Paper Citation Record · LEDGER

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality

As of 11 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.03581.

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

pith.paper-citation-record.v1
2608.03581 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:38:49.531829Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

28 of 28 outbound references displayed

verified exact0
verified fuzzy17
unresolved10
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a99099b7-edcc-4956-a6d0-591fb62ad547 · outbound

This paper cites No boilerplate.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality No boilerplate

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:53.440877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f9678e3b-dcff-4edc-8e40-8373cfef26fd · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:52.691129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c73920c7-b8ad-4aaa-ad82-fe6a7d5db049 · outbound

This paper cites Keep the amount of points reasonable.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Keep the amount of points reasonable

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:52.455665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c3067470-4497-467e-82dd-fee8d1776078 · outbound

This paper cites Briefly summarize the paper and its contributions. Do not critique the paper here. The authors should agree with a well-written summary. Typical range: 3-8 sentences.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Briefly summarize the paper and its contributions. Do not critique the paper here. The authors should agree with a well-written summary. Typical range: 3-8 sentences

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:52.015396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c7adea94-a5cc-4a60-a6a0-59fceb41d2db · outbound

This paper cites Do not hallucinate.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Do not hallucinate

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:53.817108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3a05f56e-82b2-4864-ae5f-e2092a748326 · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:53.631476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 362e5409-30cb-4ccd-871a-5ec30db69ef1 · outbound

This paper cites Do not use section headers or a rigid structure.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Do not use section headers or a rigid structure

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:51.821338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b43618be-0f1c-4798-986e-7f4e14b7c97e · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:53.256357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 02070ea7-175e-46fb-aece-8a962786c646 · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:52.973190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e54a02d1-560f-49fb-bef1-c767ad638dd4 · outbound

This paper cites Keep the amount of points reasonable.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Keep the amount of points reasonable

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:51.569242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3e59e4d8-1925-4e59-affd-a74b2cee75fe · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:52.255075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 67e7603c-4f7d-42ee-aa22-dea1e0c1eee8 · outbound

This paper cites items" containing a list of decomposed items. CHANNEL CLASSIFICATION (every item gets exactly one) •.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality items" containing a list of decomposed items. CHANNEL CLASSIFICATION (every item gets exactly one) •

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:51.445988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f5b92d42-67b1-4238-922f-caa5d90bdad2 · outbound

This paper cites Do not emit any item that comes from the review’s summary.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Do not emit any item that comes from the review’s summary

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:51.302681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a89749fd-85e5-4a92-a9b5-b21dc45b50d5 · outbound

This paper cites Do not bundle two distinct concerns or two distinct strengths into one item.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Do not bundle two distinct concerns or two distinct strengths into one item

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:51.144285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bbf30de8-806b-4f18-ac84-89d4be0f4891 · outbound

This paper cites this issue.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality this issue

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:50.991909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b22e15b6-7127-449b-87e1-513c3d153d06 · outbound

This paper cites Do not invent points the reviewer did not raise.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Do not invent points the reviewer did not raise

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:50.826561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fd4032f8-bc28-4b5c-89c4-d99000fde123 · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:50.683850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 601e2068-51bc-48bf-999d-f54f978bcb6c · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:50.527057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f2a1417f-14e8-42d8-8ad3-fc2001b9231c · outbound

This paper cites Soundness: 4.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Soundness: 4

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:50.380776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6bea7e04-89de-479e-bc3a-05f65e6da7f5 · outbound

This paper cites critique.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality critique

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:50.238847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 29f3d052-a492-42ee-a587-795acf06d890 · outbound

This paper cites NEVER pair a critique with a strength.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality NEVER pair a critique with a strength

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:50.114801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f1a117e4-c3d1-4137-860b-f17eeb8ec6de · outbound

This paper cites experiments.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality experiments

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:50.002293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a16a4ab2-676f-45cf-8881-ef86b41ee85e · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:49.873143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 40c21083-3504-492f-844a-6de47417ac0f · outbound

This paper cites When in doubt, do not emit the pair.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality When in doubt, do not emit the pair

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:49.786514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6455525c-fedc-4add-a433-3026a4532a9d · outbound

This paper cites an unresolved cited work.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:38:49.720211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8312e4e6-5381-4be2-9e5b-d7d527c67298 · outbound

This paper cites matches", containing a list of objects with the fields.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality matches", containing a list of objects with the fields

Reference 33

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T16:38:49.650200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7abb11d5-f0d4-4e10-a7e8-f0bb5e4a3196 · outbound

This paper cites AI-Driven Review Systems: Evaluating LLMs in Scalable and Bias-Aware Academic Reviews.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality AI-Driven Review Systems: Evaluating LLMs in Scalable and Bias-Aware Academic Reviews

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T16:38:48.462500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 891db1ef-561f-4463-90e3-0e89fc9426b9 · outbound

This paper cites Proceedings of the ACM on Human-Computer Inter- action.

AI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality Proceedings of the ACM on Human-Computer Inter- action

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T16:38:53.988819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.