Pith. sign in

Paper Citation Record · LEDGER

Large language models for automated scholarly paper review: A survey

As of 22 August 2026, this Paper Citation Record lists 100 of 107 outbound references and 7 inbound Pith citation observations for arXiv:2501.10326.

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

pith.paper-citation-record.v1
2501.10326 v2

Coverage vector

measured 100 of 107 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:16:13.061540Z

measured 107 of 107 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:54:53.097859Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T17:30:00.381563Z

Reference resolution

100 of 107 outbound references displayed

  • verified exact15
  • verified fuzzy13
  • unresolved70
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5ce8359f-e0e5-48ab-bd40-4e7666ddb233 · outbound

This paper cites title Peer Review at Science Journals.

Large language models for automated scholarly paper review: A survey title Peer Review at Science Journals

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.501826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.501826Z digest=sha256:c21bb81f137a950040f888b6b95297f53fdf66603784fbdf887aa95ffd899f90

Observation 4b5a5e04-8490-4006-9a73-70770a256b84 · outbound

This paper cites title FAQ: Can I use AI writing assistants to write my review? https://2023.aclweb.org/blog/review-acl23/#faq-can-i-use-ai-writing-assistants-to-write-my-review.

Large language models for automated scholarly paper review: A survey title FAQ: Can I use AI writing assistants to write my review? https://2023.aclweb.org/blog/review-acl23/#faq-can-i-use-ai-writing-assistants-to-write-my-review

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.507893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.507893Z digest=sha256:dfcbdaaf3050e0a232a88d47c7fde7b8a71db16cf441ec33d870a65ff26b00f4

Observation 4ba2290b-a7dd-441c-93fb-087b62b71c3a · outbound

This paper cites title ACM Peer Review Policy.

Large language models for automated scholarly paper review: A survey title ACM Peer Review Policy

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.513204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.513204Z digest=sha256:dd344c6ae2a9023f82dabfa19dcea8788673073e9b3b3bf009c5a61cec6adacb

Observation 92120dd5-7fd7-4ab9-909f-e27887c2dc60 · outbound

This paper cites title ACM Peer Review Policy Frequently Asked Questions ,.

Large language models for automated scholarly paper review: A survey title ACM Peer Review Policy Frequently Asked Questions ,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.519183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.519183Z digest=sha256:9c69de3afb8c5c6a19c2e6036462d7f610b0faee81cf0188b7eedc78f34475a8

Observation 56d4d1d2-3844-4752-b0c3-18909448ae9c · outbound

This paper cites ( year 2023 ).

Large language models for automated scholarly paper review: A survey ( year 2023 )

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.524416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.524416Z digest=sha256:3c55a8cc83478c5c25474e94a803a3eebbbdc0c44386669b126c1219409d81a7

Observation 31dbb7e2-5879-46f7-9919-66aeae5d0401 · outbound

This paper cites title Ethics for Editors and Reviewers.

Large language models for automated scholarly paper review: A survey title Ethics for Editors and Reviewers

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.530038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.530038Z digest=sha256:a6a7eff9608c1d9ddebdc3e711e22cce6ce92bf1425fe4c74ae6c613ef9ab240

Observation 3008473b-8469-42d8-b000-8f00b37a67c5 · outbound

This paper cites , author Elsayed, M.

Large language models for automated scholarly paper review: A survey , author Elsayed, M

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.536039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.536039Z digest=sha256:4d217f16af0c853af8e6c3c8547671128d9a35adb7593b16346bd837411b8f80

Observation 98eca65c-be46-473f-aeba-057a50aa521f · outbound

This paper cites ( year 2024 ).

Large language models for automated scholarly paper review: A survey ( year 2024 )

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.541046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.541046Z digest=sha256:713dc908ffd86ee989f1bb3b82b882711ba4bab23e2338046ddcaacfdb8787fa

Observation ac8d27ce-9f35-4068-9990-bde86104cfb2 · outbound

This paper cites an unresolved cited work.

Large language models for automated scholarly paper review: A survey Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.546511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.546511Z digest=sha256:2a045f4c58dcf039ac05f618729d8e4591811a7916f86b5c3ce958af58cdb03d

Observation 5f87c2ed-164d-4ec2-8686-17904b6555b7 · outbound

This paper cites , author Dobaria, D.

Large language models for automated scholarly paper review: A survey , author Dobaria, D

Reference 10

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.621435Z

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=2026-08-10T19:16:12.551918Z digest=sha256:3f7bfd83b49b859aa265789246419c622e4b265ce714050ad88b6f7165adc7b1

Observation fd6d9713-f64b-4f47-905a-162b069f1421 · outbound

This paper cites an unresolved cited work.

Large language models for automated scholarly paper review: A survey Unresolved cited work

Reference 11

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.603529Z

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=2026-08-10T19:16:12.558503Z digest=sha256:4334bdfaecaf68b992402fe36d13561119c84c3d2938302e87f7bec70e089178

Observation 9c494b58-13f1-464c-9190-03a94830a085 · outbound

This paper cites Generative Adversarial Reviews: When LLMs Become the Critic.

Large language models for automated scholarly paper review: A survey Generative Adversarial Reviews: When LLMs Become the Critic

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.564222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.564222Z digest=sha256:62e456998984cf669deb932366f21c0d992eba3be2d9e68353ca61328479283e

Observation 930cb67e-c0e3-4f59-8d00-9fea382edef4 · outbound

This paper cites , author Mann, B.

