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Paper Citation Record · LEDGER

Mapping Scientific Literature with Large Language Models and Topic Modeling

As of 11 August 2026, this Paper Citation Record lists 100 of 121 outbound references and 0 inbound Pith citation observations for arXiv:2510.16152.

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

pith.paper-citation-record.v1
2510.16152 v2

Coverage vector

measured 100 of 121 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:21:23.956778Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

100 of 121 outbound references displayed

  • verified exact26
  • verified fuzzy0
  • unresolved70
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aa4057dd-9753-4afa-8697-2bd5190134b2 · outbound

This paper cites Public understanding of science versus public understanding of research.Public Understanding of Science, 10(4):421–426, 2001.

Mapping Scientific Literature with Large Language Models and Topic Modeling Public understanding of science versus public understanding of research.Public Understanding of Science, 10(4):421–426, 2001

Reference 1

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doi, observed 2026-08-04T09:23:34.578328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:13.618033Z digest=sha256:680c0f5cc5c0f3dbb0c0f9c0e402118853cd709e7ddb805d082974725d6a1336

Observation f32b9a75-565c-4c0d-8377-e40e4336e1ac · outbound

This paper cites Public Communication of Science in Blogs: Recontextualizing Scientific Discourse for a Diversified Audience.Written Communication, 30(4):428–457, 2013.

Mapping Scientific Literature with Large Language Models and Topic Modeling Public Communication of Science in Blogs: Recontextualizing Scientific Discourse for a Diversified Audience.Written Communication, 30(4):428–457, 2013

Reference 2

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verified exact
doi, observed 2026-08-04T09:23:34.351146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:13.691982Z digest=sha256:577c5919259a364d47f4e9fd76f7bff1635ddc714a486902407c5647c8a24f22

Observation f1c51208-8e9a-4895-b14a-6e461781d329 · outbound

This paper cites Measuring mumbo jumbo: A preliminary quantification of the use of jargon in science communication.Public Understanding of Science, 23(5):528–546, 2014.

Mapping Scientific Literature with Large Language Models and Topic Modeling Measuring mumbo jumbo: A preliminary quantification of the use of jargon in science communication.Public Understanding of Science, 23(5):528–546, 2014

Reference 3

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doi, observed 2026-08-04T09:23:34.216213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:13.820987Z digest=sha256:e03f40fbd87ed4d7c3892f40dc5fd693e6df9684867efc856223e98158bebef4

Observation 4f33134e-c6fc-4498-8373-6a68ff0591b5 · outbound

This paper cites Personalized Jargon Identification for Enhanced Interdisciplinary Communication.

Mapping Scientific Literature with Large Language Models and Topic Modeling Personalized Jargon Identification for Enhanced Interdisciplinary Communication

Reference 4

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verified exact
local_arxiv, observed 2026-08-04T09:23:34.090913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:13.955309Z digest=sha256:cfadc02a01771203a9bb44b351c78dec1585e1b6bd3abfd637c083dd84b03183

Observation d0db9cb2-b504-4623-b648-ea06dcd1059a · outbound

This paper cites Assessing what to address in science communication.Proceedings of the National Academy of Sciences, 110:14062–14068, 2013.

Mapping Scientific Literature with Large Language Models and Topic Modeling Assessing what to address in science communication.Proceedings of the National Academy of Sciences, 110:14062–14068, 2013

Reference 5

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doi, observed 2026-08-04T09:23:33.973351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:14.070830Z digest=sha256:ef02b64a810bdafccb48cb0b5d609e0ad6629be7295f606acb056a8e8a08c5d2

Observation 2d390a3f-3b1c-406e-8ee2-86405f7b776d · outbound

This paper cites From complexity to clarity: How AI enhances perceptions of scientists and the public’s understanding of science.PNAS Nexus, 3(9):pgae387, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling From complexity to clarity: How AI enhances perceptions of scientists and the public’s understanding of science.PNAS Nexus, 3(9):pgae387, 2024

Reference 6

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no resolver link, observed 2026-08-04T09:21:14.184668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:14.184668Z digest=sha256:c3229385c8868b095d1054c54ed3e5e0af9581fd4966106a94f409ffcdf64c89

Observation 4bc9a81f-5718-4be5-97b5-fc17b0884c1a · outbound

This paper cites Lay summaries needed to enhance science communication.Proceedings of the National Academy of Sciences, 112(12):3585–3586, 2015.

Mapping Scientific Literature with Large Language Models and Topic Modeling Lay summaries needed to enhance science communication.Proceedings of the National Academy of Sciences, 112(12):3585–3586, 2015

Reference 7

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doi, observed 2026-08-04T09:23:33.717542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:14.344281Z digest=sha256:f2e53649698194cb96be6870718aa37d6d155b079e54b1fd62dd77910985bee3

Observation d13426c2-3d10-4bde-9ddf-709763c94ac1 · outbound

This paper cites Improving accessibility of scientific research by artificial intelligence—An example for lay abstract generation.Digital Health, 9, 2023.

