Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:55:29.682268Z
Paper Citation Record · LEDGER
QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering
As of 8 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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.
Pith citing papers
No inbound Pith citation observations are available.