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Paper Citation Record · LEDGER

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering

As of 10 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2506.04020.

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

pith.paper-citation-record.v1
2506.04020 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:55:29.682268Z

measured 12 of 12 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

12 of 12 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 60a2cd43-94e1-48b9-8c46-31a2677e9d6c · outbound

This paper cites an unresolved cited work.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:29.877540Z

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.

source=pdf_text observed=2026-08-07T10:55:29.644588Z digest=sha256:dfe0d2fbccfaf24ca19eb987bad6051d53c2077287a6ce6d7df079d4ecd77858

Observation deb358e7-3b6e-4881-a794-0e30205ac22b · outbound

This paper cites good" or “bad.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering good" or “bad

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:55:29.887788Z

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.

source=pdf_text observed=2026-08-07T10:55:29.641095Z digest=sha256:fa4eb322201af7a68117920a030bf6e02f55417eb4f0637c1a096fcb311927fc

Observation 5f4c37b3-4241-4f1c-af2f-5cfb7f8ab844 · outbound

This paper cites an unresolved cited work.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:29.813726Z

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.

source=pdf_text observed=2026-08-07T10:55:29.665797Z digest=sha256:b8a21e7dd2578ed6537ca7199fbd890184e8ca3af79c3633a72e9d1896f702a5

Observation 0ac4da4c-13c4-4936-b3f7-c4bedbfc2156 · outbound

This paper cites Scenario-based.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Scenario-based

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:55:29.867609Z

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.

source=pdf_text observed=2026-08-07T10:55:29.647880Z digest=sha256:4314b50fb109bf26da088180cfcd66378cb3a690054c14e0e925c860a6f647bc

Observation 6e5e241b-3280-46bc-89a9-13e4adeb4835 · outbound

This paper cites an unresolved cited work.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:29.857492Z

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.

source=pdf_text observed=2026-08-07T10:55:29.651830Z digest=sha256:c6885d72329ce7cabcbfd31054bdd2f9e131f52efd586ae5c5d6c5c21b4b94e2

Observation 9664a97e-dc9d-496c-9b37-26fb0ad2069e · outbound

This paper cites Below are some few−shot examples: Questions: Can I use these for running/working out? Do they handle sweat? Answers: ['I have seen other people using these for running/working out.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Below are some few−shot examples: Questions: Can I use these for running/working out? Do they handle sweat? Answers: ['I have seen other people using these for running/working out

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:55:29.846112Z

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.

source=pdf_text observed=2026-08-07T10:55:29.655364Z digest=sha256:b91deeb4c98e325e5ed639f62c53603d57957b901cda01019250004e9ad732cd

Observation d258cdae-4341-4521-bc5c-ebd4ff8be109 · outbound

This paper cites Listing 5: Zero-shot prompt for G-EVALredundancy evaluation of generated KPs, supportingRDcalculation.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Listing 5: Zero-shot prompt for G-EVALredundancy evaluation of generated KPs, supportingRDcalculation

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:55:29.803773Z

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.

source=pdf_text observed=2026-08-07T10:55:29.669384Z digest=sha256:8d8d505254eed96cca77e4751b889b035a355043133fc3ddf3be440f3637996a

Observation cd3a2a37-2596-4433-b5b0-6a4c0de03de5 · outbound

This paper cites an unresolved cited work.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:29.834490Z

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.

source=pdf_text observed=2026-08-07T10:55:29.672678Z digest=sha256:0b848278e2f1cb56b070c0633624c7516768978313aff32199ecf5370893600e

Observation 60f612ce-e077-4b98-8bfa-741a94ae5d36 · outbound

This paper cites an unresolved cited work.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:29.824167Z

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.

source=pdf_text observed=2026-08-07T10:55:29.675816Z digest=sha256:cc689dcb7897bb03de6bee83aaf1842488fc6b15b57e0896a2d4f624b2bee676

Observation 384cc43e-e2b0-4a9e-b060-5504d80a7eaa · outbound

This paper cites an unresolved cited work.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:29.792707Z

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.

source=pdf_text observed=2026-08-07T10:55:29.679058Z digest=sha256:1bbfd54b66ffe10be93fe1290746a94c2ac9a50f512459d8c3ee3cc341c4cce5

Observation 9eac9244-e68d-479e-bceb-de46619712d3 · outbound

This paper cites I came for a company event.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering I came for a company event

Reference 14

Resolution
verified exact
raw_fallback, observed 2026-08-07T10:55:29.771635Z

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.

source=pdf_text observed=2026-08-07T10:55:29.682268Z digest=sha256:c520dd1c0e62c9a6bcf4a24868cb4629441163680976d8e89c89ad3b8aae0bb0

Observation a5f5b3cf-ec73-4edb-af90-aba0e00b7efe · outbound

This paper cites AmazonQA: A Review-Based Question Answering Task.

QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering AmazonQA: A Review-Based Question Answering Task

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:29.636399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:29.636399Z digest=sha256:7bcf02d3b7f47ac41a9a7a02269bbae01285da7323d80cfd472fca756b6fa248

Pith citing papers

No inbound Pith citation observations are available.