Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T14:26:38.517787Z
Paper Citation Record · LEDGER
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
As of 23 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 88 inbound Pith citation observations for arXiv:2501.18362.
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 2026-08-16T05:20:20.277083Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
30 of 30 outbound references displayed
- verified exact0
- verified fuzzy18
- unresolved11
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
1
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 1681f3dd-2327-4d38-a78c-18accf2e4868 · outbound
This paper cites org/CorpusID:268232499.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding org/CorpusID:268232499
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.600620Z
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 bb8ecff3-5e41-4fc1-9a04-78ece23abc7d · outbound
This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs
Reference 2
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-16T14:26:38.534771Z
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 144bd2dc-e05d-46d3-b2fb-19978cdddf0d · outbound
This paper cites The reduction was successful, as indicated by follow-up x-rays.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding The reduction was successful, as indicated by follow-up x-rays
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.537822Z
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 a24f93cd-838b-4b83-a028-bda24f51f104 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.540385Z
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 a394bcdb-a3e7-44e2-a79c-3d95aba52d98 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.542719Z
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 494336fe-6a00-456f-9a4c-b004e1310925 · outbound
This paper cites If there is a suspicion of nerve injury, such as the axillary nerve in this case, an EMG would be helpful in confirming nerve dysfunction or damage.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding If there is a suspicion of nerve injury, such as the axillary nerve in this case, an EMG would be helpful in confirming nerve dysfunction or damage
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.545499Z
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 13fc9d3c-116e-406d-888b-99931e708187 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.547874Z
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 7b2860e3-3c64-417b-8ed4-e780e609a92d · outbound
This paper cites There are no distinct P waves visible before each QRS complex; instead, there is a disorganized electrical activity, which is typical of fibrillatory waves.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding There are no distinct P waves visible before each QRS complex; instead, there is a disorganized electrical activity, which is typical of fibrillatory waves
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.550655Z
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 3facc0df-cced-48ee-a493-8a4a4dbfe47b · outbound
This paper cites saw-tooth.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding saw-tooth
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.552858Z
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 c1cf6fc9-dec9-49c2-91df-4edcf2cf25c9 · outbound
This paper cites saw-tooth.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding saw-tooth
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.555139Z
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 e134e893-1be6-4dbe-b30a-5c5e0436373d · outbound
This paper cites Analysis: The above response fails to fully grasp the question’s implications in several ways.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Analysis: The above response fails to fully grasp the question’s implications in several ways
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.557551Z
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 91e08cf8-73d3-4bf2-8f08-c83aa91de78b · outbound
This paper cites Aging is associated with alterations in sleep architecture, which may lead to reductions in total sleep duration, slow-wave (deep) sleep, and sleep efficiency.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Aging is associated with alterations in sleep architecture, which may lead to reductions in total sleep duration, slow-wave (deep) sleep, and sleep efficiency
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.560183Z
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 44bc7d9a-0b50-45ea-843f-7d49e3d7fae5 · outbound
This paper cites His sleep appears peaceful, and he experiences no disruptive symptoms such as snoring or awakenings.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding His sleep appears peaceful, and he experiences no disruptive symptoms such as snoring or awakenings
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.562466Z
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 03263f01-f0ef-406f-8075-78a8ca491727 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.564519Z
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 048946b8-4d64-4023-8398-86d91d47169a · outbound
This paper cites This can result in less restorative sleep and a less refreshed feeling upon waking.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding This can result in less restorative sleep and a less refreshed feeling upon waking
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.566963Z
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 af6f1089-91f7-4814-98ef-0fac92b684fa · outbound
This paper cites acute on chronic.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding acute on chronic
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.569119Z
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 0b7fce81-589c-4ef7-98af-3934cf197471 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.571248Z
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 63adbc35-7d0f-4985-af8d-914ce78c9627 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.573509Z
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 1ad086e1-5e90-4a2e-a789-8a6433785b81 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.575528Z
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 7e3fced3-a82e-42d0-b134-291150473ca8 · outbound
This paper cites Rigorously ensure clarity and avoid ambiguity.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Rigorously ensure clarity and avoid ambiguity
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.577739Z
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 7856cec6-a23f-4446-bc6d-471b0a40c916 · outbound
This paper cites Do not change, add, or delete any factual information.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Do not change, add, or delete any factual information
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.579861Z
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 a5e981b8-a5e7-413e-aa37-c69650314810 · outbound
This paper cites Pay special attention to keep any tabular data in completely the same format as the original.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Pay special attention to keep any tabular data in completely the same format as the original
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.582069Z
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 04249930-be57-43ac-90f2-a29cc6aeb007 · outbound
This paper cites Answer Choices: (A) [Option A] (B) [Option B].