Large language models for automated scholarly paper review: A survey , author Mann, B

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.571693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.571693Z digest=sha256:e77d34dbb6664ec599d7daa7f35da29ef0125d40cc58b0587cd49f6ab21d1d59

Observation 163f964f-7b3c-46f1-92ce-2d2a2f993916 · outbound

This paper cites , author Schlichtkrull, M.

Large language models for automated scholarly paper review: A survey , author Schlichtkrull, M

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.580810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.580810Z digest=sha256:bc1063ae5146f185b3888fe9f0ebe782e69a85e9a8a5b2f484d1b8d88cce871b

Observation a0f176bb-af3b-4134-9315-31de41c8cf2f · outbound

This paper cites an unresolved cited work.

Large language models for automated scholarly paper review: A survey Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.588673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.588673Z digest=sha256:ec3a293120c0c101b883a23baa62ff326a2a4a9a9a553ed18946163340ebb89f

Observation 5afbc2da-19d9-4543-98de-9d4e7fa44c99 · outbound

This paper cites , author Li, Z.

Large language models for automated scholarly paper review: A survey , author Li, Z

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.593949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.593949Z digest=sha256:613a21feb5c9f135b95866e9a6547667a1c71f0870e8624538bb3fbe950bf121

Observation 5b2b5d76-db2f-4810-a84d-2a00ec4a0be5 · outbound

This paper cites , author Ai, Q.

Large language models for automated scholarly paper review: A survey , author Ai, Q

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.599996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.599996Z digest=sha256:5f6252825f0be93802856a46a1fb83d5f6f00b7f28617dd049b06d8d5a225ce6

Observation 259327a1-c21f-4da0-8498-5530dfe7c892 · outbound

This paper cites ( year 2023 ).

Large language models for automated scholarly paper review: A survey ( year 2023 )

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.605017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.605017Z digest=sha256:57f7f52650341e774aa15783726495610f01c1afaccdccaa740b9443c547c92b

Observation fafdb7ac-dacf-4970-86ae-7058938851cc · outbound

This paper cites , author Hayes, M.

Large language models for automated scholarly paper review: A survey , author Hayes, M

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.610057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.610057Z digest=sha256:4400ab7bf67061a14e5060a658fff57962501ae0da465b33c4611b29672faa8f

Observation 2f68cd1d-fe9c-443c-a4b3-b3c9d87c43e6 · outbound

This paper cites ( year 2023 ).

Large language models for automated scholarly paper review: A survey ( year 2023 )

Reference 20

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.571100Z

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=2026-08-10T19:16:12.614997Z digest=sha256:8d843a1eac38de4473e452dd64828eb8f928848d60e85dde0361c356c1f0229f

Observation d995009f-efce-45f7-8b1c-84863ff1946e · outbound

This paper cites an unresolved cited work.

Large language models for automated scholarly paper review: A survey Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.620819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.620819Z digest=sha256:3c1e2175f3abf48af77ed2bc3541f38da33c9683ece5b2f95868a145996d1e1c

Observation 68e0db4b-046e-49f3-971e-eb516ed516a7 · outbound

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

Large language models for automated scholarly paper review: A survey MARG: Multi-Agent Review Generation for Scientific Papers

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.625797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.625797Z digest=sha256:4f99c467e0a7369c37f831b5e5f6338c1d4244573cff5c8d629d2ef2accc534f

Observation 10bcfdb2-7d02-4116-94cd-cd6385a9fb8c · outbound

This paper cites , & author Te'eni, D.

Large language models for automated scholarly paper review: A survey , & author Te'eni, D

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.631281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.631281Z digest=sha256:0ebefa046a16e213fa4551006e438c27c1ad0dbe9036ddfe5ae757e634a4ed7b

Observation f56fefa0-3f0b-4656-bde9-07f0fee61682 · outbound

This paper cites , author Wang, Y.

Large language models for automated scholarly paper review: A survey , author Wang, Y

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.636609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.636609Z digest=sha256:d29e969a016bf7f7cf828de63558313618ea25eef1841fa483afe404e987cb46

Observation 4bb5cc34-0d34-4a48-ab61-6fda79b0e45c · outbound

This paper cites The Llama 3 Herd of Models.

Large language models for automated scholarly paper review: A survey The Llama 3 Herd of Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.642385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.642385Z digest=sha256:6052d25eb5be36a99e6c402c146566805444bb2046175b4ca258f5f248c860e0

Observation 80f924c5-1ee2-4ea1-a4ee-b63a982e951a · outbound

This paper cites , author Kuznetsov, I.

Large language models for automated scholarly paper review: A survey , author Kuznetsov, I

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.648106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.648106Z digest=sha256:8b60758ec85c5cbfeb374429ec610bc7699cdf3a6cf2d7edbc5e990c36fc7cc1

Observation 1824e5c8-bca6-4fb2-8a34-6315dd649f64 · outbound

This paper cites Streamlining the review process: AI-generated annotations in research manuscripts.

