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Paper Citation Record · LEDGER

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review

As of 4 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2608.00005.

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

pith.paper-citation-record.v1
2608.00005 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T04:52:02.710874Z

measured 66 of 66 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 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

66 of 66 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved65
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation daecaa91-66df-4bf5-806f-2ddd41bc27dc · outbound

This paper cites The Thirteenth International Conference on Learning Representations,.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review The Thirteenth International Conference on Learning Representations,

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:57.653585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:57.653585Z digest=sha256:6938ccdc5b4863a42a639292316a4ddcd02f4d52963bcf8328dfdd54cda9caa5

Observation cc94ee72-d0af-486c-829b-0a349bd7d828 · outbound

This paper cites Workshop on Innovative Use of NLP for Building Educational Applications , year=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Workshop on Innovative Use of NLP for Building Educational Applications , year=

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:57.879613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:57.879613Z digest=sha256:591b14910d5c5e4afc6893d098d5bed481aa9e12ceccd2bdb133c4ca4bd8c2f2

Observation 254d249d-e2ea-47e3-bac2-87675cfd4e8c · outbound

This paper cites ArXiv , year=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review ArXiv , year=

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:57.943381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:57.943381Z digest=sha256:b03df8f576d5aa6c07c6496c1c627617559e9ab3d203c7da0b682fe7edf615e1

Observation ed2a186a-82f1-4509-b132-72653e8ffc6d · outbound

This paper cites Proceedings of the ACM on Human-Computer Interaction , year=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Proceedings of the ACM on Human-Computer Interaction , year=

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.055801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.055801Z digest=sha256:9412ae4cc04fd3b8440b391a4869ea6d281fc8e42c94bb8035d56980a308f80a

Observation 49099eb4-8a8f-43ad-b022-175f17bf2710 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.324593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.324593Z digest=sha256:71d4239caf7500a62bb2e47e5571b0a24d87a3769350916c93abedef7fae3901

Observation 6089915d-621e-4987-98cf-99cf12760fa7 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.385508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.385508Z digest=sha256:9f3224a282c3247bf9c63478a5fd5f02460b5b2027ad78ee5fa3f4a391b824da

Observation 1416a100-1bc9-40e5-9ced-adc20e353f8e · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.497636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.497636Z digest=sha256:7ad91ee083f745a9ba3aefb43b0e5d1854ece7f8e7b3a86d42a24b6fb683d333

Observation e2626b5d-bcd5-4e19-9801-fb4c952d0374 · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.547104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.547104Z digest=sha256:e375034801d9717183e9d2a65680aade8431aee39068f8b5ae1c21012bff9e53

Observation 49ffab31-f197-4125-b3cf-e156a45ef27a · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Proceedings of the AAAI Conference on Artificial Intelligence , volume=

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.687457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.687457Z digest=sha256:7e74fc4bb0a046bba475760c936cc64d682b19cfef7ec0e27fed43c8aed6b34f

Observation 15bed2ae-2a92-4034-a016-e932414f9842 · outbound

This paper cites 2025 IEEE International Conference on Data Mining (ICDM) , pages=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review 2025 IEEE International Conference on Data Mining (ICDM) , pages=

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.803457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.803457Z digest=sha256:4914fa95dc7673102dab850780c7d3f5ea97d747225ba5f0e8592c396d016904

Observation b7c063ad-11a6-4345-b98d-5ad20ff1c253 · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.868421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.868421Z digest=sha256:3c030cf7c0151f1b9b672b4177d57296d59de215b97a3cb7ef330a3586a0b9bb

Observation d25241fa-4ed4-42e3-938c-aa4d9d439681 · outbound

This paper cites Scientometrics , pages=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Scientometrics , pages=

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.916914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.916914Z digest=sha256:df7b684efefcf87af82981e565cfedadcbd0bd6c49b990167d9b86cc11530195