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Answer Choices: (A) [Option A] (B) [Option B]
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.584097Z
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 c0c44156-0ac3-4f5f-b984-0c339de9d2d4 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.587307Z
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 dc22a6d1-3331-4cd4-a04c-14de87b7b8d7 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.589630Z
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 8eaa5b77-a94d-4497-ad15-9f09edad1f54 · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.591786Z
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 33df4d60-d8a3-49d9-8873-34883d712933 · outbound
This paper cites They should be clear, concise, and professionally worded.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding They should be clear, concise, and professionally worded
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.594021Z
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 4ce60eb3-9ac6-41ff-b88f-cfd712f2b10c · outbound
This paper cites an unresolved cited work.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T14:26:38.596171Z
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 e5cd1a33-ff7a-433f-8547-1c28770ffc76 · outbound
This paper cites Avoid options that are overtly illogical or unsupported.,→.
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Avoid options that are overtly illogical or unsupported.,→
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.598395Z
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 135efca3-6d51-4b18-bfe8-1f01ca87ed36 · outbound
This paper cites Answer Choices: (A) [Option A] (B) [Option B].
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding Answer Choices: (A) [Option A] (B) [Option B]
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T14:26:38.602926Z
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.
Pith citing papers
Observation dce3a636-1c70-416a-be7a-0d7582ac3b3c · inbound
ChestX-Reasoner: Advancing Radiology Foundation Models with Reasoning through Step-by-Step Verification cites this paper.
ChestX-Reasoner: Advancing Radiology Foundation Models with Reasoning through Step-by-Step Verification MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:20:20.277083Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00c3fdb2-6f00-44be-bef9-dc76724c0ff6 · inbound
BioProBench: A Corpus and Benchmark for Biological Protocol Reasoning in Autonomous Science cites this paper.
BioProBench: A Corpus and Benchmark for Biological Protocol Reasoning in Autonomous Science MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T22:33:24.554504Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6deb072-9fe2-4cc4-ba96-89e80df68f58 · inbound
Disentangling Reasoning and Knowledge in Medical Large Language Models cites this paper.
Disentangling Reasoning and Knowledge in Medical Large Language Models MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 50
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-15T20:57:56.132621Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee58effb-e067-41e3-bf66-4c5f270dcafe · inbound
DiagnosisArena: Benchmarking Diagnostic Reasoning for Large Language Models cites this paper.
DiagnosisArena: Benchmarking Diagnostic Reasoning for Large Language Models MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:25.004807Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4b35547-716f-4666-acfb-e821b41c857e · inbound
Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL cites this paper.
Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:41:38.423359Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7b2aba6-1284-48d0-ae5a-629b81a01a6b · inbound
TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification cites this paper.
TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:39:49.370355Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 247bc90c-215b-453a-ad87-185f4f606d53 · inbound
Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning cites this paper.
Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:24:42.605024Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f4aa9d2-33be-4bf6-8def-c628972511ad · inbound
Towards Large Reasoning Models for Agriculture cites this paper.
Towards Large Reasoning Models for Agriculture MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T14:21:42.988989Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4d01c4d-8b62-4bf9-a0f4-2baa36503564 · inbound
Silence is Not Consensus: Disrupting Agreement Bias in Multi-Agent LLMs via Catfish Agent for Clinical Decision Making cites this paper.
