Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:53:59.353791Z
Paper Citation Record · LEDGER
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
As of 23 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 8 inbound Pith citation observations for arXiv:2506.04078.
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 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:11:38.148136Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T10:37:01.673012Z
Reference resolution
93 of 93 outbound references displayed
- verified exact0
- verified fuzzy23
- unresolved68
- parse uncertain0
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 9e84cb7f-f846-42a5-9610-8ee42a7fcead · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.262357Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0bd2a4c-9805-4cc4-ab6d-6161a75192dd · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.359752Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49a621dc-3071-40f9-a499-588fe4258239 · outbound
This paper cites Complex Medical Reasoning.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Complex Medical Reasoning
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.425466Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b671304-d24c-438f-8257-2d38679d6282 · outbound
This paper cites This model missed critical clinical reasoning elements and failed to recognize the urgency of potential deep vein throm- bosis in a patient with antiphospholipid syndrome history.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation This model missed critical clinical reasoning elements and failed to recognize the urgency of potential deep vein throm- bosis in a patient with antiphospholipid syndrome history
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.736904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ede616a9-2c7a-4bb6-9e4e-1760bce042fd · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:50.068250Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 225f84bb-0f7f-47a0-bf2f-b59c092cb06b · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.491473Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 934ef881-134a-4711-8461-ae000c07d6a5 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.560849Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e452d91e-ed9e-4628-a32d-d5740955107f · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.652818Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45b9d33c-2a23-4f86-a638-21e9ceea55c1 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.812515Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfbbe05c-c30d-4a5e-91b5-04a707d61387 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.884743Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb405f4d-a032-457d-90b0-d92c2b157718 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.945517Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c1cfa09-b441-488a-8cea-a58cf8d30e2d · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:50.002430Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f4b9077-f717-45ad-82cf-4f34b344a305 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:50.147621Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caf104e3-128f-48d7-a2d3-391969468ddc · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.948693Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 62cbe116-dbfb-4138-b741-bbc68da79b60 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.968976Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b2786308-011a-4d69-aa60-a08cac85a9f2 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.925322Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bc79bc44-023d-4d05-afbc-d51430baf07f · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.912218Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fc97f265-15b5-42f2-bbc0-47499fe8b15a · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.889179Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e669a6fd-0982-4266-bccb-868669ebf106 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.868130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 024c482e-1dea-49b3-b6a8-dbe63726e392 · outbound
This paper cites []”. In the “Judgment Basis.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation []”. In the “Judgment Basis
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:05.856559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4346e9fe-7320-42fd-9200-980329339bed · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.833843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5fb22a54-5955-4463-acb8-f43f19a841a0 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.844824Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 38d3a6ca-aae5-4462-976c-2c03af9b9694 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.815535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b53804bd-70b5-4c35-8b99-926db931932d · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.770359Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d3c82741-3ada-4330-b5ee-46bb43484982 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.880439Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 600b26ec-aa28-4bee-867e-2b7b7995ae51 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:05.796287Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e9a432f8-8fc9-4b1d-9d1b-6175e8d8e9d8 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.869602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation effa5b17-1ebd-4eef-ba32-ed80cc560cf6 · outbound
This paper cites []”. In the “Judgment Basis.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation []”. In the “Judgment Basis
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.857764Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b6483b47-7471-4a55-9437-6fd3ef2bf11b · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.845082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8fa67c9b-b179-4f32-a6f3-a84d85069afd · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.833223Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f60fd8e7-dec6-4cd4-9e6d-00f333cbb07b · outbound
This paper cites - 4 points: All of the following conditions are met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 4 points: All of the following conditions are met:
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.820720Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b864d8f3-5728-4c38-b364-e84e1454cd0c · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.807607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 88bd3136-cff5-4418-8270-55a95d339312 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.794841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ed0c7230-417c-4469-892f-175033a6bc61 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.781874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0dceaeae-a670-4583-a067-9f94f8f68858 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.769173Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c19181cd-5af6-42e8-8b1c-a85e175cbe71 · outbound
This paper cites - 2 points: Any of the following conditions is met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 2 points: Any of the following conditions is met:
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.757707Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f41e548f-0b86-4a5e-b8b0-5a1d70a3b9d0 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.744973Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 01e303f2-d871-4d26-a7ed-7b31d57c7f7e · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.730342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 62a37b01-00ca-48a3-b7a1-e7919289114d · outbound
This paper cites []”. In the “Judgment Basis.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation []”. In the “Judgment Basis
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.716158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6743d683-9faf-422f-af04-fee06dc1575b · outbound
This paper cites The response includes key information required by the [core requirement].
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation The response includes key information required by the [core requirement]
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.701345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 32a817af-0802-4434-a0b1-5f639c0d0d93 · outbound
This paper cites - 4 points: All of the following conditions are met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 4 points: All of the following conditions are met:
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.687454Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 23320c78-3a96-45b9-a74e-e2e5da6aa52e · outbound
This paper cites The response includes key information required by the [core requirement] but does not meet the [secondary requirement].
