Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:01:07.918783Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 3 inbound Pith citation observations for arXiv:2506.00855.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:01:07.918783Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-14T16:22:51.163432Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-21T06:59:45.766193Z
74 of 74 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 30253212-8abd-426c-aae7-fd9528179201 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book URL https://www.doabooks.org/
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f8abf0a5-3cf4-48e3-8de8-d3de9889db82 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Claude 3.7 sonnet system card
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6c953324-63f9-41eb-ba2d-f2bce6973555 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Bajwa, U
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e33088a-0305-47f2-91e1-f61268fc57de · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 930c3b0f-1cb1-4723-90ab-f4707cf262dd · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1119b38b-4acd-4913-b05a-11710da19228 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6b31752-ab62-4e20-a91f-6b247dd54fba · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b01b931d-9111-4054-a48e-48d08084632b · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a5d3b8e-0064-4738-9167-8b751905a84a · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a073f6c0-715f-4af5-8f38-2e2d410077a3 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3d5482c-a2f6-4727-8c2e-13ecd22555c8 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Gemini pro - google deepmind, 2025
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2b297c84-f072-4157-9964-dc99b6be0551 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8a714297-893a-4fe2-9dfd-bd83ac4de3da · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 884a536b-9906-4f11-b442-35efe87c9cb7 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book PathVQA: 30000+ Questions for Medical Visual Question Answering
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 937a9646-68ae-4126-b691-f72e2d8602d2 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ae2910f-676c-4c8b-b908-215b3147de6d · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Introduction of Medical Imaging Modalities
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8342307e-23d9-401a-b894-14f07fca4571 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation def9f8aa-6aed-45a7-8e89-9e63c7b69adb · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book MLLM-CompBench: A Comparative Reasoning Benchmark for Multimodal LLMs
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0295d6f-8619-401d-8d34-c43ea4c89ed6 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book LLaVA-OneVision: Easy Visual Task Transfer
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d87932c6-3765-4e2b-b195-013fc35b4058 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1e0e90d6-2821-466a-aa5f-afe479b36ad7 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Liu, L.-M
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a2363c56-a766-4765-a770-fe82f3f0bc15 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 464bd6fb-d219-47f4-bb85-680b63386024 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Ovis: Structural Embedding Alignment for Multimodal Large Language Model
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac975918-d45c-4584-8015-46618127384b · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cd90b430-447c-4ca0-9c62-acf768b859e4 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book GPT-4 Technical Report
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb4cf8c0-8c42-48f0-b7e7-c506f58f61b3 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 18db10f3-bc3d-486f-862c-0c7fa342febb · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cf0dc0c-0b9f-4905-9362-c8813235f44f · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book A large annotated medical image dataset for the development and evaluation of segmentation algorithms
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f8f8624-45bd-4318-bb00-ef853d9df1cc · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Kimi-VL Technical Report
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54d54617-d226-47bd-b959-78123d1f8bbf · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book MinerU: An Open-Source Solution for Precise Document Content Extraction
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dddef283-7446-437e-9b6c-f234c20adcd0 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d84ded66-56e8-4ce0-8762-4bb42646bf8c · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2ded2e03-324d-431c-8ce4-2273e967cbca · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6ab1dd3f-e898-453a-a640-7db035d289d0 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c148d6a-c851-41eb-ba13-9712f802d7fe · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8b80374-b619-4de5-84ef-41ae446828f4 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book PMC-LLaMA: Towards Building Open-source Language Models for Medicine
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58ebe5b8-2b18-41cf-b250-1f1d8ea3cd21 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70db9ec1-5c93-4685-aadf-7c871af484b7 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Qwen2.5 Technical Report
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0013fa35-cf80-41f5-ac68-02e83d2985cb · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ea2a773-7c70-4e64-8c93-065fe122a9e8 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06bb10a9-df1a-4fd4-9bf6-97f5f49d362e · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e645ceb-1ac1-4c26-88ae-c40d0630f781 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8dd92c0-5d9c-4116-a6f1-34f840aadf21 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4b6df454-8580-49ba-859c-565ad147e930 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 80509daa-2067-4097-a38e-97d575dc463e · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f8d94082-4155-4e34-88dd-fb9579d4c37a · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0ccb8746-4e0e-4262-98a2-35902e452b60 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book All our code and data are available to the general public
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 39abebcf-85f6-45fa-90de-6c4676efe5b7 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4e980f4c-c3c6-40f8-ac74-cba356bec8e4 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book We did not conduct multiple runs of the experiments due to the high computational cost
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f0fa7730-90d7-4431-b448-42084296e3c5 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book The computing resource requirements for these models vary and are beyond our control
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5831d2ff-f17a-4a89-9873-7a8f8e7d20a6 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8316d1fa-cd8a-4455-9470-b3622348077d · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4ad5f38c-f3ea-4c40-bcab-711353606907 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e36880b7-0658-4e15-9cd9-b8c436ee1519 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book We use license CC BY 4.0
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 67469cf6-b38a-495a-a720-38d59be77fb2 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0d6e3b34-70c5-481c-80db-f3a6191abebb · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e686ca4-f84e-4a90-927f-d0bb86b9acaf · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dbe5424-0bb0-42af-9fd2-2970695fb8f8 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Answer: [Yes] Justification: See section 3, where we describe how we used LLM in our method
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a9f84a67-6725-4d09-87ed-d2068bbd55a7 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ed1136db-f6a6-4d9f-a19b-c7d139bee743 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1aa9600a-4170-4e83-9978-fe9287346114 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b6e6ae16-1373-4f60-902d-168a7eccee20 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 184d6c37-f84b-48fc-8012-dee0a91a7802 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book C": Charts of data results from medical research or experiments. (common types: data charts, tables, graphs, etc., to summarize data results) Category
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a6355fc6-f63a-4a48-850e-dabb982d18ae · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 66
Source-reported events for the cited work
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Observation 3baeb262-9e92-4c56-9836-533bdacc9bad · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d6f3a90b-3ea3-4b3c-a922-42adeb71fbb4 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book M), question, answer
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c1ceb547-4564-4e8a-b7ca-3e97437b3357 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Try to use several words or a short phrase
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 31c82b1a-c1bf-450f-8c31-a29c2e774ed6 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 70
Source-reported events for the cited work
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Observation a7ed155d-f4b3-4f87-96d6-d473448c3a71 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 71
Source-reported events for the cited work
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Observation 1ec4dd17-5532-4985-ba89-0abb9e762c9d · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 07dcb034-d93e-4fe4-8129-4dfa2295c96d · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Unresolved cited work
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d2f07009-afcd-470e-ab88-85cdb9daeb9b · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book right lung
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c4e31152-36ae-4729-892b-c3b61923bd92 · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09bbc576-4bbc-4fe1-b9a6-f2bd2e90c95e · outbound
MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06ad22d6-6187-4cfb-a2e0-614390634976 · inbound
NeuroQA: A Large-Scale Image-Grounded Benchmark for 3D Brain MRI Understanding MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f7ea351a-0267-4235-beda-440b8fb06c6a · inbound
RL Forgets! Towards Continual Policy Optimization MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69e39140-39be-4f95-9d84-b9376c98fdc6 · inbound
RL Forgets! Towards Continual Policy Optimization MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.