Large language models for automated scholarly paper review: A survey Streamlining the review process: AI-generated annotations in research manuscripts

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.653726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.653726Z digest=sha256:5320f9607cc744efede44b109644fd015b3f6a56f4a832c63dc938f5e85ade6d

Observation 6e05e776-8ace-4959-893a-ed8b1fc934dc · outbound

This paper cites , author Ross, A.

Large language models for automated scholarly paper review: A survey , author Ross, A

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.660064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.660064Z digest=sha256:74dcf733689f4952951d1ec3f0c543ab7b94068d3ef7de70d6b0c3e991aacb12

Observation 9818e1c9-79fb-4bfe-a7b2-dacbbda2eda7 · outbound

This paper cites title The use of generative AI and AI-assisted technologies in the journal peer review process.

Large language models for automated scholarly paper review: A survey title The use of generative AI and AI-assisted technologies in the journal peer review process

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.665113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.665113Z digest=sha256:a346cbc08338ee871a854afdb524bb11e7082e88de3bdae0ca2f0ed38ac25620

Observation 5ee7fbeb-d771-4094-9878-2bbdbb27716f · outbound

This paper cites title How to...Review a journal, case study or book proposal ,.

Large language models for automated scholarly paper review: A survey title How to...Review a journal, case study or book proposal ,

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.670267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.670267Z digest=sha256:487e0e04eb8265bbbf022e51118c9a3eeb4c81654f0538a026f0c37beb2c281b

Observation 825907fb-4f14-4476-9eea-5627fd925202 · outbound

This paper cites an unresolved cited work.

Large language models for automated scholarly paper review: A survey Unresolved cited work

Reference 31

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.532089Z

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=2026-08-10T19:16:12.675288Z digest=sha256:c42fb596acd4df3194973af81b650e0264e82bdcd5da5a70f696a70d4b17dd91

Observation 314f1dab-3f11-4a3c-9b66-485dab8d7367 · outbound

This paper cites , author Kendall-Taylor, J.

Large language models for automated scholarly paper review: A survey , author Kendall-Taylor, J

Reference 32

Resolution
verified exact
raw_fallback, observed 2026-08-10T19:16:14.991122Z

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=2026-08-10T19:16:12.680437Z digest=sha256:9d594b0fd64401f4d4e80511768d4fa685a95e0ea8e04cafdfb82882b629bf83

Observation ea7f3c84-cb36-44a7-a147-17ae3de48160 · outbound

This paper cites ( year 2024 ).

Large language models for automated scholarly paper review: A survey ( year 2024 )

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.685615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.685615Z digest=sha256:b28911db39af06f4018fa0a6fd375c3d3df0cd0403d71b58f492f5cfee97ae7b

Observation f035ef05-a8f7-4027-9eff-d116c642cd59 · outbound

This paper cites title Artificial Intelligence to help meet global demand for high-quality, objective peer-review in publishing.

Large language models for automated scholarly paper review: A survey title Artificial Intelligence to help meet global demand for high-quality, objective peer-review in publishing

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.690588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.690588Z digest=sha256:31f62fc65242c491cd92716c44c9d52b3e4645ea9cf801431df4429a2ae27532

Observation bb620848-9d66-4841-9b8a-f6d7d3376336 · outbound

This paper cites title Editorial policies and publication ethics.

Large language models for automated scholarly paper review: A survey title Editorial policies and publication ethics

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.696627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.696627Z digest=sha256:c236f6e10ede0f2531bd4f04e0ea8d6442cd00d8264b767d2987b4bba5c5af0c

Observation c65a737e-1085-46e7-8b29-21d10fc2c334 · outbound

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

Large language models for automated scholarly paper review: A survey Reviewer2: Optimizing Review Generation Through Prompt Generation

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.702461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.702461Z digest=sha256:39869a364cdbb8968596b1d54265fd201817e22a57f70306b96a6f7d836b2ce9

Observation fb3290e7-5755-4fd5-9644-4f4eb3511ebd · outbound

This paper cites , author Gudibande, A.

Large language models for automated scholarly paper review: A survey , author Gudibande, A

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.708010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.708010Z digest=sha256:a2f879067d9502b4cf2980d8a462a59abdc13461d72a4feae23e2b2c19077d29

Observation 3591ed19-ffbd-4d5e-8c1f-6c0e022dd52c · outbound

This paper cites ( year 2024 ).

Large language models for automated scholarly paper review: A survey ( year 2024 )

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.714338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.714338Z digest=sha256:9211b1f8a399cbc0d1d43edc8dcc6f0b35c0035a38df6d792cc63af684b1a1bd

Observation 0ce3fb96-67df-46bb-bc2c-3128d7763f66 · outbound

This paper cites , author Gupta, M.

Large language models for automated scholarly paper review: A survey , author Gupta, M

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.720001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.720001Z digest=sha256:baff42020cb908cc988e4a32d8b20617d9a6055ae6dce538ec8f1f4e611d2983

Observation 067c50b0-abd4-4ea5-b474-fdd17e8783f7 · outbound

This paper cites , author Shang, G.

Large language models for automated scholarly paper review: A survey , author Shang, G

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.725207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.725207Z digest=sha256:088c9a280bf5602c4784a2fb634b41d33426585892aef529eaee19d717bde7a8

Observation 09604072-e124-4e51-9205-3e7150773a6a · outbound

This paper cites Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey.