Mapping Scientific Literature with Large Language Models and Topic Modeling Improving accessibility of scientific research by artificial intelligence—An example for lay abstract generation.Digital Health, 9, 2023

Reference 8

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verified exact
doi, observed 2026-08-04T09:23:33.562282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:14.465912Z digest=sha256:028ccc3f08a596870f1fbd40cd8d4d0c6e1538eb493a88e60a207bb8abd2446b

Observation 7b1855e2-37eb-4ccf-9a65-25e54fdb834d · outbound

This paper cites Automated Lay Language Summarization of Biomedical Scientific Reviews.

Mapping Scientific Literature with Large Language Models and Topic Modeling Automated Lay Language Summarization of Biomedical Scientific Reviews

Reference 9

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local_arxiv, observed 2026-08-04T09:23:33.435352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:14.550351Z digest=sha256:d0d5f1d97b8cf77ab577a76266e2a742f047f5009b6da4d357cfcb48171f0917

Observation 1c4ce468-db83-46e9-b600-89010ef1f000 · outbound

This paper cites Charting the course for PNAS.Proceedings of the National Academy of Sciences, 105(8): 2755–2756, 2008.

Mapping Scientific Literature with Large Language Models and Topic Modeling Charting the course for PNAS.Proceedings of the National Academy of Sciences, 105(8): 2755–2756, 2008

Reference 10

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:14.643765Z digest=sha256:a5ea92ee26d7830200b57c191a8586ed102c3956a8a02895ce5ab7686408acfd

Observation 49c5ab42-8182-4e7c-925b-569b80ea5954 · outbound

This paper cites Impact, not impact factor.Proceedings of the National Academy of Sciences, 112(26):7875–7876,.

Mapping Scientific Literature with Large Language Models and Topic Modeling Impact, not impact factor.Proceedings of the National Academy of Sciences, 112(26):7875–7876,

Reference 11

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source=pdf_text observed=2026-08-04T09:21:14.738046Z digest=sha256:416a7473a4cb94e41c31f47bd707f7adef31e759418c37547b40808a94dac972

Observation 4f75cebb-9b39-420b-84e5-59a21fcfa35f · outbound

This paper cites Mapping knowledge domains.Proceedings of the National Academy of Sciences, 101:5183–5185, 2004.

Mapping Scientific Literature with Large Language Models and Topic Modeling Mapping knowledge domains.Proceedings of the National Academy of Sciences, 101:5183–5185, 2004

Reference 12

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doi, observed 2026-08-04T09:23:32.921592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:14.918393Z digest=sha256:4143db80cf5f525a5b7c49900580f721e467f2183d652254ca9e53a9494891ae

Observation 41901cff-1c5d-4b08-b59c-96fb875f38d5 · outbound

This paper cites Science communication reconsidered.Nature Biotechnology, 27(6):514–518, 2009.

Mapping Scientific Literature with Large Language Models and Topic Modeling Science communication reconsidered.Nature Biotechnology, 27(6):514–518, 2009

Reference 13

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doi, observed 2026-08-04T09:23:32.794086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:15.000684Z digest=sha256:93e90bf1814c8540631c269e51488e50d24fbc0a65cba7ea87a7250046a63a32

Observation 436e8bfd-01ea-4ad2-920b-92a81b75c00f · outbound

This paper cites Mapping research trends from 35 years of publications in Distance Education.Distance Education, 37(3):245–269, 2016.

Mapping Scientific Literature with Large Language Models and Topic Modeling Mapping research trends from 35 years of publications in Distance Education.Distance Education, 37(3):245–269, 2016

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:15.087520Z digest=sha256:9aea29d3a63564395f5dd59f75d0b3c3f9cc2f0f78e41eef6f98de81c0cf5d13

Observation 33e334f8-fcd5-469f-bb6e-fbe0b3f627b3 · outbound

This paper cites Meta-research: Why research on research matters.PLoS Biology, 16(3):e2005468, 2018.

Mapping Scientific Literature with Large Language Models and Topic Modeling Meta-research: Why research on research matters.PLoS Biology, 16(3):e2005468, 2018

Reference 15

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source=pdf_text observed=2026-08-04T09:21:15.183544Z digest=sha256:8b3122b951ea76379204d41035316cbba95667a0ced2fb89a0f5428487627b05

Observation 34a0e122-dbc4-455f-bf3c-f44dbd3b647c · outbound

This paper cites Reproducible research practices, transparency, and open access data in the biomedical literature, 2015-2017.PLoS Biology, 16(11):e2006930, 2018.

