Paper Citation Record · LEDGER

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection

As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 2 inbound Pith citation observations for arXiv:2509.04460.

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

pith.paper-citation-record.v1
2509.04460 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:10:26.703171Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T18:14:42.038750Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T00:22:51.890960Z

Reference resolution

35 of 35 outbound references displayed

verified exact0
verified fuzzy12
unresolved21
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 145b1181-756f-4fa2-b590-b535c41f0da8 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.424177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2c486bec-bbef-4151-8d23-a12453fa5ec5 · outbound

This paper cites Please translate the following Chinese peer review into English, paying attention to:.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Please translate the following Chinese peer review into English, paying attention to:

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.407131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0561fa76-9afb-435f-bed3-803d5ec8287d · outbound

This paper cites Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:26.496577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 282ed34e-96da-4f1a-a157-3d79f7cf8b83 · outbound

This paper cites Large Language Models Penetration in Scholarly Writing and Peer Review.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Large Language Models Penetration in Scholarly Writing and Peer Review

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:26.509967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57ed627-2b2e-4e5c-9d3e-d5343f9cf511 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.459030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28540015-e612-48a9-9123-1f872e21c5ed · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.442404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 241434e4-9ada-4297-a0ac-7c5378bad1b7 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.385452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cca810b6-7558-4318-9841-b7027ef82500 · outbound

This paper cites Please polish the following peer review.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Please polish the following peer review

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.367027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6c8ff6d3-217d-460d-917e-eeb2fdc59220 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.349625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 84c8073b-69ff-4e5c-ae67-a70c0065e1d9 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.331129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6c4c2775-af0a-47ff-91ca-359a959bb0e4 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.313607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6f06319d-0e78-4dbc-bd4f-53f956f51492 · outbound

This paper cites polished.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection polished

Reference 19

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T15:10:27.297060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 486d31f2-9b82-492d-b960-0084951561bb · outbound

This paper cites This includes some sections written by a human and others generated by an AI.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection This includes some sections written by a human and others generated by an AI

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.244605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a801d39d-5ab5-4868-bff3-009b3fcf97ce · outbound

This paper cites This includes texts that were later machine-translated or polished by language tools.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection This includes texts that were later machine-translated or polished by language tools

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.280184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f2aa9ae8-c524-4cc4-aae0-65defb486a43 · outbound

This paper cites This includes texts that were later edited or ’humanized’ by a person to sound more natural.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection This includes texts that were later edited or ’humanized’ by a person to sound more natural

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.262386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6dd0cf0d-899b-45c3-a1bd-d3fc2795c079 · outbound

This paper cites This includes some sections written by a human and others generated by an AI.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection This includes some sections written by a human and others generated by an AI

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.227176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a3c1f38c-c180-4b3a-8f9b-63140a40759e · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.209614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 447ab1ea-d7ba-487e-9c15-f8606b892334 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.191468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 17c2cb8d-2c4f-416a-9b8d-b08d6ed995a7 · outbound

This paper cites Weaknesses:.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Weaknesses:

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.172794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4f6603e5-1c48-4c91-b000-7ebb8f5a9ec5 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.155610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 14184e67-de0e-4bf9-8804-7e64c42d8dc8 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.138915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c116a180-4b99-40d0-bce2-695b9f7cb883 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.122738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9ca98a30-5336-42c9-a660-56c9b07fe32f · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.105357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7f500268-40b8-4cde-95af-419744697b0e · outbound

This paper cites Weaknesses:.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Weaknesses:

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.087670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cacd4c11-d0e7-4311-a2e4-918b2764ffa0 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.071469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 48015597-dcb6-4c35-9c8d-404bfea9352c · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.052935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6bd21e7a-156b-497a-b697-ce058fc4f24b · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.035703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1047a981-e4f6-44e5-baec-f06228634606 · outbound

This paper cites an unresolved cited work.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:27.017666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ce8b6796-41c1-4d7f-b034-00ac285bad50 · outbound

This paper cites Is it possible to extend this approach to the L-infinity norm setting?.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Is it possible to extend this approach to the L-infinity norm setting?

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:26.997663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f74b1e92-fc00-40f0-a520-09067b321baa · outbound

This paper cites Strengths.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Strengths

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:26.977753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 163b9359-68e2-49a9-a990-1503591cc73f · outbound

This paper cites Artemova, E.; Lucas, J.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Artemova, E.; Lucas, J

Reference 343

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.492336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2898ba2a-5762-414a-8147-3b645956f6a9 · outbound

This paper cites InThe 2023 Conference on Em- pirical Methods in Natural Language Processing.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection InThe 2023 Conference on Em- pirical Methods in Natural Language Processing

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:10:27.476041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6ca7deed-49b8-43db-9c2f-583b934492d2 · outbound

This paper cites How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:26.483980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3252e7b-af63-4a77-98b1-fbde91f709da · outbound

This paper cites arXiv:2505.14271.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection arXiv:2505.14271

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:26.490653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68674907-9911-4c9f-8054-29dd45d750dd · outbound

This paper cites Decoupling Content and Expression: Two-Dimensional Detection of AI-Generated Text.

CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection Decoupling Content and Expression: Two-Dimensional Detection of AI-Generated Text

Reference 7018

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T15:10:26.958242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation c2b209ff-39ad-4980-8b06-d74e98df2076 · inbound

Detector-Evasive LLM Paraphrasing via Constrained Policy Optimization cites this paper.

Detector-Evasive LLM Paraphrasing via Constrained Policy Optimization CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:22:51.892292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 111538ca-f58c-41fd-a098-52b2170a715b · inbound

Team DACTYL at PAN 2026: Bayesian Data Mixing and Empirical X-risk Minimization for AI-text Detection cites this paper.

Team DACTYL at PAN 2026: Bayesian Data Mixing and Empirical X-risk Minimization for AI-text Detection CoCoNUTS: Concentrating on Content while Neglecting Uninformative Textual Styles for AI-Generated Peer Review Detection

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-01T18:14:42.038750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.