Large language models for automated scholarly paper review: A survey Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.732572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.732572Z digest=sha256:584cd4abd1684531c93964d5a0d49011490feefb0840a2a8f3e95e964fc96efc

Observation 844422bf-4409-44e8-967f-e653f9e92639 · outbound

This paper cites , & author Horbach, S.

Large language models for automated scholarly paper review: A survey , & author Horbach, S

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.738082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.738082Z digest=sha256:34cd0cab1478505f3993ad0d70f94aa20135034630fabe77bf020889cc919cf0

Observation 7037e74a-0780-4b00-9763-5fa99136719a · outbound

This paper cites , author Yu, W.

Large language models for automated scholarly paper review: A survey , author Yu, W

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.743707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.743707Z digest=sha256:5edda8d3ee467df66f30a01fad65e5d91d4586ce23fae8d1f7806cbb12998715

Observation 9e89ed45-4a26-4511-bf8a-157ad37d058f · outbound

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

Large language models for automated scholarly paper review: A survey OpenReviewer: A Specialized Large Language Model for Generating Critical Scientific Paper Reviews

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.748694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.748694Z digest=sha256:557d0dcba91652b0a63d37926f18412cfee508bc490696e16219b18250867de6

Observation 176b95e1-a2ad-4f29-bd77-bcb93f9ba7ca · outbound

This paper cites title Become an IEEE reviewer.

Large language models for automated scholarly paper review: A survey title Become an IEEE reviewer

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.753795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.753795Z digest=sha256:b61119dca8e0f8386424b841ee3c8a04b2a6b3fe5957c25566e9f762f04124a1

Observation c31d6d69-1abf-424b-9fa9-cdd83b7454a2 · outbound

This paper cites Mistral 7B.

Large language models for automated scholarly paper review: A survey Mistral 7B

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.759001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.759001Z digest=sha256:2f70ab694da051d831279d14a23f71fd0061e5b8b5c681e215d166ed7327c5d1

Observation a61d4c7e-1d87-441e-9102-3eb19eb6862e · outbound

This paper cites , author Ghosal, T.

Large language models for automated scholarly paper review: A survey , author Ghosal, T

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.764277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.764277Z digest=sha256:876063c6b856d7e4fd1101a97955e00f2d351360d46c87e4f62e8fd1f347e273

Observation 4a077cfe-ca7b-4664-929f-b45dbc5b5fb7 · outbound

This paper cites What Can Natural Language Processing Do for Peer Review?.

Large language models for automated scholarly paper review: A survey What Can Natural Language Processing Do for Peer Review?

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.769483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.769483Z digest=sha256:d953fcdeb22c627e78cad87c17cf5f4c246615ea25a94f9682674a8e12a5e864

Observation c6bdcca6-bff5-4350-8f27-b1d1c7e7d520 · outbound

This paper cites , author Kilcher, Y.

Large language models for automated scholarly paper review: A survey , author Kilcher, Y

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.774815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.774815Z digest=sha256:6af37565d648d7eb93cc671bc0ee5bdacc07988ce52ee7035e6de50c41762a4a

Observation a90b80aa-1148-4abb-8000-73ac569598e6 · outbound

This paper cites ( year 2017 ).

Large language models for automated scholarly paper review: A survey ( year 2017 )

Reference 50

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.468388Z

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=2026-08-10T19:16:12.779907Z digest=sha256:1eeaa9e6c3036d1b8df82fe937158982cfa19397f92e8883b78f6e25f79c0c32

Observation 4d79a3c7-efbf-4cb0-80fc-5957b91ed5d3 · outbound

This paper cites The AI Review Lottery: Widespread AI-Assisted Peer Reviews Boost Paper Scores and Acceptance Rates.

Large language models for automated scholarly paper review: A survey The AI Review Lottery: Widespread AI-Assisted Peer Reviews Boost Paper Scores and Acceptance Rates

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.785215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.785215Z digest=sha256:b8c92d05fa33cbe90985fbcab85b30bf903b4f6dfeab47b30ef312b3f87f1241

Observation 38060438-2260-488b-af7c-5fd13397a8f7 · outbound

This paper cites an unresolved cited work.

Large language models for automated scholarly paper review: A survey Unresolved cited work

Reference 52

Resolution
malformed identifier
doi_truncated, observed 2026-08-10T19:16:13.450264Z

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=2026-08-10T19:16:12.791090Z digest=sha256:0b59f3d6f8539f06ea38cfe95d566b6374100d60dc4ada7cadd1a3ba7c302788

Observation 77413437-612c-46cc-b176-59fc5905bc2f · outbound

This paper cites , author Hovy, E.

Large language models for automated scholarly paper review: A survey , author Hovy, E

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.796234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.796234Z digest=sha256:5bd5ff229e005e14921121d2d37213c1d232d8d4555f1db1c351a8ce48c762aa

Observation 9ebff0a1-73cc-4aea-bc6f-8223b3ac8e92 · outbound

This paper cites , author Sun, J.

Large language models for automated scholarly paper review: A survey , author Sun, J

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.801870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.801870Z digest=sha256:1da3499e22f3a29cec9c47fe5b5d82f3d76a074c57f2c03727c55435f4f86d39

Observation 20623bd4-0580-4d1a-934f-5d7a4bc645b0 · outbound

This paper cites SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding.