Mapping Scientific Literature with Large Language Models and Topic Modeling Reproducible research practices, transparency, and open access data in the biomedical literature, 2015-2017.PLoS Biology, 16(11):e2006930, 2018

Reference 16

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no resolver link, observed 2026-08-04T09:21:15.278731Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T09:21:15.278731Z digest=sha256:8d307852c013243b40f080dcb6a5142304186593cde73667ce1a5e346fd882b9

Observation 284a0867-9148-4f2d-bd8c-ddb20d864190 · outbound

This paper cites Trends in US public confidence in science and op- portunities for progress.Proceedings of the National Academy of Sciences, 121(11):e2319488121, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling Trends in US public confidence in science and op- portunities for progress.Proceedings of the National Academy of Sciences, 121(11):e2319488121, 2024

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 77d39cad-fcff-493d-9ae6-79c0c63950c0 · outbound

This paper cites Mapping topics and topic bursts in PNAS.Proceedings of the National Academy of Sciences, 101:5287–5290, 2004.

Mapping Scientific Literature with Large Language Models and Topic Modeling Mapping topics and topic bursts in PNAS.Proceedings of the National Academy of Sciences, 101:5287–5290, 2004

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:15.483742Z digest=sha256:de3bc5163d33f75554d54edb7eff0ea192b08d0914744fc77ca97d210cae32f9

Observation 2f67af61-ac49-4892-8e1e-d7f87953cdd3 · outbound

This paper cites Mapping knowledge domains: Characterizing PNAS.Proceedings of the National Academy of Sciences, 101:5192–5199, 2004.

Mapping Scientific Literature with Large Language Models and Topic Modeling Mapping knowledge domains: Characterizing PNAS.Proceedings of the National Academy of Sciences, 101:5192–5199, 2004

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:15.582280Z digest=sha256:bdef051bc1f4205a9bec944ce6385a28236b74dc03bcfe4e68666a794de22629

Observation 0b154085-d4cc-401c-9995-bf9c29bc41c8 · outbound

This paper cites Reconceptualizing the classification of PNAS articles.

Mapping Scientific Literature with Large Language Models and Topic Modeling Reconceptualizing the classification of PNAS articles

Reference 20

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:15.734767Z digest=sha256:4cdab847fd80b7db74fca8da70d65f597c36c08c36f32fcc3b4e5730fea37808

Observation 865150b7-d90b-4271-8bdb-185154d5156f · outbound

This paper cites Disciplinary structures in Nature, Science and PNAS: journal and country levels.Scientometrics, 116(3):1817–1852, 2018.

Mapping Scientific Literature with Large Language Models and Topic Modeling Disciplinary structures in Nature, Science and PNAS: journal and country levels.Scientometrics, 116(3):1817–1852, 2018

Reference 21

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doi, observed 2026-08-04T09:23:31.973173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:15.874749Z digest=sha256:4e5e1ab1dcbaedf1442f36ff3152c9f3b5cdbd192dca0e0dda202a66807c4515

Observation 3857684e-6ac0-4a17-8fdb-e82fd9f14545 · outbound

This paper cites Feature analysis of multidisciplinary scientific collaboration patterns based on PNAS.EPJ Data Science, 7:1–17, 2018.

Mapping Scientific Literature with Large Language Models and Topic Modeling Feature analysis of multidisciplinary scientific collaboration patterns based on PNAS.EPJ Data Science, 7:1–17, 2018

Reference 22

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no resolver link, observed 2026-08-04T09:21:15.979642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:15.979642Z digest=sha256:2207e4f480a223a69c76eab0a81c834c68b8b5608aef6351c71f5f97ed8e28b2

Observation 4b734f51-a1bf-4386-8a47-e89f838f9d70 · outbound

This paper cites Nature, Science, and PNAS: disciplinary profiles and impact.Scientometrics, 123(3):1301–1315,.

Mapping Scientific Literature with Large Language Models and Topic Modeling Nature, Science, and PNAS: disciplinary profiles and impact.Scientometrics, 123(3):1301–1315,

Reference 23

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:16.034236Z digest=sha256:15d103fb01756ee82be079cd9eae0385f3d00d0f04692330a6b688b6b5318584

Observation 434bb84e-0382-4290-91b3-17e855285c68 · outbound

This paper cites Scientific Large Language Models: A Survey on Biological & Chemical Domains.ACM Computing Surveys, 57(6):1–38, 2025.

Mapping Scientific Literature with Large Language Models and Topic Modeling Scientific Large Language Models: A Survey on Biological & Chemical Domains.ACM Computing Surveys, 57(6):1–38, 2025

Reference 24

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no resolver link, observed 2026-08-04T09:21:16.238491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:16.238491Z digest=sha256:93c2116dc3fb3f967acbe544f88869fc175da2c1697cd292cc6702fb2627eb24

Observation 5a8b46e0-ebbb-45dc-abac-b5d9afef1963 · outbound

This paper cites ChatGPT, Bard, and Large Language Models for Biomedical Re- search: Opportunities and Pitfalls.Annals of Biomedical Engineering, 51:2647–2651, 2023.

Mapping Scientific Literature with Large Language Models and Topic Modeling ChatGPT, Bard, and Large Language Models for Biomedical Re- search: Opportunities and Pitfalls.Annals of Biomedical Engineering, 51:2647–2651, 2023

Reference 25

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no resolver link, observed 2026-08-04T09:21:16.353900Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T09:21:16.353900Z digest=sha256:dd0a7754ed19481a1515fbd066168e231e47457c240b09fe73403f79c735c98d

Observation 6da14452-7a67-40e7-934e-f1329fd1a223 · outbound

This paper cites Tracing the Influence of Large Language Models across the Most Impactful Scientific Works.Electronics, 12(24):4957, 2023.