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation The response includes key information required by the [core requirement] but does not meet the [secondary requirement]
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.672931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fe161bcb-0b6e-4de8-ab9a-fecf4e9f1629 · outbound
This paper cites - 3 points: All of the following conditions are met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 3 points: All of the following conditions are met:
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.656973Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 13ceef7c-942f-4510-9051-b686fb93e46d · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.637322Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation cff4e49b-f216-4d90-adcc-78d2dc5823c7 · outbound
This paper cites - 2 points: Any of the following conditions is met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 2 points: Any of the following conditions is met:
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.620876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1abb29bc-f4d3-4fc2-8925-8f8ef808f7a4 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.603373Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 99ba3471-ef7d-48bd-aff8-49d41bb0bd1c · outbound
This paper cites - 1 point: Any of the following conditions is met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 1 point: Any of the following conditions is met:
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.585563Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 55ceb0f7-e02d-4819-8a42-736f36ed4a33 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.565049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8443f8bf-2c34-42b4-ba94-aa902a73401d · outbound
This paper cites []”. In the “Judgment Basis.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation []”. In the “Judgment Basis
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.539439Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5e187c27-acaa-4e87-a953-df03e3e460d8 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 67
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.523580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a2540329-28fa-4661-9e17-b82004f8477c · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.505271Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5f767b90-c4c8-4370-a972-b32f371e980a · outbound
This paper cites - 4 points: All of the following conditions are met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 4 points: All of the following conditions are met:
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:05.958921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 54adc1e1-ade0-488f-9402-c10d000cf8ac · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.486652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0cada996-1734-465e-aa70-43c14e65de6b · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.465217Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 405571c3-de1d-4a4e-a016-beacb127d844 · outbound
This paper cites - 3 points: All of the following conditions are met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 3 points: All of the following conditions are met:
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:05.937311Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 524b6939-f44e-4955-b5dd-6c262193b759 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.444218Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 51d0c93a-e048-4655-ae55-317fff88b181 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.425893Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation eeb8d498-b245-46b9-a713-d2511c07101d · outbound
This paper cites - 2 points: Any of the following conditions is met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 2 points: Any of the following conditions is met:
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:05.900378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 332126e6-227a-4596-a8d5-74f70b3564c6 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.394904Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1fe51092-c24e-4e90-b421-ce24a5d90420 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.378682Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 390c80e1-5e13-4ef7-adb1-c0e9afba95a6 · outbound
This paper cites - 1 point: Any of the following conditions is met:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation - 1 point: Any of the following conditions is met:
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:05.878644Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation cb1a18a5-807f-4756-abb8-cbe88e002c77 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.363300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a0d0b405-700a-4825-b54c-2c665baa72ea · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.344793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 008c99a8-2372-405f-995b-8a1790911234 · outbound
This paper cites []”. In the “Judgment Basis.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation []”. In the “Judgment Basis
Reference 81
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T10:54:04.325563Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 706fcdf5-247f-415b-95c5-1ccaed60c128 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 82
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:04.304835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 75ad91b2-3e9e-4c06-a28d-74d4fbab3c59 · outbound
This paper cites Secondary requirements:.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Secondary requirements:
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.284650Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ce024d45-5c1e-4367-a91a-c18a83f5060d · outbound
This paper cites Models o1-preview Qwen2.5-32B Model Response.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Models o1-preview Qwen2.5-32B Model Response
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.265907Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 32f8bdd6-52a2-41b6-84ec-4ab905a6e259 · outbound
This paper cites H- bonding: α-OH formsH-bondswith carbonyl, stabilizing O-H bond 3.Chargedistribution: β- OH enablesbetter resonancewithout H-bond restriction.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation H- bonding: α-OH formsH-bondswith carbonyl, stabilizing O-H bond 3.Chargedistribution: β- OH enablesbetter resonancewithout H-bond restriction
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.231821Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 31983976-6e52-4fa3-ab6f-6e9447251f41 · outbound
This paper cites Sister Zhang, what’s wrong with you! Why did you bring me watermelon again?.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Sister Zhang, what’s wrong with you! Why did you bring me watermelon again?
