Paper Citation Record · LEDGER

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

As of 23 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2505.03828.

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

pith.paper-citation-record.v1
2505.03828 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:09:56.466926Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

25 of 25 outbound references displayed

verified exact5
verified fuzzy8
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b9504d3-d1d9-4b37-b80b-9e349aca4eec · outbound

This paper cites XAI meets LLMs: A Survey of the Relation between Explainable AI and Large Language Models.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective XAI meets LLMs: A Survey of the Relation between Explainable AI and Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:56.296507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a568e93b-32ec-485e-a645-a4d5eb0dc1ad · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 2

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T04:09:56.943877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f1860c92-a5ad-4273-80b7-5b78ffff2fa2 · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:56.305192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ebd28fe-19e6-4df9-8712-8219da14d63a · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 4

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T04:09:56.829506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8c3150d4-b4b3-4b78-a687-a92c6c9c1899 · outbound

This paper cites and Yeom, S.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective and Yeom, S

Reference 5

Resolution: verified exact; doi, observed 2026-08-16T04:09:56.555049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d0708215-7d3f-42c9-9ffb-eec67bc1c4f0 · outbound

This paper cites good”, “bad.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective good”, “bad

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:09:57.014849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 499b0a0a-ebb9-4427-9176-c64fa86a9da3 · outbound

This paper cites (2023) Large-Scale Amazon Reviews dataset, collected in 2023 by McAuley Lab, Amazon Reviews’23.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective (2023) Large-Scale Amazon Reviews dataset, collected in 2023 by McAuley Lab, Amazon Reviews’23

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:09:57.003670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f576b6a3-3942-4af0-a8ba-8f801790cd28 · outbound

This paper cites Builds a movie knowledge graph (MAKG) and filters entities by sentiment scores (using a sentiment lexicon and prompt- based analysis) to inform recommendations.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Builds a movie knowledge graph (MAKG) and filters entities by sentiment scores (using a sentiment lexicon and prompt- based analysis) to inform recommendations

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:09:57.035078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1ff001ae-edff-490d-8002-c0b78cb255ed · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 9

Resolution: verified exact; doi, observed 2026-08-16T04:09:56.522858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 04f307f1-001b-44ff-9a34-71fd70bc7950 · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 10

Resolution: verified exact; doi, observed 2026-08-16T04:09:56.543891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bea0b1a7-2449-4aa1-99fe-bc4108046df9 · outbound

This paper cites Available at: https://www.cs.cmu.edu/~jiweil/html/hotel-review.html.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Available at: https://www.cs.cmu.edu/~jiweil/html/hotel-review.html

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:09:56.993377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c5437fdd-3979-452d-9e56-f2c4bcb726d2 · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 12

Resolution: verified exact; doi, observed 2026-08-16T04:09:56.534332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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

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

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 68b1ba60-db2b-4723-ae82-9a8fe5a86f6d · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 14

Resolution: verified exact; raw_fallback, observed 2026-08-16T04:09:56.762415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d5fd9953-0bfb-4957-b7dc-d468dd086c60 · outbound

This paper cites (2025) ‘On explaining recommendations with large language models: A Review’, Frontiers in Big Data, 7.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective (2025) ‘On explaining recommendations with large language models: A Review’, Frontiers in Big Data, 7

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:56.446435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5902314c-43f4-45e5-9e31-995936e570e8 · outbound

This paper cites Available at: https://recbole.io/dataset_list.html.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Available at: https://recbole.io/dataset_list.html

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:09:56.983054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6cd74a96-d772-418d-80fb-2dfbad0d3772 · outbound

This paper cites and Zhou, D.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective and Zhou, D

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:56.453364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07d76214-8214-47b2-829f-7bb4d3e976fc · outbound

This paper cites One of the first GNN -based recommenders to include sentiment.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective One of the first GNN -based recommenders to include sentiment

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:09:57.044588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 32ec575a-3395-4420-b30d-daf54e3e1533 · outbound

This paper cites Available at: https://paperswithcode.com/dataset/yelp (Accessed: May 2024).

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Available at: https://paperswithcode.com/dataset/yelp (Accessed: May 2024)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:09:56.973356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 09909d06-36f2-4678-ac1b-9ab4944a5cc5 · outbound

This paper cites The LLM performs sentiment analysis on user reviews and generates interactive recommendation explanations.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective The LLM performs sentiment analysis on user reviews and generates interactive recommendation explanations

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T04:09:57.024839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d12bbbc9-f757-4e54-88ec-283314b6b76a · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:56.450145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 092be90d-1161-4acd-9ef2-4f3e20e143be · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:09:56.962876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 87336540-1d0b-4ef5-bcd1-69041d1c2573 · outbound

This paper cites and Zukerman, I.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective and Zukerman, I

Reference 24

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T04:09:56.616549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ba8d45ab-3d0e-457d-ba7b-09e72caba67b · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:56.466926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8767e778-b8e1-44fe-95a6-a4a4965de5f0 · outbound

This paper cites an unresolved cited work.

Sentiment-Aware Recommendation Systems in E-Commerce: A Review from a Natural Language Processing Perspective Unresolved cited work

Reference 669

Resolution: unresolved; no resolver link, observed 2026-08-16T04:09:56.459834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.