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Paper Citation Record · LEDGER

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

As of 22 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 2026-08-22T06:32:14.747728+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=sha256:05b77250ce4c35bca3b71e8296ef507933811e644f6188d6fe89f4a1273839d4

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:e4ad89d9c8424188cfc90c27b1c4cc73751ce38f29a4624eefc1b314f438fa7a

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=sha256:139498e2c4d31b5e06e9582525731892baeb9cddc60d07fb7d003a9eae9d9fde

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=sha256:15558cf810b05fcf28c51af5a0abfdfe4c6dbf29edd5d7b66400b931cf4971a3

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=sha256:99ab806833f47cb10af07cd93eb22f47ef29ea091f683df79ad71ab7802dd4c3

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=sha256:3419f0cbda4b39ed0b6492f930cbffad21d06e37310fa0e4ee64d36c25fd9706

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=sha256:520198179989588ca5f5807dd28a37602e1f4e7c867b4cbcea5dd6223b629c74

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=sha256:0770593a782b72d4c6166a5556e108ffa156d2e8f795f1e615b5afdba7a6041b

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=sha256:8c8816d540e2eddda3092c3d1d64fe23f8b5637ac8bf51d16ee0117494af6b34

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=sha256:8108edce5a3349bcc98848a32bbfd54234935e48b1712e59d6ec8d55536f0f0a

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:cb7d55caed424bc1c36bf8cf0bd1fffbee024c8ff7389722c6b4172b7bbba489

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:a871d16062d7cff41039ccb5f49ddfd3ed7dfaa3540b88a3b9d53f5c1a5e64ea

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:ab3437f466093a141ede6aed613a89a521b0d881005308e3064e2ae89a6608ac

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:dbc1331ca356d17d11e3e224dbbca859d2253ee75d8248606cc75a767a00e286

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=sha256:37225cafbf865ad840cd0ae7ad7c2fd9d2b176e3039debc9d1f83444e85a7f86

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:d4299d237c86db09b2bdfd77f2a043f501eb0df00e022b09a3d5e02609540431

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=sha256:88ebf7d007746b55e856f4d10fc74d392040853bd268db4d039c2e9b52ae66d4

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=sha256:1ab18848c3abfdc4ab5a9f380309f151de0def6a9838ee0218d66adc694e58a2

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=sha256:90d403fac06e8376d376642d86ecd1657654be0bb445b61e3016edca79a3a815

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=sha256:907b1c0c9b4ce8ee1b1d569677dee8d54fa7de58ff422c736df6b4d2901de93b

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=sha256:7c308c509f8047ef71e10458e8a8c2a51af1ad62f4daed317196175bd584e32d

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=sha256:02fd33747a5333857a8994a2c7336905062ea88d0dfc60b5d49a2ce5a4496717

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=sha256:3cb98fdea3f10031185be8ea828922249a8f5ab0cd7414e6ef10a55b88913f7c

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=sha256:82152e5407ac17063e896a7e084d7d397919528783c51016777a62d4016dfdaa

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:c29a9f2fc6ebc73e589ef416e7ac9f6e1a0f057a2dc762a74bc536c609ff8351

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:dd09810c5a33c75b0ca81a9fdc6cde7d7f20a6884ece6a337cf4f28c52773fa3

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=sha256:3aa3f218eed5f341a8e5ae1ad61b44efa4eb57883ebbd232c21d05a6f3c53c40

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:d444baf498ea478f6671f53d24b312b70af022bd49285466009f7bd0ef140ae2

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=sha256:9edb0b0e81c3ecefb230ee3bd5de91da6bccf3cfb56702f68ff3fa3db6529d74

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=sha256:2e80f693a606dd934fba42887590bf2faf023d6cbd614475431137afa2e2109a

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=sha256:8eb088ec4bf4974ac654446f396019a0cb6704db287942604b063fa93a5232f4

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=sha256:8fe5de9375183ab494bd975198b4366dfe66d575b6a86bbfd9e23aa90a697f38

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=sha256:64d44874dd2dc374374225e7b38cc2570db8fdf817d14b60b49d12566daf842c

