Paper Citation Record · LEDGER

Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2405.05562.

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

pith.paper-citation-record.v1
2405.05562 v3

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 2026-08-22T06:32:14.747728+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:07:58.085336Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 2e08b86f-a51a-41eb-a007-8a05c8ebdb14 · inbound

Reason4Rec: Deliberative User Preference Alignment of Large Language Models for Recommendation cites this paper.

Reason4Rec: Deliberative User Preference Alignment of Large Language Models for Recommendation Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T13:33:57.571559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ba020ff-f345-4197-9a04-d1c0964bf0d1 · inbound

A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms cites this paper.

A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T11:07:58.085336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca52d608-68cd-489a-bf77-16e02e37b693 · inbound

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective cites this paper.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:56.439807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems cites this paper.

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 65854a04-e1a4-452f-97e5-a254683bf485 · inbound

ELIXIR: Efficient and LIghtweight model for eXplaIning Recommendations cites this paper.

ELIXIR: Efficient and LIghtweight model for eXplaIning Recommendations Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:51:17.781417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 880d358f-7aa1-4622-a664-9a86f4615394 · inbound

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs cites this paper.

Learning to Shop Like Humans: A Review-driven Retrieval-Augmented Recommendation Framework with LLMs Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:27:24.714423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.