Paper Citation Record · LEDGER

Evaluating and Understanding Model Editing for Medical Vision Language Models

As of 19 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.05310.

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

pith.paper-citation-record.v1
2607.05310 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-07T18:09:33.751019Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

verified exact8
verified fuzzy20
unresolved1
parse uncertain0
malformed identifier1
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64fdac59-876d-4cc7-92a7-3c18236522e0 · outbound

This paper cites Nature medicine28(9), 1773–1784 (2022).

Evaluating and Understanding Model Editing for Medical Vision Language Models Nature medicine28(9), 1773–1784 (2022)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.508654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9ae53b84-508f-4743-87f3-0a2c4e3b78b7 · outbound

This paper cites Journal of medical Internet research26, e59505 (2024).

Evaluating and Understanding Model Editing for Medical Vision Language Models Journal of medical Internet research26, e59505 (2024)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.491445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3a58d61c-ee07-48aa-b7df-6f7ea297fe6c · outbound

This paper cites Does tone change the answer? evaluating prompt politeness effects on modern LLMs: GPT, Gemini, LLaMA.

Evaluating and Understanding Model Editing for Medical Vision Language Models Does tone change the answer? evaluating prompt politeness effects on modern LLMs: GPT, Gemini, LLaMA

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-07T18:14:03.408491Z

Source-reported events for the cited work

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Observation 64c8f4c4-dcc4-4641-93a4-dcefd9d05baf · outbound

This paper cites NEJM AI2(7), AIdbp2401120 (2025).

Evaluating and Understanding Model Editing for Medical Vision Language Models NEJM AI2(7), AIdbp2401120 (2025)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.499553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9916d025-d5a6-4d6c-9432-d8edf836a129 · outbound

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

Evaluating and Understanding Model Editing for Medical Vision Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.435995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 96d82028-ec82-45e2-b209-a4afdc9e51cf · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

Evaluating and Understanding Model Editing for Medical Vision Language Models Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-07-07T18:14:03.442366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8a2e6ad0-04b7-4b8c-bb28-ac8379bc186f · outbound

This paper cites On Domain-Adaptive Post-Training for Multimodal Large Language Models.

Evaluating and Understanding Model Editing for Medical Vision Language Models On Domain-Adaptive Post-Training for Multimodal Large Language Models

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.450951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 822f2fca-2909-45dc-86ff-3d878c470a49 · outbound

This paper cites In: Pro- ceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision.

Evaluating and Understanding Model Editing for Medical Vision Language Models In: Pro- ceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.506976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 16d8b0f4-56e5-4caf-94cd-1b22ba4b62ae · outbound

This paper cites MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge.

Evaluating and Understanding Model Editing for Medical Vision Language Models MMKE-Bench: A Multimodal Editing Benchmark for Diverse Visual Knowledge

Reference 9

Resolution: metadata mismatch; local_arxiv, observed 2026-07-07T18:14:03.427465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b65c7de2-c311-439b-b890-15d2cd648166 · outbound

This paper cites New England Journal of Medicine385(3), 283–286 (2021).

Evaluating and Understanding Model Editing for Medical Vision Language Models New England Journal of Medicine385(3), 283–286 (2021)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.522219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d02ab8b5-d9d7-4c9b-9bc2-9e6c66c0f3fe · outbound

This paper cites BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing.

Evaluating and Understanding Model Editing for Medical Vision Language Models BalancEdit: Dynamically Balancing the Generality-Locality Trade-off in Multi-modal Model Editing

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.448012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0782c2ef-19dc-46f1-b391-3a4bc05cc242 · outbound

This paper cites Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors.

Evaluating and Understanding Model Editing for Medical Vision Language Models Aging with GRACE: Lifelong Model Editing with Discrete Key-Value Adaptors

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.445081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0888cfc0-cf7d-4ff8-a27b-536f09198de6 · outbound

This paper cites Iclr1(2), 3 (2022) Evaluating and Understanding Model Editing for Medical VLMs 17.

Evaluating and Understanding Model Editing for Medical Vision Language Models Iclr1(2), 3 (2022) Evaluating and Understanding Model Editing for Medical VLMs 17

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.515008Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 11525d31-63b1-4c19-9265-5cd6e3180222 · outbound

This paper cites In: Proceedings of the 33rd ACM International Conference on Multimedia.

Evaluating and Understanding Model Editing for Medical Vision Language Models In: Proceedings of the 33rd ACM International Conference on Multimedia

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.489446Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 603855c6-b13e-4fa6-b444-261b18f1ac52 · outbound

This paper cites Jama330(23), 2255–2257 (2023).

Evaluating and Understanding Model Editing for Medical Vision Language Models Jama330(23), 2255–2257 (2023)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.495729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e71e495b-d816-4a4f-8489-2964c83a8152 · outbound

This paper cites In: Proceedings of the 2023 conference on empirical methods in natural language processing.