Mapping Scientific Literature with Large Language Models and Topic Modeling Tracing the Influence of Large Language Models across the Most Impactful Scientific Works.Electronics, 12(24):4957, 2023

Reference 26

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no resolver link, observed 2026-08-04T09:21:16.425908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:16.425908Z digest=sha256:4706cd147dd4ca83e1cd1fea24fbde1d9dcbbc2aabe11b6de3ef051ae7e09e49

Observation fc4cea0d-fcf0-4f8e-81a4-dcdab0aec7f5 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 27

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verified exact
doi, observed 2026-08-04T09:23:31.523639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 34ec1c53-40d3-4fb8-81e6-994587b37aef · outbound

This paper cites Paper Plain: Making Medical Research Papers Approachable to Healthcare Consumers with Natural Language Processing.ACM Transactions on Computer-Human Interaction, 30(5):1–38, 2023.

Mapping Scientific Literature with Large Language Models and Topic Modeling Paper Plain: Making Medical Research Papers Approachable to Healthcare Consumers with Natural Language Processing.ACM Transactions on Computer-Human Interaction, 30(5):1–38, 2023

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:16.550277Z digest=sha256:438b05853965d267a310902745afaeb236c4046a046c872fff0d4c30cd406cad

Observation 10ec6b58-e7dd-4af4-b81f-93b2d3e8ca66 · outbound

This paper cites Towards Reasoning in Large Language Models: A Survey.

Mapping Scientific Literature with Large Language Models and Topic Modeling Towards Reasoning in Large Language Models: A Survey

Reference 29

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Observation fb3fe082-cf03-4aea-b6c5-eb3710f664e6 · outbound

This paper cites A study of generative large language model for medical research and healthcare.npj Digital Medicine, 6:1–17, 2023.

Mapping Scientific Literature with Large Language Models and Topic Modeling A study of generative large language model for medical research and healthcare.npj Digital Medicine, 6:1–17, 2023

Reference 30

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Observation 6f23e4d3-5378-4860-87e1-5b4435075be3 · outbound

This paper cites Structured information extraction from scientific text with large language models.Nature Communications, 15(1):1418, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling Structured information extraction from scientific text with large language models.Nature Communications, 15(1):1418, 2024

Reference 31

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Observation f9976b63-3f18-4285-a2a3-92e59396d425 · outbound

This paper cites PNAS home, 2025.

Mapping Scientific Literature with Large Language Models and Topic Modeling PNAS home, 2025

Reference 32

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source=pdf_text observed=2026-08-04T09:21:16.778006Z digest=sha256:546080997a30d290fd78f36c85292c887d568c9af5ed97f59235f3d50f459588

Observation 4c457d69-b754-461a-9c00-0ccc8355a8db · outbound

This paper cites text-embedding-3-small, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling text-embedding-3-small, 2024

Reference 33

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Unavailable: canonical work link unavailable.

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Observation fa198001-8f90-4565-a540-2ceb97d1580a · outbound

This paper cites GPT-4o mini, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling GPT-4o mini, 2024

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source=pdf_text observed=2026-08-04T09:21:16.941542Z digest=sha256:cb670143f5b04edfca4fdd15354a016d129997bbafcd4d59d4a50d08e993dc79

Observation 60b59eab-21ca-41f6-95dd-0b3185a2e18f · outbound

This paper cites Houghton Mifflin, Boston, MA, 1935.

Mapping Scientific Literature with Large Language Models and Topic Modeling Houghton Mifflin, Boston, MA, 1935

Reference 35

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source=pdf_text observed=2026-08-04T09:21:17.063633Z digest=sha256:06508361794573a812f5f22279c9916dee8e36f825e70425aa29e0c4544cb05b

Observation 4a6ed378-09dd-42c8-8c67-54d22d2e44af · outbound

This paper cites Zipf’s word frequency law in natural language: A critical review and future directions.

Mapping Scientific Literature with Large Language Models and Topic Modeling Zipf’s word frequency law in natural language: A critical review and future directions

Reference 36

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source=pdf_text observed=2026-08-04T09:21:17.191385Z digest=sha256:db1d5c2727232ba188a4f358029b1fd710e19f8cb3618cbcbab30cfc259b599e

Observation 5aa65799-4731-4fe9-98c2-06a67a02fc26 · outbound

This paper cites Power laws, Pareto distributions, and Zipf’s law.Contemporary Physics, 46(5):323–351, 2005.