Reference 86
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:04.076115Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d21aa52b-fa59-423c-803b-3b993fb564d7 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 87
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:03.817526Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b3a6ed93-ea4f-4c6d-8be7-8913ffa3f700 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 88
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:03.563494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 905b11dc-302f-4aff-84c1-bad27d773730 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 89
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:03.338395Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 206c4438-7193-4a96-b2a0-5e005affbd6b · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 90
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:03.155479Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b023b178-a491-4d7e-bb15-b74171372233 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 91
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:02.953771Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 61c9d126-0d3b-4e56-abf2-97b0c94c7aca · outbound
This paper cites WhenI was a maternity matron,babies loved fruit.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation WhenI was a maternity matron,babies loved fruit
Reference 92
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:02.749993Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ef5c651f-2588-46de-9807-3737bca48ae6 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 93
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:02.513233Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 71b786af-308c-4285-9747-17f78005e1bb · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 94
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:02.270184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bc253293-1598-46d1-8d3a-de478c2f16f0 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 95
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:02.051149Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fbc897bf-e792-423b-8e32-ad0f7bd1920a · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 96
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:01.792936Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 004e5a5a-4cfc-4757-8ae8-1d6b89c29c83 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 97
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:01.545360Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e3c3592a-c25b-477b-ba38-5b221329eaf2 · outbound
This paper cites Appropriately em- phasizes reminders and socioeconomic factors as the important determinants of compliance rates.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Appropriately em- phasizes reminders and socioeconomic factors as the important determinants of compliance rates
Reference 98
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:54:01.317866Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f36d01ec-b4dc-406c-a05d-1ad5a2da2b9b · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 99
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:01.093279Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation aeebe20f-f2a5-48dc-ada0-48ab4f30063c · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 100
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:00.851904Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 55f7d06b-2488-4d96-9801-cec0db4d71e8 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 101
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:00.676449Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7fb6400a-0258-4ccb-aad4-c677cd526819 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 102
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:00.514319Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4a83ab33-eed2-4fe4-acb7-3951f02453e7 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 103
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:00.349616Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9248bc3d-3812-4fc1-80ce-8b03e26b3a0c · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 104
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:00.190633Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 41ad0ec9-da17-466d-b8fa-5a3ca1bec944 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 105
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:54:00.024781Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a4fc2d72-5bdd-4116-aa55-8de33dc91621 · outbound
This paper cites an unresolved cited work.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation Unresolved cited work
Reference 106
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:53:59.864391Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8e7da693-6686-4e22-91e5-11596510e40d · outbound
This paper cites PersonalInformation Law Article 34: Security measures3.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation PersonalInformation Law Article 34: Security measures3
Reference 107
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:53:59.708251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d7dfffa7-069d-426f-b37d-2ffc2c32c262 · outbound
This paper cites MedGPTEval: A Dataset and Benchmark to Evaluate Responses of Large Language Models in Medicine.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation MedGPTEval: A Dataset and Benchmark to Evaluate Responses of Large Language Models in Medicine
Reference 2023
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T10:53:59.544186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 76d15942-cf93-4e31-86b4-7611dbd3fdf8 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:48.990404Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b683fd92-c55e-403a-a4cc-e76ac27d07e4 · outbound
This paper cites PromptCBLUE: A Chinese Prompt Tuning Benchmark for the Medical Domain.
LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation PromptCBLUE: A Chinese Prompt Tuning Benchmark for the Medical Domain
Reference 9250
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:53:49.168998Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation d5bb3a88-f0b1-4aa3-a789-e20cbf8e89e2 · inbound
Beyond Classification Accuracy: Neural-MedBench and the Need for Deeper Reasoning Benchmarks cites this paper.
Beyond Classification Accuracy: Neural-MedBench and the Need for Deeper Reasoning Benchmarks LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T13:31:25.588334Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d92a35f2-11b9-4768-88d5-9f9bae1891a8 · inbound
EHRBench: An Automated and Reliable EHR-based Benchmark for Clinical Decision Making with LLMs cites this paper.
EHRBench: An Automated and Reliable EHR-based Benchmark for Clinical Decision Making with LLMs LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Reference 123
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T06:43:10.426328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2364da63-bcd7-4cb0-9375-58bc31548022 · inbound
When Medical Safety Alignment Fails: A Benchmark for Evaluating LLMs on High-Risk Medical Queries cites this paper.
When Medical Safety Alignment Fails: A Benchmark for Evaluating LLMs on High-Risk Medical Queries LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Reference 8
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T11:04:37.457795Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dc0aef91-c6a5-494d-8e80-c532a3084a11 · inbound
MentalHospital: A Virtual Environment for Evaluating Psychiatric Clinical Encounters cites this paper.
MentalHospital: A Virtual Environment for Evaluating Psychiatric Clinical Encounters LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Reference 34
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T10:37:01.674231Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5c04eb6e-c1ce-4d16-9e06-a4cac33d52fc · inbound
TreeProbe : A Tibetan Medicine Benchmark for Cultural Bias in LLMs cites this paper.
TreeProbe : A Tibetan Medicine Benchmark for Cultural Bias in LLMs LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T01:35:37.154894Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8707fa23-5ce8-4a3d-9342-b1c6b9494cec · inbound
RESPClinBench: Benchmarking Multimodal Clinical Decision-Making and Longitudinal Disease Management in Respiratory Specialty Care cites this paper.
RESPClinBench: Benchmarking Multimodal Clinical Decision-Making and Longitudinal Disease Management in Respiratory Specialty Care LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:09:09.587425Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c099f4d9-34c4-4766-abe5-ff94138ec5a6 · inbound
RESPClinBench: Benchmarking Multimodal Clinical Decision-Making and Longitudinal Disease Management in Respiratory Specialty Care cites this paper.
RESPClinBench: Benchmarking Multimodal Clinical Decision-Making and Longitudinal Disease Management in Respiratory Specialty Care LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T18:24:08.339661Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64de9da0-61a2-4473-8bb0-e97d61f24011 · inbound
RISE-RL: Rubric-Informed Selective Exploration for Open-Ended Reinforcement Learning cites this paper.
RISE-RL: Rubric-Informed Selective Exploration for Open-Ended Reinforcement Learning LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T23:11:38.148136Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.