Paper Citation Record · LEDGER

Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 24 inbound Pith citation observations for arXiv:2412.01708.

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

pith.paper-citation-record.v1
2412.01708 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 24 of 24 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:51:19.347084Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

8
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation b98faf82-3523-4f26-9e46-e4c30e831c5d · inbound

OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews cites this paper.

OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-11T14:29:04.095986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89a32356-df3b-47bb-8ea1-4ec7cb3e6358 · inbound

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety cites this paper.

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 130

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:42:33.750885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d9b89c34-37b7-4eea-8444-dd10820ef57a · inbound

Breaking the Prompt Wall (I): A Real-World Case Study of Attacking ChatGPT via Lightweight Prompt Injection cites this paper.

Breaking the Prompt Wall (I): A Real-World Case Study of Attacking ChatGPT via Lightweight Prompt Injection Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:51:19.347084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b443e7e1-d218-4f5e-ad36-5a56e540586a · inbound

Combatting Dimensional Collapse in LLM Pre-Training Data via Diversified File Selection cites this paper.

Combatting Dimensional Collapse in LLM Pre-Training Data via Diversified File Selection Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-16T05:30:51.353074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bacb24a-069d-4e49-b7c7-9c99b99c661e · inbound

AI-Driven Scholarly Peer Review via Persistent Workflow Prompting, Meta-Prompting, and Meta-Reasoning cites this paper.

AI-Driven Scholarly Peer Review via Persistent Workflow Prompting, Meta-Prompting, and Meta-Reasoning Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T23:56:59.557333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70b346b1-ce16-4427-a0fb-5651742a01cb · inbound

Position: The AI Conference Peer Review Crisis Demands Author Feedback and Reviewer Rewards cites this paper.

Position: The AI Conference Peer Review Crisis Demands Author Feedback and Reviewer Rewards Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T23:19:07.399860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b87a1cd9-680b-4840-b44d-9196ba3982d8 · inbound

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator cites this paper.

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 210

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:17:06.207800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6a72eabb-4d57-4d7e-be3e-2b584f4e3b07 · inbound

How Far Are AI Scientists from Changing the World? cites this paper.

How Far Are AI Scientists from Changing the World? Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 192

Resolution: unresolved; no resolver link, observed 2026-08-06T10:55:15.142160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46cdc565-9c50-4aa6-971a-6bd3448c1034 · inbound

When Your Reviewer is an LLM: Biases, Divergence, and Prompt Injection Risks in Peer Review cites this paper.

When Your Reviewer is an LLM: Biases, Divergence, and Prompt Injection Risks in Peer Review Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-04T18:34:50.021993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e59741b5-a022-42ce-9efb-00b54a5bc5f7 · inbound

Justice in Judgment: Unveiling (Hidden) Bias in LLM-assisted Peer Reviews cites this paper.

Justice in Judgment: Unveiling (Hidden) Bias in LLM-assisted Peer Reviews Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-18T15:41:33.375502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a78baa27-7900-4980-8521-59755b8c14e6 · inbound

AI and the Future of Academic Peer Review cites this paper.

AI and the Future of Academic Peer Review Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T15:53:58.248977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ff71c0f-fad4-4deb-85f4-bac75a4375df · inbound

BadScientist: Can a Research Agent Write Convincing but Unsound Papers that Fool LLM Reviewers? cites this paper.

BadScientist: Can a Research Agent Write Convincing but Unsound Papers that Fool LLM Reviewers? Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T08:59:49.268362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82173ef8-c426-447b-993e-59f053868c7a · inbound

SafeReview: Defending LLM-based Review Systems Against Adversarial Hidden Prompts cites this paper.

SafeReview: Defending LLM-based Review Systems Against Adversarial Hidden Prompts Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T09:26:26.608404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ee3a6272-39e9-4d15-8b48-e9f2310ffd2e · inbound

Stop Automating Peer Review Without Rigorous Evaluation cites this paper.

Stop Automating Peer Review Without Rigorous Evaluation Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T17:41:55.862596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 601b5dcf-1b1d-4dd4-ab86-5b07a63fa68f · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 242

Resolution: verified exact; arxiv_id, observed 2026-05-20T10:33:12.471542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 256c9fce-9216-4477-b81e-52d878822845 · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 241

Resolution: unresolved; no resolver link, observed 2026-08-02T13:43:52.562532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b69953b3-35d4-4487-93fe-17b93ea963f9 · inbound

Position: Let's Develop Data Probes to Fundamentally Understand How Data Affects LLM Performance cites this paper.

Position: Let's Develop Data Probes to Fundamentally Understand How Data Affects LLM Performance Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-20T22:29:09.048719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8dbb5746-8b72-406a-8db9-de7ce997256c · inbound

No Hidden Prompts Needed! You Can Game AI Peer Review with Presentation-Only Revisions cites this paper.

No Hidden Prompts Needed! You Can Game AI Peer Review with Presentation-Only Revisions Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-03T15:08:33.715142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a45eab47-e333-479d-b97d-4380306cf2f9 · inbound

From Passive Generation to Investigation: A Proactive Scientific Peer Review Agent cites this paper.

From Passive Generation to Investigation: A Proactive Scientific Peer Review Agent Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-06-27T07:20:42.037778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 65138183-3036-4eac-a8ad-6b010b4abf6f · inbound

PeerCheck: Enhancing LLM-Generated Academic Reviews Towards Human-Level Quality cites this paper.

PeerCheck: Enhancing LLM-Generated Academic Reviews Towards Human-Level Quality Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-07-04T04:09:34.578105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8738ec5c-aea7-4fb0-bebc-21c331ed7238 · inbound

Judgment-Grounded Expansion for Peer Review Generation cites this paper.

Judgment-Grounded Expansion for Peer Review Generation Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T10:49:46.283096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation aec12244-34fe-4bff-b897-3982d55c4576 · inbound

LLM-Based Scientific Peer Review: Methods, Benchmarks, and Reliability Challenges cites this paper.

LLM-Based Scientific Peer Review: Methods, Benchmarks, and Reliability Challenges Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-07-04T17:30:00.373685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 707f70cb-5d5b-41c5-9768-aee340ccfe0e · inbound

From peer review nuances to best practices cites this paper.

From peer review nuances to best practices Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T07:08:28.743605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a49e3060-957f-4a10-9ef6-213a7d1157ea · inbound

Agentic Auto-Research is Fuzz Testing cites this paper.

Agentic Auto-Research is Fuzz Testing Are We There Yet? Revealing the Risks of Utilizing Large Language Models in Scholarly Peer Review

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T05:31:05.797221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.