Mapping Scientific Literature with Large Language Models and Topic Modeling Power laws, Pareto distributions, and Zipf’s law.Contemporary Physics, 46(5):323–351, 2005

Reference 37

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source=pdf_text observed=2026-08-04T09:21:17.339752Z digest=sha256:94b7e668c78431a4f0fb6c940e98067650e9945d43466cb1963c411a05cc045a

Observation c432ea01-cd3f-4192-8ac2-0c7519689437 · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

Mapping Scientific Literature with Large Language Models and Topic Modeling BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 38

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source=pdf_text observed=2026-08-04T09:21:17.510264Z digest=sha256:07e05c44f5a531ce8d3d82e47ac44339176105bdaa0ba6e37fd18a6f78d799b8

Observation e6c6b04c-d3c9-4e53-af8e-71ac78b724b4 · outbound

This paper cites Multiscale Visualization and Exploration of Large Bipartite Graphs.Computer Graphics Forum, 37(3):549–560, 2018.

Mapping Scientific Literature with Large Language Models and Topic Modeling Multiscale Visualization and Exploration of Large Bipartite Graphs.Computer Graphics Forum, 37(3):549–560, 2018

Reference 39

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doi, observed 2026-08-04T09:23:31.220387Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:17.579655Z digest=sha256:d8fa5123e076a928b114a3b4482ee06fc0d3c8fd6b79f26e9592c53b0a9a9488

Observation 6abff442-2164-4d43-a7d3-a4a2279fcff9 · outbound

This paper cites Brittle and ductile yielding in soft materials.Proceedings of the National Academy of Sciences, 121(22):e2401409121, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling Brittle and ductile yielding in soft materials.Proceedings of the National Academy of Sciences, 121(22):e2401409121, 2024

Reference 41

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verified exact
doi, observed 2026-08-04T09:23:30.885978Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:17.836498Z digest=sha256:36b05ae1663f9b6113189a0b501c5327f2aa200baf793333d8820de43f869da9

Observation 5854cec5-aa71-485a-bab8-14df4052cda1 · outbound

This paper cites A quantitative discriminant method of elbow point for the optimal number of clusters in clustering algorithm.EURASIP Journal on Wireless Communications and Networking, 31, 2021.

Mapping Scientific Literature with Large Language Models and Topic Modeling A quantitative discriminant method of elbow point for the optimal number of clusters in clustering algorithm.EURASIP Journal on Wireless Communications and Networking, 31, 2021

Reference 42

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doi, observed 2026-08-04T09:23:30.725803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:17.922529Z digest=sha256:de9e87b7bea206c45dee17b72c3524244edc1988ecd8788c9d4bca9babe9d1a1

Observation 91ebb648-8517-4897-96be-227edf3d2574 · outbound

This paper cites Approaches for finding Optimal Number of Clusters using K-Means and Agglomerative Hierarchical Clustering Techniques.

Mapping Scientific Literature with Large Language Models and Topic Modeling Approaches for finding Optimal Number of Clusters using K-Means and Agglomerative Hierarchical Clustering Techniques

Reference 43

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source=pdf_text observed=2026-08-04T09:21:18.067401Z digest=sha256:1b980ec39ee0a905550fab67e228726e67870d31583a29158ca28c107f5b363a

Observation ae28e04c-5b49-4d47-8e86-584a5632fe91 · outbound

This paper cites Improving spectral clustering with deep embed- ding, cluster estimation and metric learning.Knowledge and Information Systems, 63:675–694, 2021.

Mapping Scientific Literature with Large Language Models and Topic Modeling Improving spectral clustering with deep embed- ding, cluster estimation and metric learning.Knowledge and Information Systems, 63:675–694, 2021

Reference 44

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:18.259396Z digest=sha256:cd01f562a4310a0bacb2bbff5f68340e060cbc93e79f97353f30fdf22a898417

Observation 176c0b64-e3b0-4762-a171-74d4e75619a7 · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

Mapping Scientific Literature with Large Language Models and Topic Modeling Lost in the Middle: How Language Models Use Long Contexts

Reference 45

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source=pdf_text observed=2026-08-04T09:21:18.415256Z digest=sha256:45c50a5796a20bec1510b21f0707f337d70ae45bb320fc631fc18b8eccafb04d

Observation e2f6b45e-99bd-46eb-84c7-9b213afa69ed · outbound

This paper cites Attention Is All You Need.

Mapping Scientific Literature with Large Language Models and Topic Modeling Attention Is All You Need

Reference 46

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source=pdf_text observed=2026-08-04T09:21:18.562205Z digest=sha256:63acb54e84f9f9cf020477b0136c35c6f13889fd30a6104fb84785b3dd134676

Observation 85b46373-7036-4c9e-8091-f552de98ec88 · outbound

This paper cites Defining T cell receptor repertoires using nanovial-based binding and functional screening.Proceedings of the National Academy of Sciences, 121(14):e2320442121, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling Defining T cell receptor repertoires using nanovial-based binding and functional screening.Proceedings of the National Academy of Sciences, 121(14):e2320442121, 2024

Reference 47

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:18.630000Z digest=sha256:fb87306082dc9c824623db451d3f3573b655c15554286f1cca0af0c6cf831d7e

Observation 9a6ffce8-e4c0-4880-a3c3-09fc5e905093 · outbound

This paper cites Detecting hallucinations in large language models using semantic entropy.Nature, 630:625–630, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling Detecting hallucinations in large language models using semantic entropy.Nature, 630:625–630, 2024

Reference 48

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source=pdf_text observed=2026-08-04T09:21:18.703082Z digest=sha256:0b1f0a23592e4623380ed03776f7e783ccd636c968d3ef8eb3b790ca58606777

Observation 2f6bd4b3-11fa-426c-8ff5-4a4f5a03cbc8 · outbound

This paper cites Highway Construction Safety Analy- sis Using Large Language Models.Applied Sciences, 14(4):1352, 2024.

