A grand ai challenge.

A Literature Review on Simulation in Conversational Recommender Systems Conversational recommenda- tion: A grand ai challenge

Reference 7

Resolution: verified exact; doi, observed 2026-08-06T22:54:41.667624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 64602265-edf0-481f-b353-f4b0543a3076 · outbound

This paper cites User simulation for evaluating information access systems.

A Literature Review on Simulation in Conversational Recommender Systems User simulation for evaluating information access systems

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:39.269430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b43c6ba8-e249-436b-bbcc-b436ddd7066d · outbound

This paper cites Pearl: A review-driven persona-knowledge grounded conversational recommendation dataset.

A Literature Review on Simulation in Conversational Recommender Systems Pearl: A review-driven persona-knowledge grounded conversational recommendation dataset

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:43.288857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f19c4234-402b-4082-b43a-29f344b7368f · outbound

This paper cites Improving con- versational recommendation systems via counterfactual data simulation.

A Literature Review on Simulation in Conversational Recommender Systems Improving con- versational recommendation systems via counterfactual data simulation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:39.499302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74bc8cc6-64e2-44b1-8a0a-d9eb6e0ac941 · outbound

This paper cites Multi-interest multi- round conversational recommendation system with fuzzy feedback based user simulator.

A Literature Review on Simulation in Conversational Recommender Systems Multi-interest multi- round conversational recommendation system with fuzzy feedback based user simulator

Reference 11

Resolution: verified exact; doi, observed 2026-08-06T22:54:41.407517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f474b13f-29de-4b92-903e-f438755a6940 · outbound

This paper cites Evaluating conversational recommender systems via user simulation.

A Literature Review on Simulation in Conversational Recommender Systems Evaluating conversational recommender systems via user simulation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:39.640506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 473a4706-8dcf-4378-92ae-2107adbc767e · outbound

This paper cites Analyzing and sim- ulating user utterance reformulation in conversational recommender systems.

A Literature Review on Simulation in Conversational Recommender Systems Analyzing and sim- ulating user utterance reformulation in conversational recommender systems

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-06T22:54:39.726891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdd2f4b8-91d2-48cc-8c9c-370e2d6a5c71 · outbound

This paper cites Usersimcrs: A user simulation toolkit for evaluating conversational recommender systems.

A Literature Review on Simulation in Conversational Recommender Systems Usersimcrs: A user simulation toolkit for evaluating conversational recommender systems

Reference 14

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T22:54:42.741711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8e1cac4b-b44c-4e74-bae5-c257f0b892b3 · outbound

This paper cites Identifying breakdowns in conversational recommender systems using user simulation.

A Literature Review on Simulation in Conversational Recommender Systems Identifying breakdowns in conversational recommender systems using user simulation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:39.847761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cafe4057-8c41-4970-bbd9-2b15c00290f0 · outbound

This paper cites Linguistics- based dialogue simulations to evaluate argumentative conversational recommender systems.

A Literature Review on Simulation in Conversational Recommender Systems Linguistics- based dialogue simulations to evaluate argumentative conversational recommender systems

Reference 16

Resolution: verified exact; doi, observed 2026-08-06T22:54:41.216253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1548ecc7-7bba-48c9-83de-2a2c45af275b · outbound

This paper cites A llm-based controllable, scalable, human-involved user simulator framework for conversational recommender systems.

A Literature Review on Simulation in Conversational Recommender Systems A llm-based controllable, scalable, human-involved user simulator framework for conversational recommender systems

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:39.991518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 955e8b9b-29ee-424c-8e33-243f9557394f · outbound

This paper cites How reliable is your simulator? analysis on the limitations of current llm-based user simulators for conversational recommendation.

A Literature Review on Simulation in Conversational Recommender Systems How reliable is your simulator? analysis on the limitations of current llm-based user simulators for conversational recommendation

Reference 18

Resolution: malformed identifier; no resolver link, observed 2026-08-06T22:54:40.051113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bdbbd2c-7ad1-48d3-99b8-d43b70154367 · outbound

This paper cites Towards deep conversational recommendations.

A Literature Review on Simulation in Conversational Recommender Systems Towards deep conversational recommendations

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:43.279055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b3f71632-7622-4c0b-a72c-4a9b6eae7c7c · outbound

This paper cites Towards conversational search and recommendation: System ask, user respond.

A Literature Review on Simulation in Conversational Recommender Systems Towards conversational search and recommendation: System ask, user respond

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:40.165146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce771464-c43b-4747-8bd4-190e1d0f8eb8 · outbound

This paper cites An automatic procedure for generating datasets for conversational recommender systems.

A Literature Review on Simulation in Conversational Recommender Systems An automatic procedure for generating datasets for conversational recommender systems

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:54:43.269761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4ba8598d-8d51-47e6-8a57-84448925f861 · outbound

This paper cites Role play with large language models.

A Literature Review on Simulation in Conversational Recommender Systems Role play with large language models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:40.302778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c512987-9eaa-4d70-a968-5a31499338e4 · outbound

This paper cites Crs-que: A user-centric evaluation framework for conversational recommender systems.

A Literature Review on Simulation in Conversational Recommender Systems Crs-que: A user-centric evaluation framework for conversational recommender systems

Reference 23

Resolution: verified exact; doi, observed 2026-08-06T22:54:40.948193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c9c3bdfd-cb71-42df-a4c7-714d678a3702 · outbound

This paper cites Consumption and performance: Understanding longitudinal dynam- ics of recommender systems via an agent-based simu- lation framework.

A Literature Review on Simulation in Conversational Recommender Systems Consumption and performance: Understanding longitudinal dynam- ics of recommender systems via an agent-based simu- lation framework

Reference 24

Resolution: verified exact; raw_fallback, observed 2026-08-06T22:54:42.471056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ad25e804-71cf-4613-9ae4-993e68200490 · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

A Literature Review on Simulation in Conversational Recommender Systems Generative agents: Interactive simulacra of human behavior

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:40.465398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 646a4c13-dc7f-479a-83af-8fe5b9507e05 · outbound

This paper cites User behavior simulation with large language model-based agents.

A Literature Review on Simulation in Conversational Recommender Systems User behavior simulation with large language model-based agents

Reference 26

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T22:54:43.259560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 47cb7fc0-49b0-4d75-b98a-da99c7b8c75c · outbound

This paper cites Usimagent: Large language models for simulating search users.

A Literature Review on Simulation in Conversational Recommender Systems Usimagent: Large language models for simulating search users

Reference 27

Resolution: malformed identifier; no resolver link, observed 2026-08-06T22:54:40.583229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7eba20e-ca4c-4e36-9c87-a8f7b60d3855 · outbound

This paper cites How does search affect personalized recommendations and user behavior? evidence from llm-based synthetic data.

A Literature Review on Simulation in Conversational Recommender Systems How does search affect personalized recommendations and user behavior? evidence from llm-based synthetic data

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T22:54:40.650336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a6f252a-0053-4093-bb6f-24dae3a16fb1 · outbound

This paper cites Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles.

A Literature Review on Simulation in Conversational Recommender Systems Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:54:42.123779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3162589a-13df-44cc-8390-9f8cfbd53cf2 · outbound

This paper cites What Else Would I Like? A User Simulator using Alternatives for Improved Evaluation of Fashion Conversational Recommendation Systems.

A Literature Review on Simulation in Conversational Recommender Systems What Else Would I Like? A User Simulator using Alternatives for Improved Evaluation of Fashion Conversational Recommendation Systems

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:54:42.108062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.