Silence is Not Consensus: Disrupting Agreement Bias in Multi-Agent LLMs via Catfish Agent for Clinical Decision Making MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:33:43.187164Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 361fc017-c4d4-4484-a06f-d00e895cb5f3 · inbound
Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble cites this paper.
Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:57:58.191080Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f548da07-6d9c-438d-bc51-f2528ac72cc9 · inbound
MedPAIR: Measuring Physicians and AI Relevance Alignment in Medical Question Answering cites this paper.
MedPAIR: Measuring Physicians and AI Relevance Alignment in Medical Question Answering MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 69
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:42:52.565185Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b373415e-d784-4a85-8e22-d02a0c3ab2c4 · inbound
Enhancing Clinical Multiple-Choice Questions Benchmarks with Knowledge Graph Guided Distractor Generation cites this paper.
Enhancing Clinical Multiple-Choice Questions Benchmarks with Knowledge Graph Guided Distractor Generation MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:05:36.112254Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5851fe81-99b1-4ede-8416-5cae63b5bf82 · inbound
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models cites this paper.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:12.658854Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b88cc0e5-d93c-4fef-8a9f-90ed663e0d5e · inbound
Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains cites this paper.
Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:33:34.809777Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b21cae6e-9d43-4d4a-81f2-714733e39145 · inbound
Med-U1: Incentivizing Unified Medical Reasoning in LLMs via Large-scale Reinforcement Learning cites this paper.
Med-U1: Incentivizing Unified Medical Reasoning in LLMs via Large-scale Reinforcement Learning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:59:15.260193Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79acf541-ad73-46d9-9e9d-714dce4bdc6e · inbound
Rethinking Test-Time Scaling for Medical AI: Model and Task-Aware Strategies for LLMs and VLMs cites this paper.
Rethinking Test-Time Scaling for Medical AI: Model and Task-Aware Strategies for LLMs and VLMs MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:08:56.122012Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05f1c7c1-6992-4164-925c-2b7b3d5f5976 · inbound
MedErr-CT: A Visual Question Answering Benchmark for Identifying and Correcting Errors in CT Reports cites this paper.
MedErr-CT: A Visual Question Answering Benchmark for Identifying and Correcting Errors in CT Reports MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T23:10:43.721022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d22a01de-73f5-42e5-a047-00fe398d3a8f · inbound
MediQAl: A French Medical Question Answering Dataset for Knowledge and Reasoning Evaluation cites this paper.
MediQAl: A French Medical Question Answering Dataset for Knowledge and Reasoning Evaluation MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 19
- Resolution
- malformed identifier
- local_arxiv, observed 2026-05-21T23:10:44.659252Z
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 0c6493ec-dbf9-4033-8a9e-b6e045fa6b1d · inbound
Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming cites this paper.
Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T11:45:40.971770Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8297b2ac-d6e7-40a3-8f9e-69e7730b7534 · inbound
Kernel-Based Sparse Additive Nonlinear Model Structure Detection through a Linearization Approach cites this paper.
Kernel-Based Sparse Additive Nonlinear Model Structure Detection through a Linearization Approach MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:37:35.311823Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 095c61c5-541d-402c-bfe5-81fd8a7f004f · inbound
HealthBranches: Synthesizing Clinically-Grounded Question Answering Datasets via Decision Pathways cites this paper.
HealthBranches: Synthesizing Clinically-Grounded Question Answering Datasets via Decision Pathways MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T22:15:09.811969Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8be9093-1622-40c3-9f40-0cdeebdd0e72 · inbound
Capabilities of GPT-5 on Multimodal Medical Reasoning cites this paper.
Capabilities of GPT-5 on Multimodal Medical Reasoning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T21:38:48.110957Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85fbb256-4269-4d16-b2cd-7529460147fe · inbound
AdsQA: Towards Advertisement Video Understanding cites this paper.
AdsQA: Towards Advertisement Video Understanding MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 93
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T20:20:37.012685Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c9f4076-f74a-45f2-8fea-44f78b386640 · inbound
Measuring Competency, Not Performance: Item-Aware Evaluation Across Medical Benchmarks cites this paper.