Mapping Scientific Literature with Large Language Models and Topic Modeling Highway Construction Safety Analy- sis Using Large Language Models.Applied Sciences, 14(4):1352, 2024

Reference 49

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source=pdf_text observed=2026-08-04T09:21:18.796507Z digest=sha256:7cbb31b1628c527bb556b70f05d68f3af65081880761ff935bea0eca675d5b86

Observation 377ff3e3-c886-4540-91cf-adecfb411222 · outbound

This paper cites Text and Code Embeddings by Contrastive Pre-Training.

Mapping Scientific Literature with Large Language Models and Topic Modeling Text and Code Embeddings by Contrastive Pre-Training

Reference 50

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T09:21:18.900801Z digest=sha256:2ee9b974ed5a7b5682fdb83796a9fd6224d8f7e085af5772c7c80278fd47c71e

Observation c2251108-06ae-4edb-aba4-c41f3cb03b1c · outbound

This paper cites Language Models are Few-Shot Learners.

Mapping Scientific Literature with Large Language Models and Topic Modeling Language Models are Few-Shot Learners

Reference 51

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no resolver link, observed 2026-08-04T09:21:19.082971Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T09:21:19.082971Z digest=sha256:6dd66e164401317442e5acc5190dc7bb347bdbebd2a25c7ba4531a008946043c

Observation 272906f2-a7ad-453b-ab2b-9d8f4ff7137d · outbound

This paper cites Language Models are Unsupervised Multitask Learners.

Mapping Scientific Literature with Large Language Models and Topic Modeling Language Models are Unsupervised Multitask Learners

Reference 52

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no resolver link, observed 2026-08-04T09:21:19.277880Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T09:21:19.277880Z digest=sha256:4b2af652e640d99797c267e970295369873c39eb14a081f3af8a7718dd2ff2e7

Observation a7b6eefa-c783-45b8-9b36-1d4f16c162bd · outbound

This paper cites Explaining How Transformers Use Context to Build Predictions.

Mapping Scientific Literature with Large Language Models and Topic Modeling Explaining How Transformers Use Context to Build Predictions

Reference 53

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no resolver link, observed 2026-08-04T09:21:19.376918Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T09:21:19.376918Z digest=sha256:68a9d52c36e5f3a680235625a72d27262a0e08be77ba2472befa26c5b309a7d9

Observation 34eb1227-49cf-46da-b13c-7da74cd9f9ac · outbound

This paper cites MTEB: Massive Text Embedding Benchmark.

Mapping Scientific Literature with Large Language Models and Topic Modeling MTEB: Massive Text Embedding Benchmark

Reference 54

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no resolver link, observed 2026-08-04T09:21:19.474462Z

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source=pdf_text observed=2026-08-04T09:21:19.474462Z digest=sha256:bff5ab2ea17bee9e36b09ec8e22f2585ef4921e4021106bde52610a97db76713

Observation 6d82f6e9-f1cf-4352-a9d9-3a9f6f30d5de · outbound

This paper cites An Overview of Bag of Words;Importance, Implementation, Applications, and Challenges.

Mapping Scientific Literature with Large Language Models and Topic Modeling An Overview of Bag of Words;Importance, Implementation, Applications, and Challenges

Reference 55

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no resolver link, observed 2026-08-04T09:21:19.645595Z

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source=pdf_text observed=2026-08-04T09:21:19.645595Z digest=sha256:7be27fcc82f978447f4c8eaf7ca83448aa7177215001cfd9b78f62b4952871ab

Observation 308a2467-6b9d-4435-8c3f-0b405369c6a5 · outbound

This paper cites On the rise of fear speech in online social media.Proceedings of the National Academy of Sciences, 120(11):e2212270120, 2023.

Mapping Scientific Literature with Large Language Models and Topic Modeling On the rise of fear speech in online social media.Proceedings of the National Academy of Sciences, 120(11):e2212270120, 2023

Reference 56

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:19.737738Z digest=sha256:9c9554dc195b808d7f5400be2c3a533912cff02dbe32b0a5f3e22e0d6819cfd3

Observation 207cef34-bb37-4087-b980-408f4bba474f · outbound

This paper cites Visualizing association rules in hierarchical groups.Journal of Business Economics, 87:317–335, 2017.