Observation 444eea3f-5ff5-4659-912e-4408fd761c04 · outbound

This paper cites International Conference on Learning Representations , year=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review International Conference on Learning Representations , year=

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:58.939368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:58.939368Z digest=sha256:3e3041e3101b56e5955a47f770223f788cdeb1e3c308207c8446fd42e689732c

Observation 06a430e1-2c02-4220-ba2a-ee416a3564c6 · outbound

This paper cites Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles , year=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles , year=

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.000399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.000399Z digest=sha256:ffc63f55bf771fcfcd879fa9872e922dfabdad48a81d74c0fd1ec0344a8af2fd

Observation dfe3b4cb-c49b-4351-af4b-4881509d49d4 · outbound

This paper cites The Twelfth International Conference on Learning Representations,.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review The Twelfth International Conference on Learning Representations,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.033788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.033788Z digest=sha256:269d43c92ab035c1319d0a2653c8a586e1d5d8c4a75748eeafb16e227788dfb8

Observation 7e7df236-908b-495d-8c91-a0b347bd7135 · outbound

This paper cites Hu and Yelong Shen and Phillip Wallis and Zeyuan Allen.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Hu and Yelong Shen and Phillip Wallis and Zeyuan Allen

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.059683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.059683Z digest=sha256:443632b1aa12d9934d972cf560ed211417c92a85f13d1fe706e45124f02722c9

Observation 6bb10fd0-8535-40bf-ab66-b307c1b4d572 · outbound

This paper cites Journal of Artificial Intelligence Research , volume=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Journal of Artificial Intelligence Research , volume=

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.229638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.229638Z digest=sha256:d837e1a558d948c45d09195e596e072bb00399776076f55230a73bcc837964c8

Observation 4741ce6f-3b2b-4dd6-8c58-2d8e85df5b66 · outbound

This paper cites NEJM AI , volume=.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review NEJM AI , volume=

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.273331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.273331Z digest=sha256:d4123709fbd0607e6aee27ed26a272439bfcb53999af4ff5605b00b3ecf2f64d

Observation 42ef5c47-dd5b-4b3c-9337-7a41f47ddece · outbound

This paper cites HealthBench: Evaluating Large Language Models Towards Improved Human Health.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review HealthBench: Evaluating Large Language Models Towards Improved Human Health

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.584774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.584774Z digest=sha256:7fa9f9b3ce696742a160617039224850275044b23f1631713245e9134067f40f

Observation 1b40be93-2fd2-485f-8649-1135865e322a · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.716780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.716780Z digest=sha256:3638778bdedc96ddf0d5db28fd8756e6ac4c22013cf45c79e9f088ec666fc129

Observation 21f0c612-73e8-4dcb-9882-63ee0b2e3254 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.792373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.792373Z digest=sha256:6a2219981cc1c2657a3209638b44f7b8da8dc97b5b89003d9fb4ad7f2be6673e

Observation 6d82aab9-4734-4dff-91d8-1a05dc3966c5 · outbound

This paper cites MARG: Multi-Agent Review Generation for Scientific Papers.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review MARG: Multi-Agent Review Generation for Scientific Papers

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.856302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.856302Z digest=sha256:d63075970e8c45fbf5b19d5c139c0e48b4fa4063811d78eeea80699e665cfe23

Observation 60725f30-d5d6-4ca2-a5b9-b860e4449c68 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.929577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.929577Z digest=sha256:a3cb4288fba9c1000ec2bcabbabc85767baad9a40d21e638210ee4bbcb41b44e

Observation 4f397a3c-6fba-48ce-ba86-9d97376e2f31 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.952489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.952489Z digest=sha256:ff641bccc167ac2afff1b5178a086eb0a2f6e9494cf8754d85329400a29a5c40

Observation b595d0a6-2fe0-426a-ad39-1296e7b64a13 · outbound

This paper cites ReviewAgents: Bridging the Gap Between Human and AI-Generated Paper Reviews.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review ReviewAgents: Bridging the Gap Between Human and AI-Generated Paper Reviews

