Paper Citation Record · LEDGER

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine

As of 18 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2505.10261.

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

pith.paper-citation-record.v1
2505.10261 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:17:00.813671Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

23 of 23 outbound references displayed

verified exact0
verified fuzzy4
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 143d5786-922f-4504-81f2-6f585129f95c · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:01.169740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2e5df69b-1961-4f92-9fa8-09e72ce5e94a · outbound

This paper cites M., Ohno-Machado, L.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine M., Ohno-Machado, L

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:17:01.154683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 25f7faff-0ae3-43a8-9834-913bbb1b2390 · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:01.140415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7bc8904e-f631-4496-872f-208582da5671 · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.733426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01d3e9bd-5f9d-4849-bf90-0ee836c68ad5 · outbound

This paper cites Language Models are Few-Shot Learners.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Language Models are Few-Shot Learners

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.738010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecae6a04-7ce4-43df-9a78-d000348cea97 · outbound

This paper cites GPT-4 Technical Report.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine GPT-4 Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.742448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72e88aa5-7bb7-4eb6-8859-1992c0e66dfe · outbound

This paper cites OpenAI o1 System Card.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine OpenAI o1 System Card

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.747590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb64c07e-8e00-4b60-b403-29547acfb076 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.751980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44faf304-2f77-4ea5-a75d-5bc30b617f8f · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:01.116060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c2b32396-9181-4c4f-90c9-60545ad69860 · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:01.101533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 07f00526-c46f-4eed-ac28-b9ef2536e55b · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:01.087822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 445b0cbd-2883-47f1-90f6-3f9e4da0c768 · outbound

This paper cites & Melville, J.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine & Melville, J

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.768433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa07d11f-c3ff-47ed-96d6-f032f9487a17 · outbound

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

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.772424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81b60f52-7f49-4f4b-a903-9715fca96196 · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:01.063231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e20f7542-27a8-4397-8b06-285a7bd62f9f · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:01.049433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e945a7ab-e963-43d0-adf7-93755e21898d · outbound

This paper cites Generative Large Language Models Trained for Detecting Errors in Radiology Reports.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Generative Large Language Models Trained for Detecting Errors in Radiology Reports

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.785177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 250473b7-e4f5-4c24-8632-59c20fb751f7 · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:01.033949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b5062dc1-6edc-4b10-b2c2-784e630fca13 · outbound

This paper cites Gemini 2.5: Our most intelligent AI model.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Gemini 2.5: Our most intelligent AI model

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:17:01.018356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4874f177-25ef-4e5a-9049-9fc8454896af · outbound

This paper cites https://openai.com/index/o3-o4-mini-system-card/.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine https://openai.com/index/o3-o4-mini-system-card/

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:17:01.003596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5738bf46-2760-4694-bbc2-009b7d73bc14 · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:00.987919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2d35602d-ef19-43eb-86ab-d538023eb9e9 · outbound

This paper cites an unresolved cited work.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:17:00.973666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b93e5e71-020f-44c1-a110-61615f22a1a0 · outbound

This paper cites & Astels, S.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine & Astels, S

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:17:00.958998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4fb7a39a-02be-4d70-90ba-456139d1b32c · outbound

This paper cites GPT-4o System Card.

The Evolving Landscape of Generative Large Language Models and Traditional Natural Language Processing in Medicine GPT-4o System Card

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:17:00.813671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.