Large language models for automated scholarly paper review: A survey SciLitLLM: How to Adapt LLMs for Scientific Literature Understanding

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.807292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.807292Z digest=sha256:79713b3e41ea8ce6eeb1c08fbea07e1d885bcd1ba5675174da6be1dbe1ac1106

Observation efc47d45-7dac-4948-8946-8e6bc5086a67 · outbound

This paper cites , author Izzo, Z.

Large language models for automated scholarly paper review: A survey , author Izzo, Z

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.401786Z

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=2026-08-10T19:16:12.812768Z digest=sha256:9febbdb4dd903d0fbf89312e33dec86878d90e4d986fe9a146f0580cf85a8174

Observation 04ba87ab-b3ad-4a55-a493-c845eb5b6c67 · outbound

This paper cites Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publications.

Large language models for automated scholarly paper review: A survey Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publications

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.818208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.818208Z digest=sha256:0d30d85e36a309d23462dda4a5fcec97229b7d364e644156738736fa1fc2f086

Observation 38f15b5c-6997-4242-9e92-c06d24c54e61 · outbound

This paper cites , author Song, J.

Large language models for automated scholarly paper review: A survey , author Song, J

Reference 58

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T19:16:14.768433Z

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=2026-08-10T19:16:12.824155Z digest=sha256:39d6be02bf73c6b6e3a7092b8dcf57aa2832091809cb7b198534529f01e60952

Observation 7e93dd39-09e1-428d-a8e3-e3e279d64ca5 · outbound

This paper cites , author Song, J.

Large language models for automated scholarly paper review: A survey , author Song, J

Reference 59

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.407498Z

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=2026-08-10T19:16:12.829369Z digest=sha256:d2c0dcfb546b5d792c75d85b42a5dbbb7d99aa3412efc7b4221037b806004fc8

Observation a1299591-bc5b-4f47-9bd9-b0decbc7fd1a · outbound

This paper cites , author Wang, Y.

Large language models for automated scholarly paper review: A survey , author Wang, Y

Reference 60

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.390333Z

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=2026-08-10T19:16:12.834742Z digest=sha256:2e7b432e7599f2844477203f23a0a2b7e719f43c87ee6193023e06d22065877f

Observation 75804af5-6692-43a8-9acf-4ee926d59c4b · outbound

This paper cites , & author Shah, N.

Large language models for automated scholarly paper review: A survey , & author Shah, N

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.382327Z

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=2026-08-10T19:16:12.840526Z digest=sha256:b1e2179c78f2045c824f33cbae23c5fa1d3d455590e32c8a3c73da206b018ae9

Observation 649acddf-a04c-420d-8108-370229f5ec82 · outbound

This paper cites , & author Hsiao, S.

Large language models for automated scholarly paper review: A survey , & author Hsiao, S

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.365382Z

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=2026-08-10T19:16:12.845918Z digest=sha256:f25c91093b3892d549595399508e113a01f8b6c905130c027f805b7503f5dffb

Observation f0402fcd-d873-445a-ab73-7f669d75ea20 · outbound

This paper cites , author Hellen, N.

Large language models for automated scholarly paper review: A survey , author Hellen, N

Reference 63

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.372361Z

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=2026-08-10T19:16:12.851385Z digest=sha256:4f1a7e6a5c317bf1358651d1e23d76b89be0aa0e0d5434100398f0fd9fd11ab9

Observation 8471ef95-6b2b-4f6e-881b-38ad2d0f6ccc · outbound

This paper cites title Guidelines for Reviewers.

Large language models for automated scholarly paper review: A survey title Guidelines for Reviewers

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.349144Z

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=2026-08-10T19:16:12.856986Z digest=sha256:356c02b4eba0158a0ac9bcd7796bbe062ed9489d3fcd63be44a0108d15c12583

Observation facd4eb5-003a-4e0d-99f0-03ffa5d33978 · outbound

This paper cites , author Mathur, A.

Large language models for automated scholarly paper review: A survey , author Mathur, A

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.862871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.862871Z digest=sha256:994d4224f7e9af017d530c736d4e4c08efb4e4648e81c96252ba56ad38197197

Observation 44f209ce-9f68-495f-8fe1-164aa461ca27 · outbound

This paper cites an unresolved cited work.

Large language models for automated scholarly paper review: A survey Unresolved cited work

Reference 66

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.354051Z

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=2026-08-10T19:16:12.869457Z digest=sha256:7d5fb5bfa8025067c490aa0bb7097ae1d970d59e9b9c8627e409ae337d59eee3

Observation 667e7d12-ec55-461a-a993-d462d69c43a7 · outbound

This paper cites ( year 2024 ).

Large language models for automated scholarly paper review: A survey ( year 2024 )

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.332617Z

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=2026-08-10T19:16:12.874422Z digest=sha256:2bbfabf22125c1c513d5745f6002e2c4a7694fa0d68d80d25d8e46a9fdb0bfe7

Observation 2b01f9b8-4208-4f30-a36c-e136e6f812b2 · outbound

This paper cites , author Blackbourn, H.

Large language models for automated scholarly paper review: A survey , author Blackbourn, H

Reference 68

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.336131Z

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=2026-08-10T19:16:12.879528Z digest=sha256:9e967dcc55315f79081dcf6242fb56d31aef3683f6d627997317466e3bd557ef

Observation 964e7ea9-f907-44f3-b9ab-e36b0e205a86 · outbound

This paper cites title Introducing ChatGPT.

