Paper Citation Record · LEDGER

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews

As of 21 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2504.13993.

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

pith.paper-citation-record.v1
2504.13993 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:05:19.641588Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

31 of 31 outbound references displayed

verified exact1
verified fuzzy21
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4766ee3e-aebb-45cb-9cca-e176070e4b11 · outbound

This paper cites PaLM 2 Technical Report.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews PaLM 2 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.503590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a592711-a094-4e70-96ac-9041c8324f74 · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Graph of thoughts: Solving elaborate problems with large language models

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:20.123292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 781c8f98-57d4-4692-a1f6-6eefa0c1e653 · outbound

This paper cites Walmart.com.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Walmart.com

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:20.108576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eadae1d7-25d9-4d06-8c5f-4963c23a5d49 · outbound

This paper cites Yake! keyword extraction from single documents using multiple local features.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Yake! keyword extraction from single documents using multiple local features

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:20.093529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1f946053-6c33-4915-a54e-5d2fb928e115 · outbound

This paper cites Complementing human effort in online reviews: A deep learning approach to automatic content generation and review synthesis.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Complementing human effort in online reviews: A deep learning approach to automatic content generation and review synthesis

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:20.078930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 148fe247-26c9-4a6d-b98c-8aa92bdfcc2f · outbound

This paper cites Evaluation of Text Generation: A Survey.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Evaluation of Text Generation: A Survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.530785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1e7f9ea-5570-4273-a569-a6f9c8e129ca · outbound

This paper cites Attribute sentiment scoring with online text reviews: Accounting for language structure and missing attributes.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Attribute sentiment scoring with online text reviews: Accounting for language structure and missing attributes

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:20.064322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bddccf86-040f-45ce-a0a9-70048a90c793 · outbound

This paper cites Channels of impact: User reviews when quality is dynamic and managers respond.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Channels of impact: User reviews when quality is dynamic and managers respond

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:20.049799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c5ed5a96-142e-4daf-b4bc-51dbffbb8f86 · outbound

This paper cites The effects of online user reviews on movie box office performance: Accounting for sequential rollout and aggregation across local markets.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews The effects of online user reviews on movie box office performance: Accounting for sequential rollout and aggregation across local markets

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:20.034594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2ceb616f-a726-4d21-80ce-db6d2bda0b7a · outbound

This paper cites Palm: Scaling language modeling with pathways.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Palm: Scaling language modeling with pathways

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.548773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 575c7492-18b7-4d9d-8dab-3bacf295b0d3 · outbound

This paper cites Auto- matic generation of natural language explanations.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Auto- matic generation of natural language explanations

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:20.007975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a9735d02-ede4-48ad-bac9-de6d23fba9b5 · outbound

This paper cites Prompt engineering for chatgpt: a quick guide to techniques, tips, and best practices.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Prompt engineering for chatgpt: a quick guide to techniques, tips, and best practices

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.991708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4d13f3ae-9c7c-4d4a-af92-9b4c7e7aebe3 · outbound

This paper cites Automatic generation of product-image sequence in e-commerce.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Automatic generation of product-image sequence in e-commerce

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.975704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6f9bd7fa-01e4-4327-a09e-9eed477eed72 · outbound

This paper cites Conditional text generation for harmonious human- machine interaction.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Conditional text generation for harmonious human- machine interaction

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.959630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3872ac65-78f9-4807-b077-22b77c85c5e3 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews LoRA: Low-Rank Adaptation of Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.570383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1277ffa-0470-4fec-902a-51f50fe9c95a · outbound

This paper cites Proceedings of the 57th annual meeting of the association for computational linguistics.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Proceedings of the 57th annual meeting of the association for computational linguistics

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.943945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 46360d61-b118-4066-ac8d-c24bdf20be66 · outbound

This paper cites Evaluating the output of machine translation systems.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Evaluating the output of machine translation systems

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.929056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 279cf7a6-75cd-44ba-ab51-aae98c142f07 · outbound

This paper cites TimeLMs: Diachronic Language Models from Twitter.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews TimeLMs: Diachronic Language Models from Twitter

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.583559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6d3c5e5-1984-4564-b447-a33fc4fed2b4 · outbound

This paper cites More than words: The influence of affective content and linguistic style matches in online reviews on conversion rates.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews More than words: The influence of affective content and linguistic style matches in online reviews on conversion rates

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.913704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1e1926e3-814b-4422-8272-c8085da4bbe9 · outbound

This paper cites Peft: State-of-the-art parameter- efficient fine-tuning methods.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Peft: State-of-the-art parameter- efficient fine-tuning methods

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.592777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7a38a23-85ce-4547-b8b4-b0229046a1f2 · outbound

This paper cites Federal trade commission announces final rule banning fake reviews and testimonials.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Federal trade commission announces final rule banning fake reviews and testimonials

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.889595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 596cbbad-e958-444a-884c-cc502240ccec · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Bleu: a method for automatic evaluation of machine translation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.601470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcae1b46-65ca-40f1-af53-54e3402b06fb · outbound

This paper cites Efficiency of automatic text generators for online review content gener- ation.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Efficiency of automatic text generators for online review content gener- ation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.864624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8e6450c8-252d-4865-8a26-86c0e6f2964c · outbound

This paper cites A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-16T12:05:19.713490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d668ee45-5dc7-4f49-ab3d-29d2ead1f03a · outbound

This paper cites PAE: LLM-based Product Attribute Extraction for E-Commerce Fashion Trends.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews PAE: LLM-based Product Attribute Extraction for E-Commerce Fashion Trends

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.614898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f680efef-9c1d-43d4-89c8-9ef6098af2ee · outbound

This paper cites Automatic generation of review content in specific domain of social network based on rnn.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Automatic generation of review content in specific domain of social network based on rnn

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.847777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 25301e08-a503-42a8-a43f-244a0660b79b · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:05:19.623797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c1f5cad-0dd9-46f4-ac9d-b1cdea6a94a7 · outbound

This paper cites Text generation and recall by high-knowledge and low-knowledge individuals.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Text generation and recall by high-knowledge and low-knowledge individuals

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.833111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 450a6d51-fc26-447e-88d6-d96eef7a2a27 · outbound

This paper cites Personalized showcases: Generating multi-modal explanations for rec- ommendations.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Personalized showcases: Generating multi-modal explanations for rec- ommendations

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.818589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7b47ee4f-353e-4142-8495-4bf052ed5b89 · outbound

This paper cites Towards automatic generation of product reviews from aspect-sentiment scores.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Towards automatic generation of product reviews from aspect-sentiment scores

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.803330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation edaaf299-98fd-4e14-8450-a362cf35f8bc · outbound

This paper cites Review response generation in e-commerce platforms with external product information.

CPR: Leveraging LLMs for Topic and Phrase Suggestion to Facilitate Comprehensive Product Reviews Review response generation in e-commerce platforms with external product information

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:05:19.788358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.