Mapping Scientific Literature with Large Language Models and Topic Modeling Visualizing association rules in hierarchical groups.Journal of Business Economics, 87:317–335, 2017

Reference 57

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verified exact
doi, observed 2026-08-04T09:23:29.549438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:19.868341Z digest=sha256:32a9f4a15b5352ad2dea144fc28ffd6d8e92be8ffe28354be038a098687edfcb

Observation 01ac0a46-e087-47ac-9490-3b67d49d4110 · outbound

This paper cites A Review on recent research in information retrieval.Procedia Computer Science, 201:777–782, 2022.

Mapping Scientific Literature with Large Language Models and Topic Modeling A Review on recent research in information retrieval.Procedia Computer Science, 201:777–782, 2022

Reference 58

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-04T09:21:19.963206Z digest=sha256:e43004ce2f371e09fed5ccbe8770219a4543bb74261d93afcb1117b3bc0e662d

Observation 1a620c80-e5da-472d-ba88-58454f0ca25f · outbound

This paper cites Automatic Taxonomy Extraction from Bipartite Graphs.

Mapping Scientific Literature with Large Language Models and Topic Modeling Automatic Taxonomy Extraction from Bipartite Graphs

Reference 59

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 5e2bd7e1-2ea4-4ee5-b327-2fcdc7f1b3fa · outbound

This paper cites Engineering.

Mapping Scientific Literature with Large Language Models and Topic Modeling Engineering

Reference 60

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source=pdf_text observed=2026-08-04T09:21:20.261059Z digest=sha256:fd2569c1df43fd7c025a674079919f317b1d5c961f410b6134a2df1f6cdd3fd3

Observation 5c7f710a-0972-40f1-a32d-dfd4e005bb49 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 63

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Observation 92acff73-7a27-415b-84c9-f050334b9c36 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 64

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Observation 9b9766a6-8672-40d6-9321-7c201e056685 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 65

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Observation a96ba530-b505-461f-a8e3-c2fa323ce173 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 66

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Observation 17df458a-4f11-4b64-8104-c2a373639604 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 67

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Observation 3aa5e129-a579-40bf-8986-7aaca7f244ac · outbound

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Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 68

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Observation 63ac02bb-fa84-4e66-8954-4a89aabc72ad · outbound

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Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 69

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Observation f8f9a63c-c54a-4859-99a6-48f348fde52c · outbound

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Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 70

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Observation eb5b035e-f265-4f7f-b9f1-760898c5b75e · outbound

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Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 71

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Observation 9e23c48e-a47e-4e64-9937-9fb8fe6c4f6e · outbound

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Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 72

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Observation 8adf741b-811a-409a-9e0f-93e5d2a71648 · outbound

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Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 73

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Observation 1fc4fd75-12a1-412f-923c-419b81ec50d6 · outbound

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Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 74

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source=pdf_text observed=2026-08-04T09:21:21.262934Z digest=sha256:62fdc9b4b1df11615eb4a5a1b498af796c62f5fee5c38b85eaef7136525855d6

Observation 07af8d25-6253-4ffc-944f-ac2942916e88 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 75

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no resolver link, observed 2026-08-04T09:21:21.359887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:21.359887Z digest=sha256:98f52e396b1530b7f411118f77c3ac3b7eb0d5ec3c2a1c0cddf35cfff76bd695

Observation ff109211-e621-4b6a-9b8a-bd7a919dc8ad · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:21.481621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:21.481621Z digest=sha256:75353e45e42d7863dc263dc36da11611773f177773cefb6a15e5aa7a26dccc15

Observation 5833c06b-5a14-4a7f-a382-d3bd40320cc2 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:21.557506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:21.557506Z digest=sha256:a9019c59f8f545e9df2edb282d128ab0c31afece00a43dc2f56f5fdbc7e95d22

Observation f79a610d-78c0-43d1-bf77-77877104dbcc · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:21.650112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:21.650112Z digest=sha256:0fda01d47eba28998326a11850de9c1175b3615f2d9aa40d9eb676c87525118a

Observation 4f8d5930-f15f-4c48-881e-e89a2c0bee46 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:21.739276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:21.739276Z digest=sha256:5e271f2db63a7572de8503b381405769a8085232211ff8bfa7ef64e578a2ff77

Observation a86e74b1-f663-4dcd-9bb8-adc83d5d9778 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:21.860685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:21.860685Z digest=sha256:234ced460d23c20457c4fd2f12c0e9500dff6b97c72fc418d2070567cac61d47

Observation 546190f8-346b-4a7a-b37f-59c3e2096e95 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:21.946277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:21.946277Z digest=sha256:6fdff83763b324df4b6840be3a22880a8046896c2edfd731d9f6cbfc50ae42a0

Observation 658a6c2b-fac2-454d-abea-a50f624a43e3 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.025505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.025505Z digest=sha256:de9777f3acabba3294e9a259f6523d94e83f56dc6bec1a6d935613d1171ea3c5

Observation ebc3932d-1bee-43ad-9da4-5c254c821107 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.149197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.149197Z digest=sha256:ba9b3bf60adfbe2d4f1be1b0d3c18d3dd986b02f9999ecf4e14db6da0203afc5