Measuring Competency, Not Performance: Item-Aware Evaluation Across Medical Benchmarks MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 35
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T13:16:24.067374Z
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 00f9f1d0-c640-4be0-9a55-37921d3b8350 · inbound
AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification cites this paper.
AdaThink-Med: Optimizing Inference-Time Compute for Medical Reasoning via Uncertainty Quantification MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T13:51:53.456752Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c3a3772-61bb-422c-9f92-44370eb6e772 · inbound
MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution cites this paper.
MedVerse: Efficient and Reliable Medical Reasoning via DAG-Structured Parallel Execution MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 4
- Resolution
- malformed identifier
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 d682ce68-1629-4254-b1eb-e48346c3f9d1 · inbound
MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs cites this paper.
MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 77
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 9610ecc2-1b58-4e3c-940b-02d187915dc1 · inbound
Doctorina MedBench: A Dialogue-Based Benchmark and Evaluation Framework for Agent-Based Medical AI cites this paper.
Doctorina MedBench: A Dialogue-Based Benchmark and Evaluation Framework for Agent-Based Medical AI MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T17:25:49.913986Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d58c0f0-32c1-481f-911f-b7d8b8dab98a · inbound
MEDIC-AD: Towards Medical Vision-Language Model's Clinical Intelligence cites this paper.
MEDIC-AD: Towards Medical Vision-Language Model's Clinical Intelligence MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 68
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-02T17:19:40.131720Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 692ea18e-394a-496b-8778-b3574823c5d8 · inbound
MedGemma 1.5 Technical Report cites this paper.
MedGemma 1.5 Technical Report MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 7ae76ceb-4b9c-4968-bbd5-44ef72b8a87f · inbound
EXAONE 4.5 Technical Report cites this paper.
EXAONE 4.5 Technical Report MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 53
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 b660a08e-c5e1-4234-a24f-06cbd6a39e56 · inbound
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering cites this paper.
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 43
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 45d2525e-cacb-4566-8379-fd6343f029f8 · inbound
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering cites this paper.
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T16:33:56.516696Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13da444f-16bc-453a-8cb0-333e43f456fc · inbound
MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging cites this paper.
MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 85
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 68a546cd-ca2a-48e1-9666-add64b0b2e6c · inbound
HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment cites this paper.
HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 72
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 dfd5bf8c-66ef-4eae-b0f0-f248f94f6c7b · inbound
Evaluation-driven Scaling for Scientific Discovery cites this paper.
Evaluation-driven Scaling for Scientific Discovery MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 178
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 3ea0346c-9da3-4694-b66a-712a2985cd70 · inbound
Green Shielding: A User-Centric Approach Towards Trustworthy AI cites this paper.
Green Shielding: A User-Centric Approach Towards Trustworthy AI MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 50884898-2721-41f2-82d6-5828cf462e2f · inbound
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 69
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 9298d93c-375f-449f-abef-a1fdf5de2c7d · inbound
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 69
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T00:53:53.394460Z
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 2ba01998-58db-4f36-a07f-b138d6a680a6 · inbound
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 161
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:15:43.776509Z
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 48872420-c0a9-49c1-a1b6-42bb76b17d3b · inbound
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution cites this paper.
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 161
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T01:39:23.926310Z
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 54dcbd29-0610-4074-a560-598177c4e162 · inbound
Systematic Evaluation of Large Language Models for Post-Discharge Clinical Action Extraction cites this paper.
Systematic Evaluation of Large Language Models for Post-Discharge Clinical Action Extraction MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 c3f0f6c6-a27d-476c-a3b3-c2901221c1d6 · inbound
AgentPSO: Evolving Agent Reasoning Skill via Multi-agent Particle Swarm Optimization cites this paper.
AgentPSO: Evolving Agent Reasoning Skill via Multi-agent Particle Swarm Optimization MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 55
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 32adff1c-b1b1-4a8b-80d5-bc214f8c2403 · inbound
AgentPSO: Evolving Agent Reasoning Skill via Multi-agent Particle Swarm Optimization cites this paper.