Large language models for automated scholarly paper review: A survey title Introducing ChatGPT

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.316375Z

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=2026-08-10T19:16:12.884799Z digest=sha256:fc79e3675f704095857f373cabba27acf481546873755800bb56013a2c7cf456

Observation 8efc287b-0e85-48d4-8c76-f3503a888d65 · outbound

This paper cites GPT-4 Technical Report.

Large language models for automated scholarly paper review: A survey GPT-4 Technical Report

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.890068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.890068Z digest=sha256:3d00060b4f13e13e43ebfb3e323f1395a72b6ddbc0f6ddfd6c20dcafacecba01

Observation 56451595-6997-43c8-bddc-bab1a6a942ea · outbound

This paper cites RWKV: Reinventing RNNs for the Transformer Era.

Large language models for automated scholarly paper review: A survey RWKV: Reinventing RNNs for the Transformer Era

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.895800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.895800Z digest=sha256:158d1951089ca2cea08cb7f4a6261dbd68b58412b668f8ec8013f09ca732c922

Observation a6bd4b77-48e4-4e67-8675-7cb29822255d · outbound

This paper cites an unresolved cited work.

Large language models for automated scholarly paper review: A survey Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:16:15.299893Z

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=2026-08-10T19:16:12.901742Z digest=sha256:c42c8fb61d07e8e299f0f7cf6fbe580e89b260804bbd04d860556e4a65e7b9d1

Observation 9932a30b-4462-442f-84d7-9f7bba250da7 · outbound

This paper cites ( year 2024 b ).

Large language models for automated scholarly paper review: A survey ( year 2024 b )

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.281214Z

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=2026-08-10T19:16:12.907416Z digest=sha256:ff113f799253acfcf7237b119b47526268205b936b510d8720204c2042c8ef37

Observation 646a90c3-8088-4e8c-bf46-35a600952ba2 · outbound

This paper cites , author Lauscher, A.

Large language models for automated scholarly paper review: A survey , author Lauscher, A

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.912885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.912885Z digest=sha256:32bcbafdddf0d0400f99d6a1f550ef852c59bf6850fb395d1a0b7f9edea0e161

Observation 88ee51ef-9bf7-40b4-adbb-be8ed491cf47 · outbound

This paper cites GPT4 is Slightly Helpful for Peer-Review Assistance: A Pilot Study.

Large language models for automated scholarly paper review: A survey GPT4 is Slightly Helpful for Peer-Review Assistance: A Pilot Study

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.918300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.918300Z digest=sha256:49e7b33c5f44cf97046c425acf32fb886cdaac458ee0409124d41f5610aa6257

Observation 916f0cdf-fdaf-4d10-9460-3cf6c4a8ae10 · outbound

This paper cites , author Mesgar, M.

Large language models for automated scholarly paper review: A survey , author Mesgar, M

Reference 76

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.306214Z

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=2026-08-10T19:16:12.924013Z digest=sha256:a53aecd7a5b0147e40ca2ccc36f92de9f7568cfba0cd38dc7fb0e767ed012e6a

Observation 586651cb-ff85-4e46-89dc-148e70109bf6 · outbound

This paper cites , author Jenko, N.

Large language models for automated scholarly paper review: A survey , author Jenko, N

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.929600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.929600Z digest=sha256:b30b30b085efae1ed9546ffc27b66b3c914e59e50ae2b100e4bbf40654151323

Observation 87bbc41c-26e3-484b-abaa-5b239fe04163 · outbound

This paper cites title Using AI in peer review and publishing.

Large language models for automated scholarly paper review: A survey title Using AI in peer review and publishing

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.263432Z

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=2026-08-10T19:16:12.934790Z digest=sha256:3475a326dd759623f86e51c215821a10508b9fecc8b4a35468926de234fdd99b

Observation 7f3c01d7-e0c2-4174-ad53-31c01f9257bc · outbound

This paper cites A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications.

Large language models for automated scholarly paper review: A survey A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.939948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.939948Z digest=sha256:b75d60eb4ff380da7bf118dfd35e71c16e09aaded3307d7a04836247dd5cc7ac

Observation 4c65fd85-022c-433c-8596-f2c51fc0d58c · outbound

This paper cites The emergence of Large Language Models (LLM) as a tool in literature reviews: an LLM automated systematic review.

Large language models for automated scholarly paper review: A survey The emergence of Large Language Models (LLM) as a tool in literature reviews: an LLM automated systematic review

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.945335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.945335Z digest=sha256:7f27b21b4e26aa8980d6d78d8da3735b96e869f57fb922281482534d629871c6

Observation 538d1c29-4b4d-4d32-8faf-45ab3f5296be · outbound

This paper cites , author Strinzel, M.

Large language models for automated scholarly paper review: A survey , author Strinzel, M

Reference 81

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.288179Z

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=2026-08-10T19:16:12.952584Z digest=sha256:1329889a44ad9bee49bd7df2191ea8f01e64d5c7b7ec9eb23696a444674888de

Observation d382d192-713e-4dab-92ab-500c22722d32 · outbound

This paper cites , author Habibnia, H.

