Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:22:24.619760Z
Paper Citation Record · LEDGER
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach
As of 18 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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
- metadata mismatch0
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:22.175671Z
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
This paper cites DeepSeek-V3 Technical Report.
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:22.738185Z
Source-reported events for the cited work
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
Reference 23
- Resolution
- verified exact
- doi, observed 2026-08-07T14:22:26.662676Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:23.027869Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50f52fca-2374-4dc7-a9d4-ee12ed26264a · outbound
This paper cites Mamani-Coaquira and E.
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Mamani-Coaquira and E
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:23.067196Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14fdb993-934f-4f3f-b332-2d4fb8a020b6 · outbound
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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:23.342861Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdd29727-1d88-4cd4-8f73-8556fc15b5e3 · outbound
This paper cites an unresolved cited work.
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.
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
This paper cites Dual Food Quality Project.
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Dual Food Quality Project
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T14:22:29.843996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9d6827e5-08e0-4441-ae7d-f4452e9b1302 · outbound
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 2026-08-18T06:34:40.430872+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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T14:22:29.708720Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fbfcf097-954d-4d6b-a474-5cdb1c35ae79 · outbound
This paper cites Efficient Few-Shot Learning Without Prompts.
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Efficient Few-Shot Learning Without Prompts
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:24.068661Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4275e7d-c59b-41d8-a8c4-e3fdc91835d4 · outbound
This paper cites an unresolved cited work.
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work
Reference 41
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T14:22:28.586519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d8730510-13fb-4eb4-aacd-d542b66a3ab1 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 684ecd10-a46d-4dde-b721-d9d5e40a88e3 · outbound
This paper cites an unresolved cited work.
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work
Reference 43
- Resolution
- verified exact
- doi, observed 2026-08-07T14:22:24.997971Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
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
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:24.326186Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9c310c3-7f5a-4748-9792-a174b0ceebad · outbound
This paper cites an unresolved cited work.
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Unresolved cited work
Reference 45
- Resolution
- verified exact
- doi, observed 2026-08-07T14:22:24.859039Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9a87b5f7-48fb-49d5-98be-9cfa1f1d94f1 · outbound
This paper cites online" 'onlinestring :=.
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach online" 'onlinestring :=
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:24.537152Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9eaa6cbd-b7ee-4e10-9fe9-dc43a49e10e7 · outbound
This paper cites write newline.
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach write newline
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:22:24.619760Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.