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-04T04:51:59.979233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:51:59.979233Z digest=sha256:7b5d94127465a737c97e801d84258530cf038007bc018d2e9d814099c8714739

Observation 3e8cf7b8-2a54-42ee-ad73-31c857aba1ec · outbound

This paper cites Reviewer2: Optimizing Review Generation Through Prompt Generation.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Reviewer2: Optimizing Review Generation Through Prompt Generation

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.018534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.018534Z digest=sha256:b4da780fa7c5cc68a26cfe3a1a2e8a41b6dc7d14c6369e775bc8373fc0fd0c9a

Observation da71a1da-94f1-452a-b314-3e03ec817507 · outbound

This paper cites ScholarPeer: A Context-Aware Multi-Agent Framework for Automated Peer Review.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review ScholarPeer: A Context-Aware Multi-Agent Framework for Automated Peer Review

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.137459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.137459Z digest=sha256:35b61eb701229e5ef7ff37aeebddf89e180ac1f88e08bb77076cd3fffa995f73

Observation 1b2ab9ab-db24-441f-8192-ae6084d819a0 · outbound

This paper cites Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.222056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.222056Z digest=sha256:39b5495ee8f165209bff56e2e397f9bc0028ce856a5d9cc8dfacd53148bd2aff

Observation 93c7c4d7-2cd2-4a24-8387-1f65e95f12c3 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.312578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.312578Z digest=sha256:f7ecf09f0092ce9551ac4d11ba36186a33911fd1b15f605196aebacb5627e6a1

Observation 7cd70d36-9e80-40f1-a72a-1dca9ad44081 · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen - Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen - Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.398515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.398515Z digest=sha256:d5b17af54fbf0fb0e6451d1b84dadd6462064e2555f9dd26936df8f0ccd7ee92

Observation bfd810e1-3d7f-48ac-9043-4f31019121d9 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.482886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.482886Z digest=sha256:9b0bb6b397adfb149c8bc2888254ce7f7d02c623469b1396fd266e65b5140bdc

Observation dbeac104-38ef-4210-ba58-e974ff54e4d9 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.577621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.577621Z digest=sha256:caccc6e73246aaa2cd2124478142995d7d2040f34af755f2835916a6261f0594

Observation c558489a-33b4-41af-9893-4b9eef0d867d · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.642901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.642901Z digest=sha256:3fe993ad7c46ac542a44eae0f72014414b1b0343d32429f2036ee1b4bcd433dd

Observation 2689e731-64af-45e9-ac47-815040cb72d8 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.719813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.719813Z digest=sha256:6401bad1295f513e8181eb0c801e6e3425cd1925f8c25827cdebb5da8823b427

Observation 98b411d2-95a7-432a-b44f-cd46fff63e12 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Gonzalez, Hao Zhang, and Ion Stoica

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.748548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.748548Z digest=sha256:01759afe18008b455cbeff1b57321b6c77c996789e75b4ccf3f431b66e8163c5

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

This paper cites Beyond Rating: A Comprehensive Evaluation and Benchmark for AI Reviews.

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.

source=arxiv_source observed=2026-08-04T04:52:00.834543Z digest=sha256:ad8ea90ea0bcd2e5f53e8a77ddda7f2e678b9dfac9777ef9bc39599a243a8ea7

Observation e4880a77-8be6-420b-8b76-facd2ca0343b · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.874081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.874081Z digest=sha256:5b4533720997e2374eba06d8cd82f25c47dfe6d61d7bc0d4086271b5601b70ef

Observation a2294792-29d6-4939-a6e4-6865d6d3d575 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.923984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.923984Z digest=sha256:0f1ce84b5ab8126f6a52b9eee0eef588dd7054b8a2283ac42321556c8683498c