Large language models for automated scholarly paper review: A survey , author Habibnia, H

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.958210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.958210Z digest=sha256:ec24f9ee3658d576c6a1f3139eb85088bf2a61aac7e0b73e892221f93113c110

Observation 28aa6197-21f0-4369-99fd-c921691054d5 · outbound

This paper cites , author Biller-Andorno, N.

Large language models for automated scholarly paper review: A survey , author Biller-Andorno, N

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.963417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.963417Z digest=sha256:c2cc67c8bf3cf4cdd7bce0927974725bf182f6cbded3e5134d786ba1b4262c5b

Observation 207c03f3-3173-4682-9dc4-05222c691bfc · outbound

This paper cites , author Wang, G.

Large language models for automated scholarly paper review: A survey , author Wang, G

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.247139Z

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=2026-08-10T19:16:12.969143Z digest=sha256:7c01dd4fd4f9ee38bd84eb5ae90388acbc9f6912de34014876240b3112a090f5

Observation 3769b72e-a7a5-4768-a920-2ea86ce08b72 · outbound

This paper cites Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research.

Large language models for automated scholarly paper review: A survey Speculative Exploration on the Concept of Artificial Agents Conducting Autonomous Research

Reference 85

Resolution
verified exact
local_arxiv, observed 2026-08-10T19:16:13.815043Z

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=2026-08-10T19:16:12.974271Z digest=sha256:b17abaec49ff13a56736a03efdf2e5cbebcd5dbac5fb8a00cec026b7a7a837fd

Observation b231a38c-bed5-425b-9152-754182f8ea59 · outbound

This paper cites Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions.

Large language models for automated scholarly paper review: A survey Peer Review as A Multi-Turn and Long-Context Dialogue with Role-Based Interactions

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.980015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.980015Z digest=sha256:31c358b9d8cb4978a0466b33aa87cc0a661e80a23938c84650a5e6ac71257f25

Observation fc34f902-e917-426f-9b5a-778f2714428d · outbound

This paper cites , author Gulrajani, I.

Large language models for automated scholarly paper review: A survey , author Gulrajani, I

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.230060Z

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=2026-08-10T19:16:12.985944Z digest=sha256:5822cec988d85820cf7ee17660922addcbcbeb5a9ac7ad1538c150bc1e5dcacb

Observation 5a8c9d31-f182-47a3-9b3c-f23d72f69d13 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Large language models for automated scholarly paper review: A survey Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.991066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.991066Z digest=sha256:8792d569a06d3ddc8445d787cc8fd28ff101288cc3c3612560d5d1a4d93d3da2

Observation 5912a81b-91c8-40a7-b97e-28081797b5fc · outbound

This paper cites ( year 2024 ).

Large language models for automated scholarly paper review: A survey ( year 2024 )

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:12.996940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:12.996940Z digest=sha256:adad0f0cbd938df1f4e2816764bea334fa483bb8ef3282f52e9cbeafa72feb5d

Observation e3a650b2-b193-45cb-bc99-c7d1e6e454a7 · outbound

This paper cites , & author Cui, A.

Large language models for automated scholarly paper review: A survey , & author Cui, A

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.211846Z

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=2026-08-10T19:16:13.002180Z digest=sha256:73e13eccdc605acf45436dce447f3c995e8bf8e08658e50a15485490afc2a520

Observation bf41adec-16ac-4391-ae93-546328dd7816 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Large language models for automated scholarly paper review: A survey LLaMA: Open and Efficient Foundation Language Models

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:13.007242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:13.007242Z digest=sha256:ee9a52812d139ca3f1f34f188cdd4fd5fdfd0fdc4a38c3b8a57ba700d8c4be20

Observation 58979618-fb4d-4e63-9ca7-03387bd98cca · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Large language models for automated scholarly paper review: A survey Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:13.012479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:13.012479Z digest=sha256:104435d83a99efb0b7080e2337f895e5289636a39326d1e03e9bb0b859157cb4

Observation 55e5420c-f446-469c-b691-0aa204c72e1d · outbound

This paper cites AI-Driven Review Systems: Evaluating LLMs in Scalable and Bias-Aware Academic Reviews.

Large language models for automated scholarly paper review: A survey AI-Driven Review Systems: Evaluating LLMs in Scalable and Bias-Aware Academic Reviews

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:13.017898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:13.017898Z digest=sha256:aeb80adce090aec5ad12a53aeb87ecaa8b12e5b09824c518418f16351616f6f5

Observation f769793c-5228-45cf-b639-a08568fca2f3 · outbound

This paper cites Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies.

Large language models for automated scholarly paper review: A survey Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:13.025886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:13.025886Z digest=sha256:24d9e2a1787c76401bbee96618224620b29d760c8f55f32e4a2a41d1a4015449

Observation b4d6841e-6616-4d39-9b1b-fdd1e37ae902 · outbound

This paper cites ( year 2024 ).

Large language models for automated scholarly paper review: A survey ( year 2024 )

Reference 95

Resolution
verified exact
doi, observed 2026-08-10T19:16:13.206917Z

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=2026-08-10T19:16:13.031902Z digest=sha256:0c230da4e526073ed921a97f19396a0f7c64b97a64b96eff90f09607b26fc8fb

Observation 9179455f-a768-40b4-8e0f-b9e92c40e4dd · outbound

This paper cites title The role of Artificial Intelligence in Research Exchange.