Observation 563cf825-74ff-41d8-b572-6e30e7a884f1 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.227022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.227022Z digest=sha256:22812961b752dd198ab168f8ca07084a66e134f1deb4f697899fe8006fe43941

Observation 0b91b788-ab33-4384-b6bb-36439e6e4ab3 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.311361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.311361Z digest=sha256:268c115c05c1fbd47001a06550f15a98a11ce73ce015c1912c50ac5d0b312dc1

Observation 926727e0-b8df-4f1c-ad9a-f37cb2e6511a · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.404525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.404525Z digest=sha256:cfc57fc9019a1b1a9fa45f450100ce9b6a64941261d248af43d252592cee02aa

Observation 70d21107-b6ed-4057-a307-8457a27e1364 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.510697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.510697Z digest=sha256:dccc0c1953ba64d535b79237aa639b2cbd266284ea3ba19523915e64e92a93cc

Observation a3de2269-3931-4a8a-b367-e4fc9f643327 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.617800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.617800Z digest=sha256:3477cdc3206bf3fb419df3082361d23272e5e31edbb6bd743129d59c57f79498

Observation cad5f86a-39a2-4e77-8840-bef0449a3a06 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.696675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.696675Z digest=sha256:8c01607dcffd8c1b4515dacde494707fc16d152505416fa739ab3dcc4bee82de

Observation 5de28c51-3ace-4fa9-b721-22ddea9811a8 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.773077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.773077Z digest=sha256:4d060d14eb9dfef5d81f21d9df5372b059859d24cdbcc03bb2fa59c5adef3731

Observation fdb5042e-5a79-4770-9fe2-db958964fce5 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.856986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.856986Z digest=sha256:8b17597502166a9bbe88dd68123891d6a2568d159226e65383cbf1f2c4ec28d4

Observation 5c6ab66d-1714-4f50-8305-0d05d9cca601 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:22.941693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:22.941693Z digest=sha256:8cd4c8bc03d963b39caac43b8a0472c4bde3d928e7e083fdb8a535273fb988f8

Observation 9d5521d7-ce92-43f8-97ba-579d34633f4e · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.007933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.007933Z digest=sha256:cfff1e2f41d981b38b1b27c47428c2077630fde7679fe93f2cc6406da8112b46

Observation 6ccdda58-f131-471d-ad42-8112804c3896 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.114825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.114825Z digest=sha256:af3880338619979f0959fe294388424dc3c52684b7c17a7cb67a22662a8f54eb

Observation 46d9689f-e36c-46dc-9f6d-0d6ea6a68540 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.262731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.262731Z digest=sha256:ce46c9c129189c068100d7ca91f6ba5dcc1c6e3cd1031610ac39e1abeff21830

Observation 07e8734a-5d75-466e-95b4-0da2377e0ae2 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.430039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.430039Z digest=sha256:6b97cf061b8d1b6348db3d5d1da190407e5d52b623509a343fc088e64e8ca3c8

Observation b6aa1b01-92ad-4af3-b270-0a99a886200b · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.550282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.550282Z digest=sha256:bac790965093d993afd99e702e5b680481929bad1548e960ba7ca7ddd953c883

Observation 4dec4a75-a7f1-4576-978d-fbbbd77aced4 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 98

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.605125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.605125Z digest=sha256:4beb16c82b16e43c617fd37b35c42e1299237c83b1bf25296328dd4d7403f707

Observation 26d49826-edbc-40d4-bcc7-109d9fda060f · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.689103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.689103Z digest=sha256:f6ee6aa9d11dad74858f35ffbf7b6a0a91f79549342fc5ef4cc88e7c130b2898

Observation 55e2d590-a8c6-4c43-bf26-6915e58a460c · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.742959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.742959Z digest=sha256:b2f737743c79adf30cb8637fd557b94d5b40fb506016ebbcbbf48ec7734f913c

Observation 5935c737-d0fc-4b08-9df0-55d3f525401c · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 101

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.821055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.821055Z digest=sha256:5d77ffb6b7b1a4ffd60bd26bc0b50495f7259ca5ab67fc7c0e37ae1c20ac1bb6

Observation 271a287d-3097-49f1-a3bf-da24d5be69a3 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 102

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.876461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.876461Z digest=sha256:fcb05b1bc08f1f36d928a8fdeeb73a7d7442d52fd2f4e648fa2167e53399ab0b

Observation bc5bfddd-031c-4784-bf05-7cb9e37de9e7 · outbound

This paper cites an unresolved cited work.

Mapping Scientific Literature with Large Language Models and Topic Modeling Unresolved cited work

Reference 103

Resolution
unresolved
no resolver link, observed 2026-08-04T09:21:23.956778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:21:23.956778Z digest=sha256:79a23c73b1a6766e9ef6aaf7e61648ae7f6624df2c05eb55c3f906e0fadb1622

Pith citing papers

No inbound Pith citation observations are available.