Observation f0b12cbc-ff92-4ef6-85da-f847b43deab4 · outbound

This paper cites ReviewGrounder: Improving Review Substantiveness with Rubric-Guided, Tool-Integrated Agents.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review ReviewGrounder: Improving Review Substantiveness with Rubric-Guided, Tool-Integrated Agents

Reference 69

Resolution
verified exact
local_arxiv, observed 2026-08-04T04:54:16.676355Z

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.

source=arxiv_source observed=2026-08-04T04:52:00.951462Z digest=sha256:dfb27cf8803b127f5f6f5f5bdf642f9bf6fb691c8b29a59a9d7c7a60d6ec3297

Observation 0edd6135-e8a0-470d-9be5-4b27fa28f963 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:00.987365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:00.987365Z digest=sha256:1fba15eaca862cf79df284d7a0bf32623e65d79870ebac0df2ef883ce991c70d

Observation 79c68040-ac06-4dab-8b31-adadb6cb886f · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.045134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.045134Z digest=sha256:325e4d819a414d51c162f34db322b23ecbc75eef26b392511375c666ab935bc8

Observation 29ffd0af-cd36-4e82-9c51-45b3e9059b66 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.073534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.073534Z digest=sha256:d4ebeb573d046944a099e9ad30063f5dab1f46c755f362828e72b05cf05f617d

Observation 04d14f65-f201-4465-a25a-d640ed7e29db · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.118484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.118484Z digest=sha256:f2c2a98a31feb1ae1648e9bf724f81f93362b9fe6f6004e6be7d8859a6c9d302

Observation b5e1d40f-589c-402c-b9b9-527c36a3427b · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.145495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.145495Z digest=sha256:8f660978f01f33d519c85107149142ef4b43f9e3d9ed592682fcc3e4a99430ac

Observation 253f1be2-4450-4f6a-b103-e8e17e624b48 · outbound

This paper cites HelloBench: Evaluating Long Text Generation Capabilities of Large Language Models.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review HelloBench: Evaluating Long Text Generation Capabilities of Large Language Models

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.216170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.216170Z digest=sha256:5d8140e598fb7e53c4a9fd18eb13ba94eb7bb134aa23089122c6543e2e3df6bd

Observation 3fe51dfc-c6d5-4cd6-9b81-abe617fd423a · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.286062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.286062Z digest=sha256:63457facd96f19f814235c2c2f7f47c4da162d4f6bd3cb289d03fafd71bddaac

Observation 998316cb-a598-4d9e-9305-a5967477fe56 · outbound

This paper cites DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.357785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.357785Z digest=sha256:c457db09d0b764198535275bc96089a8caae362ca5e3ff5ac66bca60c004595c

Observation 8d52f852-a042-450d-9b84-879eacc0a051 · outbound

This paper cites Kanell, Peter Xu, Omar Khattab, and Monica S.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Kanell, Peter Xu, Omar Khattab, and Monica S

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.399356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.399356Z digest=sha256:74232dd38a2a245859fd4facef44d44870b1e529a6c32aa2b7516a76e66947b7

Observation 3ba792da-b78b-46fe-8026-f089a8065c2a · outbound

This paper cites Hendryx, Brad Kenstler, and Bing Liu.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Hendryx, Brad Kenstler, and Bing Liu

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.438259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.438259Z digest=sha256:a748cd577a0303fedfe9338fde5eb2eeaf170aaec39b32d64499684a97c0ab26

Observation fd7c59f5-ef4f-4497-b9e8-47e72ec52da9 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.514284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.514284Z digest=sha256:759acf7da5d3333fa5df2a31fb048f2ed1da7a46c10ed705decdf3c305d675b7

Observation 84bcbb9a-6765-452b-a5c7-6b45569607ce · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.564842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.564842Z digest=sha256:16226cd58b1cfff754f1d5233c12cdfb25936b76478cd354a24ee110cfd7a8d6

Observation 59251c99-8821-4813-85e2-efb97aa30fca · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.641241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.641241Z digest=sha256:a6b115c1432de8591bdbf9bddef1d43094d5b3ff61bf4839c8eef770ff5f0113

