Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T13:05:11.907398Z
Paper Citation Record · LEDGER
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews
As of 16 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2601.12024.
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 2026-08-16T06:30:59.297886+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
15 of 15 outbound references displayed
- verified exact1
- verified fuzzy9
- unresolved5
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 870c481d-cd7e-451d-9223-9629cb0860f9 · outbound
This paper cites X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T13:07:54.668119Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c8c73add-d364-4477-98d6-f3edbfe00d3c · outbound
This paper cites an unresolved cited work.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T13:07:54.954282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 915965aa-93a3-4cd9-8378-b5dd49144885 · outbound
This paper cites an unresolved cited work.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T13:07:54.965363Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a81992b9-8aa5-4923-b1fa-f053e476e1e8 · outbound
This paper cites an unresolved cited work.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T13:07:54.958522Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d18539e7-c06d-4261-80ce-b5bd01f1f941 · outbound
This paper cites issue ".
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews issue "
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.967519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 78311d8a-8354-40e3-bbd5-400aeaedfcf0 · outbound
This paper cites an unresolved cited work.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T13:07:54.960909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9adcabdd-8d2f-4dba-826a-8e37d70895fa · outbound
This paper cites This dimension distinguishes precise evidence-backed advice from generic cliches.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews This dimension distinguishes precise evidence-backed advice from generic cliches
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.971884Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0b8f09b2-e666-4edf-8b87-b4117ed13db9 · outbound
This paper cites High-scoring recommendations are easily executable with typical resources.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews High-scoring recommendations are easily executable with typical resources
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.976380Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 107e7f69-56b6-484b-908a-8e29b714e070 · outbound
This paper cites The scores reflect whether the effects are material and grounded in the identified issues.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews The scores reflect whether the effects are material and grounded in the identified issues
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.969807Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8150f42f-da8b-4414-9087-6e65e0771ed8 · outbound
This paper cites This dimension rewards fresh, review-informed leverage opportunities over Commonplace or Generic advice.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews This dimension rewards fresh, review-informed leverage opportunities over Commonplace or Generic advice
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.963387Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d4252304-a42d-4dda-9e05-452113fcb6f4 · outbound
This paper cites High scores indicate compact inte- gration of multiple signals rather than repeti- tive restatement of review content.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews High scores indicate compact inte- gration of multiple signals rather than repeti- tive restatement of review content
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.974110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f193e9a5-4fd4-4e9b-9211-4f76ff1ef165 · outbound
This paper cites The High-scoring recommendations are evidence-based and objective.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews The High-scoring recommendations are evidence-based and objective
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.956548Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2134c9a6-495d-48ea-8c56-b3fb8a3f5e05 · outbound
This paper cites B.3.2 Scoring Scale Each dimension uses a 5-point Likert scale (1-5) for initial rating, which is then linearly rescaled to a 0-100 range for better clarity.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews B.3.2 Scoring Scale Each dimension uses a 5-point Likert scale (1-5) for initial rating, which is then linearly rescaled to a 0-100 range for better clarity
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.980632Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a2b27080-c6f2-4c60-9441-f421c12c4617 · outbound
This paper cites an unresolved cited work.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T13:07:54.982727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6138728e-2cd2-495c-8cb9-270ef9ee8dae · outbound
This paper cites actionability.
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews actionability
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T13:07:54.978295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
No inbound Pith citation observations are available.