Paper Citation Record · LEDGER

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User

As of 20 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2504.20458.

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

pith.paper-citation-record.v1
2504.20458 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:33:36.600867Z

measured 45 of 45 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

45 of 45 outbound references displayed

verified exact0
verified fuzzy1
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cd86946a-1de2-4ff3-bae3-32b425cac6e1 · outbound

This paper cites Phi-4 Technical Report.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Phi-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:35.750374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a598c2a5-4c4c-412c-8ab0-18c039d7bbb1 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:38.121744Z

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 fc0c647d-d6bd-4f75-8730-65953451e8e4 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:38.106566Z

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 8e258169-243f-4260-a6f9-29f63461bed2 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:35.924666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8113408b-c1e1-450d-968f-8bf85f2209b3 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:38.081504Z

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 bba63bf1-066c-4db0-a07b-12e6a4ae5bb5 · outbound

This paper cites Training Deep Nets with Sublinear Memory Cost.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Training Deep Nets with Sublinear Memory Cost

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.036450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d139f277-9cd2-4abc-97e5-59b92ee3f623 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Training Verifiers to Solve Math Word Problems

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.081074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b3342c1-880f-4ac6-9858-bc9ecd910694 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:38.043375Z

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 012a2f6b-c70c-4321-871a-b470eab20533 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.905272Z

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 f8aaffb7-f472-4fe8-9fb5-7014e91321bb · outbound

This paper cites The Llama 3 Herd of Models.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User The Llama 3 Herd of Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.097051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ab7d710-8000-42b1-9a64-81a22fb01e71 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.101901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c0e4b6f-f3f4-4cd3-8474-4788d69e6f9d · outbound

This paper cites INSPIRED: Toward Sociable Recommendation Dialog Systems.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User INSPIRED: Toward Sociable Recommendation Dialog Systems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.106320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d776d347-37db-4be2-8423-805efbf8b1ef · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.112082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58dcf5c7-7ee4-46d2-a14e-d51056ef56b2 · outbound

This paper cites Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.116233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa15279-f5c8-49ce-a4d1-ade7647a4b83 · outbound

This paper cites Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.120835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f841bd2-7bf7-48bf-9f06-f5c1254f0a1d · outbound

This paper cites GPT-4o System Card.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User GPT-4o System Card

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.125294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 489ef2d6-4563-4b4c-a2c0-c4e973b14d9e · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.130627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1533d72-21b9-465e-a704-66f154c9eed8 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.786864Z

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 eb3143f0-95b2-4a92-849c-4ff786d57ea1 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.138748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba67f970-a04a-42b3-a72f-22f06a32b477 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.143524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c1676b2-4f4c-4ea5-bd11-83fdd28d1706 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.147905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e6f5770-c697-457c-8e1e-015764cb0b0c · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.151871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4646b52-78c9-4933-924a-b2fc58ca8ade · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.155872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 558f1687-c261-4f7c-bbfc-4c72fb55e45a · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.732953Z

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 01abc9a1-f202-4ff8-9a6f-e6bbca9e22a8 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.717197Z

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 ed67bec8-1b17-4004-a77f-597bd1af184b · outbound

This paper cites Generative Reward Models.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Generative Reward Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.168637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cd4d5e5-b081-4d50-89ee-cfa58fd40063 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.579528Z

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 e44c75a8-7670-4cbe-9e1d-28e998ffe35d · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.194197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd621055-0518-415a-8b94-9374b4c64df7 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.323543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed3c7d1c-7fc4-4deb-8b5e-812d01b4e12a · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.379584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a5ff17a-61df-4e29-8443-7fa8307ade27 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.421201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23fdf898-98dc-474e-bb53-334081a6e782 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.414242Z

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 d72e1aa2-7f84-4137-8cf2-36d356e5fb4b · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.398854Z

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 05aa6d69-f2d9-4675-ae13-6780394f3226 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.383626Z

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 cb8c8327-1c13-4a38-bc24-0477216057d7 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.368630Z

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 a1a7ab38-9206-4370-a84d-71578d4b8e5e · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.351985Z

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 74be0bcc-8e43-4c48-b85c-43c7f4bb8fb6 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.335018Z

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 75fe318f-86e3-4d5e-ab9b-80d5afe15649 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.318265Z

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 d981c7f8-bd3c-416a-90f5-ab891c0d218b · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.577799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8275866-2df3-4c14-8eee-ac870e53a81c · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.254694Z

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 d77066fa-b2f2-48ae-addf-17c4c94aea99 · outbound

This paper cites A Survey of Large Language Models.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User A Survey of Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.586396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8acedb5c-5c41-4fa2-962e-fa513dcdf082 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.131578Z

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 8b0519ce-a2fd-4df8-bfc2-2c48239e93e1 · outbound

This paper cites an unresolved cited work.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-16T05:33:37.064449Z

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 b6732372-4b05-42af-b610-ef2dfcdbcc47 · outbound

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

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T05:33:36.600867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d52ba4a-ab26-40da-aef0-00a68d414e21 · outbound

This paper cites In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing.

Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:33:37.430158Z

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.