Paper Citation Record · LEDGER

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study

As of 8 August 2026, this Paper Citation Record lists 8 of 8 outbound references and 2 inbound Pith citation observations for arXiv:2507.11200.

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

pith.paper-citation-record.v1
2507.11200 v2

Coverage vector

measured 8 of 8 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:19:47.183398Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T13:30:26.488826Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T21:18:59.467672Z

Reference resolution

8 of 8 outbound references displayed

verified exact0
verified fuzzy0
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 740feadf-96d1-44be-8a17-9966a2751240 · outbound

This paper cites , " * write output.state after.block = add.period write.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study , " * write output.state after.block = add.period write

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:46.780825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d22e2f0-6239-43fb-b5d2-e812226b0145 · outbound

This paper cites write newline.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:46.808585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2364e215-df6b-4c97-ad7a-176ea07231e5 · outbound

This paper cites Qwen2.5-VL Technical Report.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study Qwen2.5-VL Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:46.853396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faf3aa55-f2f1-43e7-b1d3-3c55f7592289 · outbound

This paper cites HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:46.890585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c0eb45d-968e-4b77-abab-ae40351bd9f6 · outbound

This paper cites MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:46.982626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46e0d4a7-b639-4306-8547-51f65d2169d2 · outbound

This paper cites MiMo-VL Technical Report.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study MiMo-VL Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:47.032597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2fd42b1-9267-40cb-a7c9-dcdd005dd195 · outbound

This paper cites Disentangling Reasoning and Knowledge in Medical Large Language Models.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study Disentangling Reasoning and Knowledge in Medical Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:47.083790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 369e548c-b35f-4172-a194-0dc66d14b44b · outbound

This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T17:19:47.183398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a4d1559b-01ff-4c57-80ba-495f6bd1e003 · inbound

Evaluation of Medical Vision Language Models HuluMed and MedGemma, and general purpose chatbots Gemma 3, ChatGPT Plus, and Claude Pro on real previously unseen wound images cites this paper.

Evaluation of Medical Vision Language Models HuluMed and MedGemma, and general purpose chatbots Gemma 3, ChatGPT Plus, and Claude Pro on real previously unseen wound images How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:18:59.469375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e712b36-152f-4be7-bb8a-d510af778c50 · inbound

Evaluation of Medical Vision Language Models HuluMed and MedGemma, and general purpose chatbots Gemma 3, ChatGPT Plus, and Claude Pro on real previously unseen wound images cites this paper.

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T13:30:26.488826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.