AgentPSO: Evolving Agent Reasoning Skill via Multi-agent Particle Swarm Optimization MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 55
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T23:35:07.613373Z
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 4212d254-c39a-40c9-9d29-38092cc7b065 · inbound
CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics cites this paper.
CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 5
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 672cb521-246b-48bd-9dca-de6c0991ecbe · inbound
MedMeta: A Benchmark for LLMs in Synthesizing Meta-Analysis Conclusion from Medical Studies cites this paper.
MedMeta: A Benchmark for LLMs in Synthesizing Meta-Analysis Conclusion from Medical Studies MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 c045fad3-5bf3-4edd-80fc-4c8670828acc · inbound
Verification Mirage: Mapping the Reliability Boundary of Self-Verification in Medical VQA cites this paper.
Verification Mirage: Mapping the Reliability Boundary of Self-Verification in Medical VQA MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 dc6b6f94-f700-4f62-a434-6da05e27de3c · inbound
Large Language Models Lack Temporal Awareness of Medical Knowledge cites this paper.
Large Language Models Lack Temporal Awareness of Medical Knowledge MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 43
- Resolution
- malformed identifier
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 d65abc5c-b48d-43f6-a642-ed0e3d3b4e88 · inbound
RealICU: Do LLM Agents Understand Long-Context ICU Data? A Benchmark Beyond Behavior Imitation cites this paper.
RealICU: Do LLM Agents Understand Long-Context ICU Data? A Benchmark Beyond Behavior Imitation MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 39
- Resolution
- malformed identifier
- arxiv_id, observed 2026-05-16T14:26:38.603695Z
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 55812b3a-6954-483a-8deb-28937209982f · inbound
Fully Open Meditron: An Auditable Pipeline for Clinical LLMs cites this paper.
Fully Open Meditron: An Auditable Pipeline for Clinical LLMs MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 39
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T18:53:38.771817Z
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 59e7a0e2-c6b9-41cb-a6ec-1749cb4a4634 · inbound
Fully Open Meditron: An Auditable Pipeline for Clinical LLMs cites this paper.
Fully Open Meditron: An Auditable Pipeline for Clinical LLMs MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 40
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:15:00.117175Z
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 95391074-b241-441b-83ca-749b1519187f · inbound
CHI-Bench: Can AI Agents Automate End-to-End, Long-Horizon, Policy-Rich Healthcare Workflows? cites this paper.
CHI-Bench: Can AI Agents Automate End-to-End, Long-Horizon, Policy-Rich Healthcare Workflows? MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 67
- Resolution
- malformed identifier
- local_arxiv, observed 2026-05-20T17:48:48.822438Z
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 ca86765d-829e-4960-845c-477932d03578 · inbound
ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning cites this paper.
ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 43
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T05:23:03.760948Z
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 33e9182b-8544-4f99-8121-9d884276b0b6 · inbound
NeuroQA: A Large-Scale Image-Grounded Benchmark for 3D Brain MRI Understanding cites this paper.
NeuroQA: A Large-Scale Image-Grounded Benchmark for 3D Brain MRI Understanding MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 26
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T06:59:45.784825Z
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 c85c7064-5477-457d-8fcb-e18e82f47da0 · inbound
DDX-TRACE: A Benchmark for Medical Diagnostic Trajectories in VLMs cites this paper.
DDX-TRACE: A Benchmark for Medical Diagnostic Trajectories in VLMs MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 40
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T04:55:23.447614Z
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 7816dc5c-541f-4b18-b5eb-35b694a079b3 · inbound
C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning cites this paper.
C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 20
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-29T12:53:27.009199Z
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 719eb01f-bf4f-4d10-ad0e-04ef4c9b6da5 · inbound
C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning cites this paper.
C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T05:01:11.077901Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7275da5-de27-4e80-8de7-df8efc98f7d5 · inbound
Single-Rollout Hidden-State Dynamics for Training-Free RLVR Data Selection cites this paper.
