Paper Citation Record · LEDGER

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach

As of 10 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2505.19254.

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

pith.paper-citation-record.v1
2505.19254 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:22:24.619760Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

47 of 47 outbound references displayed

verified exact19
verified fuzzy2
unresolved26
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f3652308-7d5b-4c91-a1d9-dd8b7cb01062 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 1

Resolution: verified exact; doi, observed 2026-08-07T14:22:28.242516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b8c08ec4-a9d0-4d37-9229-97c0ce545c11 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 2

Resolution: verified exact; raw_fallback, observed 2026-08-07T14:22:29.529257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f506d7f4-7f6e-4b80-8683-7e885b2e6b87 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 3

Resolution: verified exact; doi, observed 2026-08-07T14:22:27.965845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 43ef4ca5-cda8-42b6-9b00-fde69248df4f · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-07T14:22:27.867988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 07962d77-89f3-46d9-8308-7f0c99669f85 · outbound

This paper cites Bartková and L.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Bartková and L

Reference 5

Resolution: verified exact; doi, observed 2026-08-07T14:22:27.693776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b58cb52c-3b2a-42d7-ab98-7a05500ef690 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-07T14:22:27.114509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 75bd2c0d-6d6c-4097-bcc8-b77f0a45fa75 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:22:31.004682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d094af7f-4dd9-474e-8104-940e13e00351 · outbound

This paper cites Botunac, M.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Botunac, M

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:21.802265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93eb4a67-a13e-4e1b-95f6-b943ac1953e1 · outbound

This paper cites Dual Quality of Food Products.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Dual Quality of Food Products

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:22:30.884314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 53bec54f-e3d6-4dce-aa0a-81bb03372fe4 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:22:30.750793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3735466-7f36-42d3-8270-97ecc6fa7925 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:22.031479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f59beca-885b-4ac1-9c39-434073751703 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:22:30.641178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3c3568ac-c536-45b1-b74f-383cfe2e7c7e · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:22:30.537369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb10565a-1acf-4bcd-86d9-b5fd1a869847 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74a10ef1-a68b-4007-bfef-8db2d98116f2 · outbound

This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:22.266870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd5edfa9-d709-4115-9a1a-f025463e1f20 · outbound

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach DeepSeek-V3 Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:22.357568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93bf396e-3a74-4794-8d5c-46cb83feb334 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:22.403446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 946df288-a767-4d44-b341-adb0f2275815 · outbound

This paper cites The better enforcement and modernisation of Union consumer protection rules.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach The better enforcement and modernisation of Union consumer protection rules

Reference 18

Resolution: verified exact; raw_fallback, observed 2026-08-07T14:22:29.213729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0a19c322-b4e1-44fb-9664-9289474b3ce2 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:22:30.361546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 51a98523-7956-4d55-8504-386a0c314c2d · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:22:30.255663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 740690a0-986b-4c87-8e3c-bad6a1dcb65a · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:22:30.121630Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 39dc3fae-ed7e-4e6e-80a5-cd4629e7446e · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 22

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Unavailable: canonical work link unavailable.

Observation 292852e7-90b5-4678-a193-7ba2e8e5f152 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

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Resolution: verified exact; doi, observed 2026-08-07T14:22:26.662676Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95b61510-93fe-44d2-8b23-30554b0bc55e · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-07T14:22:26.554768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 75c9a547-d3ee-46a5-9790-b0e568ddbd4b · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 25

Resolution: verified exact; doi, observed 2026-08-07T14:22:26.323729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3ac6b011-47da-4058-8ffa-1d236df2024a · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50f52fca-2374-4dc7-a9d4-ee12ed26264a · outbound

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Mamani-Coaquira and E

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:22:30.008897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7dfe8a56-2c24-49fe-be48-7eb64e42c87b · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 29

Resolution: verified exact; doi, observed 2026-08-07T14:22:26.106318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 014c0bde-055a-4045-9f1e-8fbe94207edb · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-07T14:22:25.962810Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3373007d-7345-4039-82f2-0c652a59f07e · outbound

This paper cites GPT-4 Technical Report.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach GPT-4 Technical Report

Reference 31

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Unavailable: canonical work link unavailable.

Observation cdd29727-1d88-4cd4-8f73-8556fc15b5e3 · outbound

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 32

Resolution: verified exact; doi, observed 2026-08-07T14:22:25.689093Z

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Observation 143160ab-e29f-45bb-adc7-f042bc07b74a · outbound

This paper cites PL-MTEB: Polish Massive Text Embedding Benchmark.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach PL-MTEB: Polish Massive Text Embedding Benchmark

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:23.534850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdc37096-45c2-46f4-ad74-5378e7629b33 · outbound

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:23.633534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aa7c5de-f8c3-45ef-bee6-acafb2d767b6 · outbound

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Dual Food Quality Project

Reference 35

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This paper cites Satjathanakul and T.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Satjathanakul and T

Reference 36

Resolution: verified exact; doi, observed 2026-08-07T14:22:25.532965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3fb12d93-80ce-416f-ab64-0d389304f7ee · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 37

Resolution: verified exact; doi, observed 2026-08-07T14:22:25.333160Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92b1415b-fe7c-4546-9eec-7cae3ae1616a · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 38

Resolution: verified exact; doi, observed 2026-08-07T14:22:25.204263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2c1c3ae7-62d9-4cbc-9a9b-0536b3f28448 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Efficient Few-Shot Learning Without Prompts

Reference 40

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Observation e4275e7d-c59b-41d8-a8c4-e3fdc91835d4 · outbound

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 41

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This paper cites Multilingual E5 Text Embeddings: A Technical Report.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Multilingual E5 Text Embeddings: A Technical Report

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:22:24.174989Z

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

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Observation 1815f8b9-f651-4094-9277-19df831aee96 · outbound

This paper cites an unresolved cited work.

Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

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Unavailable: canonical work link unavailable.

Observation d9c310c3-7f5a-4748-9792-a174b0ceebad · outbound

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work

Reference 45

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9a87b5f7-48fb-49d5-98be-9cfa1f1d94f1 · outbound

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach online" 'onlinestring :=

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Unveiling Dual Quality in Product Reviews: An NLP-Based Approach write newline

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.