Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:53:58.011115Z
Paper Citation Record · LEDGER
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos?
As of 18 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 2 inbound Pith citation observations for arXiv:2504.14391.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T18:36:51.790567Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T19:16:07.524067Z
Reference resolution
29 of 29 outbound references displayed
- verified exact0
- verified fuzzy18
- unresolved11
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation cd1c8fbf-d29f-48ea-ad4a-a1031b076ead · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.440939Z
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 8e45d25c-65be-4ad0-bb17-609386c371ce · outbound
This paper cites Examples include: - Images where biomedical content is not the dominant feature.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Examples include: - Images where biomedical content is not the dominant feature
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.427464Z
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 647d99e7-4c65-4187-9a10-d54de07f5b0b · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.413687Z
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 9b7969ca-d07e-4d32-bd30-e270c0e8ad74 · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.399392Z
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 a910a417-54b2-426c-9a55-f84eed35aca4 · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.385831Z
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 0577a7cc-14e0-441c-be6c-39ec95c04533 · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.372156Z
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 2e73d33a-d731-47ec-b0b2-777ebe864699 · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.358242Z
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 c64387fe-d88a-4cb3-946d-2f4060bdea6b · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.344559Z
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 28b08ed3-267b-406e-866f-80ee3318922b · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.331770Z
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 71496dfd-1fc3-4d2e-a894-de51d6508a0f · outbound
This paper cites Your task is to generate high-quality question-answer (Q/A) pairs for a biomedical video benchmark dataset.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Your task is to generate high-quality question-answer (Q/A) pairs for a biomedical video benchmark dataset
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.318493Z
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 7e0fe242-b221-48aa-82db-541d6037b186 · outbound
This paper cites It should be based on visual details observed in the video, not general medical knowledge.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? It should be based on visual details observed in the video, not general medical knowledge
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.304735Z
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 c7e53b52-70ac-4555-931b-ec9f71cd08ce · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.291111Z
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 bc95fd4b-7119-42d7-b686-d4a0aaef576d · outbound
This paper cites Ensure they are medically relevant and non-obvious.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Ensure they are medically relevant and non-obvious
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.277737Z
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 94f3e09d-e9e2-4240-a984-9b5d895788d5 · outbound
This paper cites Do not in- troduce hallucinated or unrelated information.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Do not in- troduce hallucinated or unrelated information
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.263327Z
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 2262a48a-4f55-4e9f-8fa1-b128b153cdab · outbound
This paper cites Avoid compound or multi-part questions.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Avoid compound or multi-part questions
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.248838Z
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 31a4888b-cdd2-4abe-8ec6-309207b3c40b · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.235407Z
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 c1a4bc50-4924-4642-befa-89a9cea40d28 · outbound
This paper cites question.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? question
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.221750Z
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 5985fb20-ebae-4b62-88b1-72de9f143b2f · outbound
This paper cites - The answer should be based on visual details observed in the video, not general surgical knowledge.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? - The answer should be based on visual details observed in the video, not general surgical knowledge
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.208119Z
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 06373561-c6a6-4745-ba99-a544955f8280 · outbound
This paper cites - Do not introduce hallucinated or unrelated information.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? - Do not introduce hallucinated or unrelated information
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.194585Z
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 b6df6eab-5b96-47d7-9653-63fa63e3871c · outbound
This paper cites an unresolved cited work.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:53:58.180531Z
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 471da349-f222-4d83-a421-299c05e62ce7 · outbound
This paper cites What is happening?.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? What is happening?
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.166185Z
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 b4c02424-d57c-412e-b4de-94c1fd11a65b · outbound
This paper cites question.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? question
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.152335Z
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 70382d42-e336-41c1-840e-37dc291dc096 · outbound
This paper cites - The questions must target visible findings such as valve regurgitation, stenosis, chamber dilation, wall motion abnormalities, or ejection fraction.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? - The questions must target visible findings such as valve regurgitation, stenosis, chamber dilation, wall motion abnormalities, or ejection fraction
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.138054Z
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 d2814657-89ec-4ae0-8062-3d3cf32d7011 · outbound
This paper cites - Do not introduce hallucinated or unrelated information.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? - Do not introduce hallucinated or unrelated information
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.122985Z
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 24e51c5b-e3fc-4ac4-806b-93842e013672 · outbound
This paper cites - Questions should refer directly to observations in the video, not inferred or historical data.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? - Questions should refer directly to observations in the video, not inferred or historical data
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.106969Z
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 eaca4122-698d-43af-a2be-ab798c6b6f33 · outbound
This paper cites - If the caption lacks specific details, avoid making assumptions or introducing unsupported information.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? - If the caption lacks specific details, avoid making assumptions or introducing unsupported information
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.092316Z
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 a0adcc29-55b0-44e6-8245-fdbd5be5abec · outbound
This paper cites - No explanations or unnecessary elaboration.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? - No explanations or unnecessary elaboration
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.078510Z
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 d4f78509-ba4a-4817-a716-7668afa9b3ac · outbound
This paper cites - Do not reference past medical history or prior diagnoses.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? - Do not reference past medical history or prior diagnoses
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.063909Z
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 28bdc740-ea31-45da-b3cd-1386fc90af31 · outbound
This paper cites question.
How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos? question
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:53:58.048319Z
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.
Pith citing papers
Observation 4565e330-e70c-4776-a49b-7de4c57b5b39 · inbound
Evidence-Based Actor-Verifier Reasoning for Echocardiographic Agents cites this paper.
Evidence-Based Actor-Verifier Reasoning for Echocardiographic Agents How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos?
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T00:15:55.214357Z
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 187c4c83-cee0-4c58-adf3-e85d4228e7f3 · inbound
MedHorizon: Towards Long-context Medical Video Understanding in the Wild cites this paper.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild How Well Can General Vision-Language Models Learn Medicine By Watching Public Educational Videos?
Reference 82
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T19:16:07.526906Z
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.