Single-Rollout Hidden-State Dynamics for Training-Free RLVR Data Selection MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 25
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T14:13:30.113213Z
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 d2c790ea-3813-48b5-9379-580a9ed8a723 · 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 MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 132
- Resolution
- malformed identifier
- local_arxiv, observed 2026-06-29T06:43:10.362776Z
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 49accd18-ae0e-4825-83b6-1fce3e5503ad · inbound
Overview of the ClinicalSkillQA 2026 Shared Task on Continuous Perception and Procedural Reasoning in Clinical Skill Assessment cites this paper.
Overview of the ClinicalSkillQA 2026 Shared Task on Continuous Perception and Procedural Reasoning in Clinical Skill Assessment MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 12
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T00:56:25.600920Z
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 44c24813-c531-46d1-8cdf-d36d4352ab14 · inbound
Evaluating Large Language Models in Dynamic Clinical Decision-Making with Standardized Patient Cases cites this paper.
Evaluating Large Language Models in Dynamic Clinical Decision-Making with Standardized Patient Cases MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 15
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T07:56:47.197661Z
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 d8aa4c76-c0f8-4783-b41f-891c3a40aebe · inbound
Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces cites this paper.
Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 114
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-27T22:31:21.528834Z
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 6c41d075-8dfc-44e4-9406-73c55ae184a3 · inbound
PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow cites this paper.
PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 71
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T19:15:01.454125Z
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 856940c0-4d29-44cf-8f71-bc9abe4e8525 · inbound
Beyond English benchmarks: clinical llm evaluation in Brazilian Portuguese cites this paper.
Beyond English benchmarks: clinical llm evaluation in Brazilian Portuguese MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T19:07:17.905485Z
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 9e6b1dec-f544-42f4-a64f-aaf7f14127de · inbound
Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning cites this paper.
Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 121
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T21:37:25.362554Z
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 306a91b9-acf7-444a-bc11-08bb9a15bd19 · inbound
Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory cites this paper.
Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 96
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T01:07:30.881909Z
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 a88060c2-2971-4941-94ae-5f5925a5127a · inbound
UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA cites this paper.
UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 189
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T09:47:59.439147Z
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 85ae5e85-f44d-490e-8969-4645295422f7 · inbound
Measuring Epistemic Resilience of LLMs Under Misleading Medical Context cites this paper.
Measuring Epistemic Resilience of LLMs Under Misleading Medical Context MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 51
- Resolution
- malformed identifier
- local_arxiv, observed 2026-07-03T11:28:04.910150Z
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 a7d1cc88-8241-470f-ae98-baecc0da6daf · inbound
Trade-offs in Medical LLM Adaptation: An Empirical Study in French QA cites this paper.
Trade-offs in Medical LLM Adaptation: An Empirical Study in French QA MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T00:49:17.773387Z
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 23739f5c-0713-4072-a46d-d56d9764052a · inbound
CheXpercept: A Benchmark for Evaluating Expert-Level Lesion Perception in Chest X-rays cites this paper.
CheXpercept: A Benchmark for Evaluating Expert-Level Lesion Perception in Chest X-rays MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 40
- Resolution
- malformed identifier
- local_arxiv, observed 2026-07-04T05:59:37.423945Z
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 6b6aaf1a-4d1f-4df2-a0bf-edf760cd9648 · inbound
Latent Confidence Alignment for LLM Self-Assessment cites this paper.
Latent Confidence Alignment for LLM Self-Assessment MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T08:39:41.809911Z
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 22abc74e-6ac9-46d8-bf11-d81713b57c31 · inbound
MMGist: A Comprehensive Multimodal Benchmark for 2027 cites this paper.
MMGist: A Comprehensive Multimodal Benchmark for 2027 MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 13
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T08:49:41.621498Z
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 886ab2bc-75ad-485a-80fe-6de71f878af1 · inbound
Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models cites this paper.
Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 14
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T20:40:07.573527Z
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 c645a31a-7ca4-43fc-b4c5-8ad9b304d649 · inbound
Reasoning Quality Emerges Early: Data Curation for Reasoning Models cites this paper.