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=sha256:0fecff66c601a5a82e0fa43339b64224650e7c172481622dc00fb123e7b25b62

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=sha256:17bc973c58da65b9f0ca9a1d49fbe320f48ea97e7c57cdeb395e7d6a1121a5d4

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:d6dcfe443990d3121a5f7f0787180382fa2f273442af61b290117f6277904813

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=sha256:8ab5edd8d1754c463cf10adf23065a9a534d9324cceeee59582ae1cbb82af2d8

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=sha256:2ed6bffe3a525d6f50ba418a9949aa323590c15cea58a52250f9c8907f213483

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-04T04:52:00.951462Z digest=sha256:5f10ce45b05c7b0c6772ac02ea94ffbcc5c5eaa63877b38bef941ae308f6adc1

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=sha256:8679501e948b13592ed57889cbe43f1814bb6564fb2f18e2cb48252488131033

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=sha256:830f2590bcb359047dbad655a5007456ed9254afc678367b36de7a426f29ac6d

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=sha256:9fd0af0b8fad4fafbec52642edf41c88f1a9c633b3d6f0696a1f65b7d203ad85

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:e49d4f78bb1cfffc0ca1406ce1f8dd72342d0cb183326b536390b96b419eaf04

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=sha256:4e15070e5456065a309e7f02c7d116f9af91b519d1d94672e3139abe8658531b

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=sha256:05ecd1f9c582fb15aacd49fbbdd5fbed20ab88acf1a8a020ac8f2789da08500c

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=sha256:628b51be31e0997011fa750fe210ecb0902c6f5463590a67c570a8ae0b9b1ec2

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=sha256:35743ae401219a744cb6a3e6f02825d457ce76f9c0924d301c0e867da6a65d67

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=sha256:8ac5ce0a191091ab419f6c9688cf2fe7c353251a94b25694b795ca78f7a3d0f9

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:c0c7297fc26383f7716a81748a2be41fe3604e1620bbd52db54de5a794c5392b

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=sha256:4e4461927c70d13fa75a24e9d4250d6450e11d905841f192e5c25473063e5e9f

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=sha256:3815b6207b7e135b1a656e00dcaa6e63635bb082c89e474c3959c9f3cb0194c1

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=sha256:76ba556274c8c62c3e56fe67337c97b14da7cc0e845f985acfa8d54003ccdc0d

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:e0d84065447c7f7a3b100267b35bf83c0f582ea534b582ed5abcce39588642fb

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=sha256:9dec90eb00d9fb5511f3904fb1430fa38ceeb52ad3ddacbad267726d362ab00e

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:bd9ebd2912ef95c8bd02de1804211912698e1d10c7585eb9d4a9c52fd673b9ab

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:b9f5dbc35bb0b754d6c5c0a029fd8b130f3ed8138873f3d2e348239915474e2e

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=sha256:0f4c3f973c2934c9be675d3a5a31f9e0467f1842e31a96e6be4a9a85f77c1031

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=sha256:6b0d1e05bd3c52fe6c5c640054d5dfb282f11d6aeb35096f4ebed6fdeee42d77

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=sha256:78829d9366d07daa960c3775095539592a915c42b5889291d96b3ec45458627f

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=sha256:233058c9c9455d70f619a8949046057823a6926abbd239ef789cb8066fc599e8

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=sha256:48479f18321fffa5880c793be8be7257fccba6ee0d53d73a6a58900d6fa8a779

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:e85c99b8dda6dcb9efe6140d453ed16a71d8ce20e700b0b82d04b93038fff3ec

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=sha256:9d76b2ee0d9dda3dd51afe9856e23d2cecc8f15b5ab088badfc13c369fdd0ad2

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=sha256:74210d224ad73a0beea3feabfcddfb598700605fe5d20bc7532e491b838fc76c

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:d2821e04f4b9b885c5497d675464dc4d5c4c2617ce5cab8abf169ae1b2fe7d42

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=sha256:9759a3617ce284a28b914f956d7f727f5b35ab88fa436d35478dbc511143c3a7

Pith citing papers

No inbound Pith citation observations are available.