Evaluating and Understanding Model Editing for Medical Vision Language Models In: Proceedings of the 2023 conference on empirical methods in natural language processing

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.503322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f4fd4418-c878-4253-8072-3669e9172681 · outbound

This paper cites an unresolved cited work.

Evaluating and Understanding Model Editing for Medical Vision Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-07-07T18:14:03.511065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d458f89a-16f0-4a43-a538-1c99311515f5 · outbound

This paper cites Advances in Neural Information Processing Systems36, 28541–28564 (2023).

Evaluating and Understanding Model Editing for Medical Vision Language Models Advances in Neural Information Processing Systems36, 28541–28564 (2023)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.520058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e3fbf58b-5d2b-43b1-adea-2bb9e2f8fbcd · outbound

This paper cites Advances in Neural Information Processing Systems35, 17612–17625 (2022).

Evaluating and Understanding Model Editing for Medical Vision Language Models Advances in Neural Information Processing Systems35, 17612–17625 (2022)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.497844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c23beec0-791c-47ea-b826-f0bcda2af031 · outbound

This paper cites In: 2021 IEEE 18th international symposium on biomedical imaging (ISBI).

Evaluating and Understanding Model Editing for Medical Vision Language Models In: 2021 IEEE 18th international symposium on biomedical imaging (ISBI)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.517235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 49b659a0-681f-495a-907c-d1bb6f1a024f · outbound

This paper cites NPJ Digital Medicine6(1), 226 (2023).

Evaluating and Understanding Model Editing for Medical Vision Language Models NPJ Digital Medicine6(1), 226 (2023)

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.493410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ce842fd4-0565-4852-891d-d1029e1c2958 · outbound

This paper cites The Lancet Digital Health2(10), e537–e548 (2020).

Evaluating and Understanding Model Editing for Medical Vision Language Models The Lancet Digital Health2(10), e537–e548 (2020)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.504972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2e8241a4-afed-4df6-a93b-1603b17626dc · outbound

This paper cites Advances in neural information processing systems35, 17359–17372 (2022).

Evaluating and Understanding Model Editing for Medical Vision Language Models Advances in neural information processing systems35, 17359–17372 (2022)

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.526852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3f531796-6d38-4a43-9f23-efe1d85b853d · outbound

This paper cites Fast Model Editing at Scale.

Evaluating and Understanding Model Editing for Medical Vision Language Models Fast Model Editing at Scale

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.413982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 517a14f4-16aa-41a3-a8ec-82f810ae8f90 · outbound

This paper cites In: International conference on machine learning.

Evaluating and Understanding Model Editing for Medical Vision Language Models In: International conference on machine learning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.487396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9b096aba-d8d4-4714-9c78-fd355930fd30 · outbound

This paper cites npj Digital Medicine8(1), 252 (2025).

Evaluating and Understanding Model Editing for Medical Vision Language Models npj Digital Medicine8(1), 252 (2025)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.501359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e0990223-33ac-4bd1-9d82-893450076ed1 · outbound

This paper cites Qwen3.5-Omni Technical Report.

Evaluating and Understanding Model Editing for Medical Vision Language Models Qwen3.5-Omni Technical Report

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.454594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 92b87e39-c06a-4f97-af6e-12c22497f866 · outbound

This paper cites ACM Computing Surveys57(3), 1–37 (2024).

Evaluating and Understanding Model Editing for Medical Vision Language Models ACM Computing Surveys57(3), 1–37 (2024)

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.518031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c640353e-0795-47c6-aece-3bd28c7e2336 · outbound

This paper cites MEMLA: Enhancing Multilingual Knowledge Editing with Neuron-Masked Low-Rank Adaptation.

Evaluating and Understanding Model Editing for Medical Vision Language Models MEMLA: Enhancing Multilingual Knowledge Editing with Neuron-Masked Low-Rank Adaptation

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.417943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 737699d9-642c-46a0-9f7e-8766368ad32d · outbound

This paper cites MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models.

Evaluating and Understanding Model Editing for Medical Vision Language Models MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-07-07T18:14:03.439614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 55e249fd-aa41-40b1-9e30-0089307143af · outbound

This paper cites In: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

Evaluating and Understanding Model Editing for Medical Vision Language Models In: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.513117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d6a81f72-72d6-4f67-a54f-36e6d5bc2e10 · outbound

This paper cites Radiology: Artificial Intelligence4(3), e210064 (2022).

Evaluating and Understanding Model Editing for Medical Vision Language Models Radiology: Artificial Intelligence4(3), e210064 (2022)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T18:14:03.523849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c6b84747-a8fe-4bb8-8d08-a8ce5289ac39 · outbound

This paper cites PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering.

Evaluating and Understanding Model Editing for Medical Vision Language Models PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

Reference 33

Resolution: malformed identifier; local_arxiv, observed 2026-07-07T18:14:03.430743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.