Reasoning Quality Emerges Early: Data Curation for Reasoning Models MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 10
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-26T05:08:59.952542Z
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 bc6b8fa0-2b7f-475c-ae5c-6a95e4b23536 · inbound
Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning cites this paper.
Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 38
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T10:15:45.207200Z
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 910b5549-5573-4a10-b9e5-1d98a5bc533a · inbound
FaithMed: Training LLMs For Faithful Evidence-Based Medical Reasoning cites this paper.
FaithMed: Training LLMs For Faithful Evidence-Based Medical Reasoning MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 87
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T21:08:57.474691Z
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 299e3775-ebab-4eb0-b926-14ce590cb344 · inbound
Gemma 4 Technical Report cites this paper.
Gemma 4 Technical Report MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T07:10:06.281832Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f77e7e17-e43d-46e9-b61f-9c5ddbc01eb0 · inbound
Do Medical Vision Language Models Actually See? A Counterfactual Grounding Framework and Hard-Negative Contrastive Training for Visually-Reliant Medical VLMs cites this paper.
Do Medical Vision Language Models Actually See? A Counterfactual Grounding Framework and Hard-Negative Contrastive Training for Visually-Reliant Medical VLMs MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T00:57:35.205227Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92c4a64b-125d-4981-87df-64f0aa6714ac · inbound
Evidence-Grounded AI for Musculoskeletal Care cites this paper.
Evidence-Grounded AI for Musculoskeletal Care MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T06:32:29.811544Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e42376f-5c2a-41f0-9723-1e65cace1f15 · inbound
Cura 1T: Specialized Model for Agentic Healthcare cites this paper.
Cura 1T: Specialized Model for Agentic Healthcare MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T02:16:39.947485Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a18290f-fb69-4e97-90c3-c689dd7a6708 · inbound
Reference-Free Evaluation of Reasoning in Open-Ended Question Answering cites this paper.
Reference-Free Evaluation of Reasoning in Open-Ended Question Answering MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T12:04:29.120119Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91269e56-7bc3-4f7c-9000-d352c58b5e09 · inbound
Marking the Wrong Symptoms: Evaluating LLM Watermarks in Medical Texts cites this paper.
Marking the Wrong Symptoms: Evaluating LLM Watermarks in Medical Texts MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T13:52:07.924487Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0cc6bf25-81ce-4bee-b96c-b85c31023eb4 · inbound
Do Pathology Vision-Language Models Truly See Pathology? cites this paper.
Do Pathology Vision-Language Models Truly See Pathology? MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T08:37:05.181089Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e284e0ee-8709-43c8-a2da-e330f6077dea · inbound
MedJudgeRAG: Option-Wise Evidence Judgment with Dynamic Knowledge Graphs for Medical MCQA cites this paper.
MedJudgeRAG: Option-Wise Evidence Judgment with Dynamic Knowledge Graphs for Medical MCQA MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T06:12:07.519917Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81cfd0c9-d0ce-4fb6-a6a4-312c336c1c78 · inbound
PatientAgentBench: A Benchmark Framework for Evaluating Patient-Facing Health AI Agents cites this paper.
PatientAgentBench: A Benchmark Framework for Evaluating Patient-Facing Health AI Agents MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T02:21:21.671396Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6a1f3c6-bcce-4ae2-a7fa-3721e66fa241 · inbound
Objective-Aligned Direct Answer SFT for Robust Multi-Frame Medical VQA cites this paper.
Objective-Aligned Direct Answer SFT for Robust Multi-Frame Medical VQA MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T05:36:47.916051Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2990618-5134-47dd-948f-cd0808a2a1d8 · inbound
LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers cites this paper.
LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 206
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:34:14.608714Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e68527a9-4ca7-46a3-b8f0-f5778ba0f14c · inbound
MIRA: Medical Image Reflection for Agentic Diagnosis cites this paper.
MIRA: Medical Image Reflection for Agentic Diagnosis MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T16:38:14.279760Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.