Large language models for automated scholarly paper review: A survey title The role of Artificial Intelligence in Research Exchange

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.192636Z

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=2026-08-10T19:16:13.037721Z digest=sha256:da8a170e0b5a059b3f60974ce550ac67269fb544d203536df239de46fb56e025

Observation b233541f-c2bb-4d6d-b787-0414e5b6b047 · outbound

This paper cites Baichuan 2: Open Large-scale Language Models.

Large language models for automated scholarly paper review: A survey Baichuan 2: Open Large-scale Language Models

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:13.043375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:13.043375Z digest=sha256:432013e45b8f2af561bfb808622ff2c954eebaac0ec45eb21d37c63a349b17b0

Observation 0a78aa03-d86f-47a5-82c8-df42ebe8fdb7 · outbound

This paper cites Qwen2 Technical Report.

Large language models for automated scholarly paper review: A survey Qwen2 Technical Report

Reference 98

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:13.049022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:13.049022Z digest=sha256:1140547643461228a14e2474e9e929b6ecf414d24a892b5da84da88df72a1542

Observation d064c731-60b9-4d51-b4e1-d01eb963dd1f · outbound

This paper cites A Survey on Multimodal Large Language Models.

Large language models for automated scholarly paper review: A survey A Survey on Multimodal Large Language Models

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-10T19:16:13.055955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:16:13.055955Z digest=sha256:8b18c1293d85781e9047584a29e2a82292b21c7217ede53816d930372ed48608

Observation 7fb53a9a-a546-40ab-b7cc-fd409a560e0c · outbound

This paper cites , author Ding, Z.

Large language models for automated scholarly paper review: A survey , author Ding, Z

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:16:15.174104Z

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=2026-08-10T19:16:13.061540Z digest=sha256:8dfec377715c22735f01b59d53bd2f80502af075db81277cd4c71929e0654987

Pith citing papers

Observation ed57eeae-3ed3-4a88-adf8-cdb41f03d65c · inbound

REMOR: Automated Peer Review Generation with LLM Reasoning and Multi-Objective Reinforcement Learning cites this paper.

REMOR: Automated Peer Review Generation with LLM Reasoning and Multi-Objective Reinforcement Learning Large language models for automated scholarly paper review: A survey

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T20:54:53.097859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:54:53.097859Z digest=sha256:b0306b10b159f310c3d2ce5bc3baa672f2de6e8d131338246b3dcfb9099201a7

Observation e6bbf9bf-06e2-4dfe-b62b-952e2ffd87bb · inbound

Research quality evaluation by AI in the era of Large Language Models: Advantages, disadvantages, and systemic effects cites this paper.

Research quality evaluation by AI in the era of Large Language Models: Advantages, disadvantages, and systemic effects Large language models for automated scholarly paper review: A survey

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T05:30:32.657211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:30:32.657211Z digest=sha256:93c7c7f938195b1c4677f692ad4a8172a127c4877bf6b4bd091450fc2267a590

Observation 189e0bee-cb4a-4f1d-9a81-a4d8a018c60d · inbound

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

How Far Are AI Scientists from Changing the World? Large language models for automated scholarly paper review: A survey

Reference 215

Resolution
unresolved
no resolver link, observed 2026-08-06T10:55:15.211046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T10:55:15.211046Z digest=sha256:5478bb679d55a5a9ea0c1e3afc47b1f506f7ad42717a4db954007142bf838f0e

Observation b03c5f7f-e200-42b8-b26c-ef5d62eadd70 · inbound

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution cites this paper.

ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution Large language models for automated scholarly paper review: A survey

Reference 113

Resolution
verified exact
arxiv_id, observed 2026-05-16T13:58:58.844418Z

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=2026-05-16T13:58:58.627748Z digest=sha256:1d2c540708f307e68867ab9c8d2e2546b6e5ee89b5707490f2b817266b48450a

Observation 9b3894bd-83f3-4ce0-9c62-95f361fbc32a · inbound

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

PeerCheck: Enhancing LLM-Generated Academic Reviews Towards Human-Level Quality Large language models for automated scholarly paper review: A survey

Reference 76

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T04:09:34.587014Z

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=pdf_text observed=2026-06-26T17:12:38.192534Z digest=sha256:693dc1b21f3c2c7903f5c853e9fc4d6ff724589a61b537ed75823c046baf273f

Observation 060bf4f5-f953-40ca-8627-b8ae0a9d21ef · inbound

Sakana Fugu Technical Report cites this paper.

Sakana Fugu Technical Report Large language models for automated scholarly paper review: A survey

Reference 149

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:29:38.214679Z

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=2026-06-26T14:22:37.596720Z digest=sha256:509843689e2d6000ec61d7245fc1649ad096492d8ec0871ca24d2d3d9ca4f790

Observation 3f887fac-01eb-4ce2-a138-52f14772ed70 · inbound

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

LLM-Based Scientific Peer Review: Methods, Benchmarks, and Reliability Challenges Large language models for automated scholarly paper review: A survey

Reference 78

Resolution
verified exact
arxiv_id, observed 2026-07-04T17:30:00.383230Z

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=pdf_text observed=2026-06-25T23:39:34.179789Z digest=sha256:6544cf325c1c1488693ed8fe3b2d18a489cde253596b915f95b3c54b4f9cfb82