Paper Citation Record · LEDGER

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews

As of 5 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2604.19502.

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

pith.paper-citation-record.v1
2604.19502 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T04:52:00.834543Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

27 of 27 outbound references displayed

verified exact1
verified fuzzy13
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3442dd42-0843-4151-988f-701da98869ba · outbound

This paper cites OpenAI GPT-5 System Card.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews OpenAI GPT-5 System Card

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-05-10T02:11:56.973494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 076bbd1f-ebf3-41e6-9e75-b590639385b7 · outbound

This paper cites Automated Peer Reviewing in Paper SEA: Standardization, Evaluation, and Analysis.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Automated Peer Reviewing in Paper SEA: Standardization, Evaluation, and Analysis

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:11:23.496191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ee13770a-8d63-4782-97f3-c2a4e48368c9 · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.568298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4b3e876f-9359-4a1b-a731-bbeda4b458ff · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.540517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 7e49d690-278e-41e3-8ce7-a32c9c8f89a6 · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.570725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a912e0ea-9024-4376-85aa-b6961b7a0acf · outbound

This paper cites Output JSON: {.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Output JSON: {

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.536250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 31b8d70a-7bc8-4dc7-a0f3-2526a9429094 · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.521540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 59822e2a-08f1-4edb-bb96-d512793a28fa · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.547734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9170e825-c9de-4b5e-a789-b1868db9a046 · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.575110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 55b5af7e-29bd-4c76-ae53-b317446f7a1f · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.545217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 12b1b725-00e7-4025-a685-c33f1a2959ef · outbound

This paper cites Output JSON: {.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Output JSON: {

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.528875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 2ebba881-0d60-47df-986f-c587ee6dee21 · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.552816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 45a10b5d-8f2b-49d3-84e5-ceddf8b199dd · outbound

This paper cites yes" only if they describe the same point; loosely related or overlapping topics are.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews yes" only if they describe the same point; loosely related or overlapping topics are

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.556970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6cbce760-c54a-427f-acce-197eb1286e6c · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.554755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 64e31fab-a975-439c-a415-8f06f48a773d · outbound

This paper cites why" or.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews why" or

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.524045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation cdf8a53a-3020-4fc4-bee8-923df89288b5 · outbound

This paper cites yes". - **Assign.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews yes". - **Assign

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.561516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1c14f27c-be88-4128-a2f0-568a45e8429c · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.531339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation fc3ac65e-fb1b-449f-9fb3-82435aec043d · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.566077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 92d021d5-8389-41be-ae4c-1b8644ba1bd9 · outbound

This paper cites yes" for keyword matches alone; the explanatory intent must be satisfied. 29 Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews # Output Format {{.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews yes" for keyword matches alone; the explanatory intent must be satisfied. 29 Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews # Output Format {{

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.563879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5fd12722-8c61-430b-b8b4-d498dd913593 · outbound

This paper cites This category captures assessments of whether the work introduces new ideas, methods, or perspectives that advance the field.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews This category captures assessments of whether the work introduces new ideas, methods, or perspectives that advance the field

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.519305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1087915b-8e0a-4ffc-b21c-7aed34f25027 · outbound

This paper cites This includes assessments of mathemati- cal rigor, logical consistency, and methodological validity.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews This includes assessments of mathemati- cal rigor, logical consistency, and methodological validity

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.550549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e64ccbe9-994e-429f-9fb9-ca95b9673e5e · outbound

This paper cites This category includes evaluations of experimental setup, data quality, statistical analysis, and result interpretation.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews This category includes evaluations of experimental setup, data quality, statistical analysis, and result interpretation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.559250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 17a5e7a1-9c57-4c7f-9fee-86f006a12aa6 · outbound

This paper cites This includes assessments of paper organization, writing clarity, figure quality, and overall presentation effectiveness.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews This includes assessments of paper organization, writing clarity, figure quality, and overall presentation effectiveness

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.534144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e9510c24-a87b-4d54-be0d-68f683ac517d · outbound

This paper cites This category captures evaluations of the work’s importance, potential applications, and contribution to the field.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews This category captures evaluations of the work’s importance, potential applications, and contribution to the field

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.542946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b00b8b82-98cc-4af3-af38-8809600f2f38 · outbound

This paper cites This includes assessments of whether sufficient information is provided for reproducing the results, code availability, and parameter documentation.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews This includes assessments of whether sufficient information is provided for reproducing the results, code availability, and parameter documentation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.573102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 22c692aa-3588-4559-9e16-27a454011c07 · outbound

This paper cites This category includes assessments of whether relevant prior work is properly cited and discussed, and whether the work is properly positioned within the existing literature.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews This category includes assessments of whether relevant prior work is properly cited and discussed, and whether the work is properly positioned within the existing literature

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T00:27:18.526529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 35b4eed7-7731-453c-bfa4-0f4b1b181321 · outbound

This paper cites an unresolved cited work.

Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-23T00:27:18.538229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

Observation eb520d27-456e-4a95-9e39-2d11f7f5683b · inbound

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review cites this paper.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-04T04:52:00.834543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.