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Paper Citation Record · LEDGER

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences

As of 21 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2412.03531.

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

pith.paper-citation-record.v1
2412.03531 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:21:05.346603Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:35:20.255430Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T23:35:25.441972Z

Reference resolution

22 of 22 outbound references displayed

  • verified exact1
  • verified fuzzy7
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 850d3953-ace1-451b-956c-54a9e7c1a74d · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.794640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.228686Z digest=sha256:c20125d977a2c83f199f7f4181a804b8a3bbac167d8f37cfe6f1ec732ea36ca2

Observation 26e76efa-e6ec-42cc-9804-4684750aa1a2 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.777834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.235135Z digest=sha256:7d01a63ce4986cfd7432d57a3b7b4dcb07a0a26603d5e413a89b6f812bfc28de

Observation 0179f26e-d331-486e-8f81-baf49f460f2b · outbound

This paper cites M., Chen, J.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences M., Chen, J

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:21:05.761528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.240252Z digest=sha256:7951ba2906dc2372380987b99724cb3b3b537cc249374a0a4c6dc574ad9c360d

Observation 2bcf5680-6498-454f-acdd-9aafac8de44f · outbound

This paper cites Artificial Intelligence for Literature Reviews: Opportunities and Challenges.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Artificial Intelligence for Literature Reviews: Opportunities and Challenges

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T22:21:05.245493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:21:05.245493Z digest=sha256:0652882270883ed0f136ffbcd162385f5b8be7462e68b80bd343ae2dd6a7fb35

Observation df66df43-a907-4531-b6a2-a7dd5f7f07f7 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.742879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.251956Z digest=sha256:4fddd09b1e3cd80a38ffc78c16be45ae7b8aa263cc704afd10cfe3c01383b762

Observation 6e9d26e6-f499-493b-88a1-8e860fb43e43 · outbound

This paper cites and Bittermann, A.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences and Bittermann, A

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:21:05.727645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.257736Z digest=sha256:7ac0aa9901e67899b8ab9e4a48b93c3c9aaeb4b9c077350dc74d8bbd070b25b2

Observation 04ec33c4-9857-4ecf-ab68-f87bb455d871 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.711163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.263219Z digest=sha256:ecbce911d7d4a6e407d4af26b4428cefcaf7b266709b580d59f0b20b21e77be5

Observation bbab0df7-c0f3-4355-98fa-f261bdac9a2f · outbound

This paper cites A., and Jain, A.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences A., and Jain, A

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:21:05.695555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.269206Z digest=sha256:35ba00e69ba22df54c9a033b13dd73a7343b4c4380296048f97ead76d6ef20db

Observation 24b72851-be2f-4a76-bd2f-f4977b476184 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.677111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.274309Z digest=sha256:f2cd64de8126ff94413f716e9e35adfdb51f1d3af89f411ff9c10e4d2d61fa99

Observation da0ce2d7-f128-4012-81fd-0b76b730f3dd · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.658837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.279113Z digest=sha256:3c67a3b0eb1a7070ab171f48e294fdc08519a23305badc26b5fa8f1a727ea65d

Observation af06fe9c-8bd8-4c06-a6f3-4a4486461ea9 · outbound

This paper cites Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language Models.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language Models

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:21:05.412320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.283839Z digest=sha256:2222a52d429a1a71c0bea0f3cf353fb964f6508c68b1ed730ce633e5145807d6

Observation 47bf7438-679c-4428-93de-9998b2ce7a73 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.641117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.289582Z digest=sha256:2f8ccf8799f00f86dd72e8d172bcfa27e63e92c601200a522993749581232a38

Observation c8a6ed20-1bf9-427e-9640-ad1116edd591 · outbound

This paper cites J., Thomas, J., and Higgins, J.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences J., Thomas, J., and Higgins, J

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:21:05.623101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.294951Z digest=sha256:b3894fa511da9d355e5fb930c3cf9b0d3658765d5f8fa54e75c8b3ce2c594cc2

Observation 51716b1b-26a5-4d6c-968a-1bebc23a6d30 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.606632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.299925Z digest=sha256:2bb5427cf130ff84f72e9c2a2ec5be3910fc177f53e8cb0ccff89e917e7104e1

Observation 6427b20f-01e6-4044-b87a-10b2239a1631 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.590903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.304840Z digest=sha256:51b525eaa8ec0e95348655da356c03c80f70ce7ff9c2749475458be61d341e70

Observation a43c6f42-1a0b-40cb-b96c-912eb5073c67 · outbound

This paper cites and Hristovski, D.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences and Hristovski, D

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:21:05.575247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.309693Z digest=sha256:50cda54b07d36b3b8ccb0da920e46fd6d30771c8daf3df2f10558801c68ef5ef

Observation dd4952e3-f429-4340-ab8d-090b3d804fbd · outbound

This paper cites S., Xia, A., and Barzilay, R.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences S., Xia, A., and Barzilay, R

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:21:05.555987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.314287Z digest=sha256:9b91191a659635df8bae0d94f7ac1e509a922bf18f564f0ec92d79ed80ff3744

Observation e1107ec1-e9d4-444c-9859-9ca763776853 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.535600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.318949Z digest=sha256:c331792add598766465db0d6f60fdf00ac983f68f607046e21ba05ea5506651b

Observation 20044615-e770-4ac8-a8bc-dca8be28611c · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.513032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.323783Z digest=sha256:8cbbb8a35b683fddc05a9e5081cb0582b1d05ec9b740058210563a30f8b0e846

Observation 2b1e9c30-9162-4689-a4c4-ff866b9cba95 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.493535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.328881Z digest=sha256:2c1cbbae903073a4df304457388e9201521f9fa09c7d9e6b88de80c819a6234d

Observation 5bb5f963-d264-4ea9-8a7d-b569be8f7862 · outbound

This paper cites A., Tzou, P.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences A., Tzou, P

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:21:05.473923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.333843Z digest=sha256:9dc0b7bf3222cf46402ff7bda2a01fd76f15334f5451edbb18ef55d83fa89cac

Observation 8885dec6-58aa-4bcc-a6bf-75e437debdc1 · outbound

This paper cites an unresolved cited work.

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-11T22:21:05.453628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T22:21:05.346603Z digest=sha256:379b11c2dea7b712be912f896e5fe7db964ead19a1ada2d6d863e0c6150ab9d6

Pith citing papers

Observation 609e1cef-5e31-42e3-9b6c-3fa5f02970e6 · inbound

Context-Aware Scientific Knowledge Extraction on Linked Open Data using Large Language Models cites this paper.

Context-Aware Scientific Knowledge Extraction on Linked Open Data using Large Language Models A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-06T23:35:25.506679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T23:35:20.255430Z digest=sha256:63a7f0c949a38add2640b04e47eb326bfa5fa4167aa4a1bf81045936071ed569