Observation 6ec2879d-e100-4d5d-934a-0cfa140fb09d · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.685210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.685210Z digest=sha256:ca35f3a4a0b5b85d674d28c8c6c8cc48a99c4de1abf686f735b1f90fda44abe8

Observation b814c9be-3eed-49c0-bd9c-eebbffcedefb · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.730392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.730392Z digest=sha256:8d563d0ae4b5e9cf8afd2f50511bba8135785e41871ea567b77754f9d558b5a2

Observation c810ad8c-857b-4afb-bb06-18469d5df01b · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.836931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.836931Z digest=sha256:509838c861ca1a2142a4325798bc64807ac58b2238a9e35c547e9d3adaf50040

Observation 783353f1-f9b1-4223-bcb1-8ceeb16645b7 · outbound

This paper cites DeepReviewer 2.0: A Traceable Agentic System for Auditable Scientific Peer Review.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review DeepReviewer 2.0: A Traceable Agentic System for Auditable Scientific Peer Review

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:01.948049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:01.948049Z digest=sha256:d19a01b764a6244aa46243ace01b8e2d475cfd10b7fc180479a66a1b5b72f80b

Observation f3406797-47ff-40b9-a5b4-3c244b9cec3f · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.008322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.008322Z digest=sha256:81964544de43fb17469bacd26f24df2fb9379e31a99e6efaaf4565a85a2dfd03

Observation 39b9b403-64cd-4dd1-83d4-eb2a3ffbddb4 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.082339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.082339Z digest=sha256:6649e64c08342545f6a32cacb876cf36c3de090233ab14f7814d0a4ad04128f7

Observation 6835d199-a2bb-4089-a81f-d99fa5777539 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.185688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.185688Z digest=sha256:e2c9ae369a4680adba115f7d42dab8e01c350bd251681c022bd1f9381a03a72a

Observation 05bb035f-cddf-451a-bd22-ef3ece9e5601 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.255534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.255534Z digest=sha256:ea1ee722a93959a38c2e4dddeeb24bf090957f777fb8e1a0f0738bfa54af7c43

Observation 05ecc754-42fa-442d-a9b8-d4c9f904929b · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.329540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.329540Z digest=sha256:d22909a19ab416b8fad83727851aa419aca9615434115a1eb0191f695299cb99

Observation 249a69fd-c89e-42ee-a9f4-ac20b910701d · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.406906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.406906Z digest=sha256:5d5eda3ed003b78335070e740d8036f33418be939ec227ca400cbfd4d16b8e48

Observation d267c7cf-9186-4ba1-b869-878ca78ec4b3 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.544368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.544368Z digest=sha256:3971d55cbd36da10b28918e875325783ddaea0551e002c8dbc3e0f1a6836c684

Observation 959b8418-9c77-4fe9-8ec5-3129b3b9e35a · outbound

This paper cites Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.571663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.571663Z digest=sha256:f764d5b747ae40a8f0745ffa3f7cf80b860e56ab96a87651f4aff2211ea2f2d4

Observation a6c30c2b-d68e-4d2b-8e74-b2b187bddace · outbound

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

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review When Your Reviewer is an LLM: Biases, Divergence, and Prompt Injection Risks in Peer Review

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.644728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.644728Z digest=sha256:fcbf01ad1d799fc4a5fce0c816488dd33772c67139026b0fb3401b5203f526a7

Observation 4afc0245-eee5-489c-8415-66c863560d56 · outbound

This paper cites an unresolved cited work.

RubricReviewer: From Direct Critique to Objective and Comprehensive Rubric-Driven Peer Review Unresolved cited work

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-04T04:52:02.710874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T04:52:02.710874Z digest=sha256:88c484339fedadad21cdfb4fdb397252ab9d6e1abdea37036c8edc6029e2b275

Pith citing papers

No inbound Pith citation observations are available.