Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:29:04.139813Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 5 inbound Pith citation observations for arXiv:2412.11948.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:29:04.139813Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:53:58.190271Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T15:08:33.685969Z
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 69cdc240-5a10-4035-8f91-3cbd8e4640ad · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews Reviewer2: Optimizing Review Generation Through Prompt Generation
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd782878-7592-45a7-9cb4-4f1378e11c6d · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 10d69bb7-f561-4580-8d44-ed5fa0df99d4 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews However, Review A does not mention the gradient conflict resolution or the toy example, which were noted as strengths in the expert reviews
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6feef83a-5a19-4595-8984-641ed7de5b19 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews These are relevant but do not fully align with the expert reviews, which also asked about the gap between transition kernels, assumptions, and scaling with state space size
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d4f84408-f375-4e6a-94fe-81a6b3f40433 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews The other two expert reviews rated it as 8 and 3, so this rating is within the range of expert opinions
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b6e64c46-2405-4ecc-82f4-ea529100f2cd · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews However, it does not address the assumptions (e.g., Assumption 2) or the need for more complex real-world applications, which were highlighted in the expert reviews
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ef694cf9-97b9-41ef-84e7-92684d0ac80d · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ce11dbca-8865-4117-9302-3aca609b7403 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews This rating is more optimistic than the expert consensus
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c8bbe604-f991-401d-8618-8acbbf6e8894 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews substantial
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9a8fbfea-77bf-4788-ae98-260842184487 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews These align partially with the expert reviews, which also noted computational inefficiency and scalability issues
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7de381f1-7cf0-4d0c-bd3d-2a60b1f23067 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews These are relevant but do not fully align with the expert reviews, which also asked about assumptions, scaling with state space size, and the gap between transition kernels
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9074e364-21cf-4f6c-8bcc-a08fa41c2e30 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews This rating is more optimistic than the majority of expert opinions
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 088d102d-77a4-429a-9214-1c915d2fe0e7 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews Can large language models provide useful feedback on research papers? A large-scale empirical analysis
Reference 626
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b98faf82-3523-4f26-9e46-e4c30e831c5d · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c14a26a1-6e67-4efa-86ce-67c3576a2769 · outbound
OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews The Llama 3 Herd of Models
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e89ed45-4a26-4511-bf8a-157ad37d058f · inbound
Large language models for automated scholarly paper review: A survey OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d76c94d2-9a79-4149-b93f-c3d1593a1dc5 · inbound
Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8461a88f-1785-440f-8556-fdbccf3d8e15 · inbound
How Far Are AI Scientists from Changing the World? OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c32f2039-bbaf-46f2-b40d-72c3bc3b1013 · inbound
AI and the Future of Academic Peer Review OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45f596f8-6b03-4349-a62f-94b651fdbac8 · inbound
No Hidden Prompts Needed! You Can Game AI Peer Review with Presentation-Only Revisions OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.