Paper Citation Record · LEDGER

Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews

As of 5 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.

pith.paper-citation-record.v1
2601.12024 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T13:05:11.907398Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

No inbound Pith citation observations are available.