Paper Citation Record · LEDGER

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models

As of 19 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2508.05083.

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

pith.paper-citation-record.v1
2508.05083 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:37:06.877136Z

measured 45 of 45 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-07T18:14:03.437682Z

Reference resolution

44 of 44 outbound references displayed

verified exact1
verified fuzzy4
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7bb4432-cd0a-4e44-af46-f5b474047dd6 · outbound

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

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:05.947326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87965ea3-baca-4fa8-91f0-29065c592471 · outbound

This paper cites write newline.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.107429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd52703c-03dd-4fce-9205-7dd9bd299b7d · outbound

This paper cites Design Patterns for Securing LLM Agents against Prompt Injections.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Design Patterns for Securing LLM Agents against Prompt Injections

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.299395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 199e2a0d-04a8-440f-b669-2c3d141aa345 · outbound

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

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.417636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 055a2d2c-201c-43ee-926f-d3de64406d57 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 5

Resolution: verified exact; raw_fallback, observed 2026-08-05T23:37:07.036102Z

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 f202937d-91ce-4786-b6cc-d5bd75bb2e63 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.388161Z

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 d580f9c5-4e98-4a48-91f5-817c0285bd5f · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.380148Z

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 fdf320c2-f765-4e04-a649-c88ab6d27be9 · outbound

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

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models On Domain-Adaptive Post-Training for Multimodal Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.752203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6393e434-aa8e-45ea-a9d2-5ea001297de2 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.371277Z

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 4fc5e76b-446b-4ab6-b3b3-83905606abcd · outbound

This paper cites C.; Schneider, C.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models C.; Schneider, C

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:37:07.363191Z

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 71e97918-7e05-40ef-b462-a79edd7c0d83 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.354003Z

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 483de320-0572-49fe-be96-cc10b9dd46ab · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.344796Z

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 ac1f8b12-2bd6-4e35-80cc-f0d9499339e5 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.335477Z

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 14756534-eabb-4ec1-aeaf-e8a61d224e0e · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.326517Z

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 1775b647-ee7b-427d-8d6f-6dd65e526020 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.316440Z

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 2ac6afed-58e2-4db1-9aaf-b15f79d64aa0 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.306779Z

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 a7abae65-786e-4779-9b51-c29e05c98168 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.296217Z

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 ecf4002b-e61f-4fc0-96d1-4aa19fa2443a · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.286018Z

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 23808ac7-56ad-4810-9ad8-159316e70dac · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.276002Z

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 ebccbb72-afe5-4a7e-bd75-ad13025db482 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.265473Z

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 afa494d3-8294-47dc-8e10-f3c016bd0531 · outbound

This paper cites DeepSeek-V3 Technical Report.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models DeepSeek-V3 Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.798390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 934608ad-efa9-4964-bf7a-185bfa4399fb · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.801945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c9450e4-55e6-4820-8f2f-2751a9d8581c · outbound

This paper cites Automatic and Universal Prompt Injection Attacks against Large Language Models.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Automatic and Universal Prompt Injection Attacks against Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.805902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c353f87-6d69-444c-b883-9c961d51dd59 · outbound

This paper cites Prompt Injection attack against LLM-integrated Applications.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Prompt Injection attack against LLM-integrated Applications

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.809695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95495c3b-9afb-45ed-aabb-f93fcf655c06 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.249767Z

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 7b4d2f22-9c04-40a3-9850-321fd20b8b89 · outbound

This paper cites S.; Andonian, A.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models S.; Andonian, A

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:37:07.241250Z

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 d2facd8f-4789-4a4f-a5e6-3011d81b2102 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.232841Z

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 39bdd7f8-affe-464a-b679-7e1381124ef4 · outbound

This paper cites D.; and Finn, C.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models D.; and Finn, C

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:37:07.223024Z

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 f001e4e0-dc51-4db6-b289-23f961bd936f · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.213228Z

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 5327afb6-d092-49b8-af6b-badaafd8be27 · outbound

This paper cites K.; and Sankarasubbu, M.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models K.; and Sankarasubbu, M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T23:37:07.204231Z

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 d2c20158-455e-4f1f-9920-189746ad1d5f · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.194699Z

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 c66499b2-1afa-412b-a862-610b837e6956 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.184307Z

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 39c124a5-1118-4bda-8dcf-dfa68f457af9 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.174734Z

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 b5a29d52-1f44-41f6-af91-e22d2ff9961e · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.164869Z

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 6f48c6d1-83e3-4b66-b39a-ba2005116444 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.155083Z

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 752c1ce7-0b81-4509-9b4c-929d19b91852 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.145745Z

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 00fa878b-58a8-4980-b170-6aaed81974a0 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.137044Z

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 c014eafa-fb07-4c7d-8c94-52c259bf0e51 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.127342Z

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 4bab552b-9dd7-4643-9821-30ad9f30e841 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.117110Z

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 edd7c3f8-ec2b-4690-bfb0-239ec0afc136 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.107457Z

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 576e51ba-448d-4010-839b-b64d258ca6e6 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.096250Z

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 4fcd7366-af9d-4ec7-bc36-7b899415a47f · outbound

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

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T23:37:06.870430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5b2bd3f-145f-4e67-9549-632e8e917450 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.084031Z

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 5f8082d3-1f48-4dd4-82fe-1396d758c221 · outbound

This paper cites an unresolved cited work.

MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:37:07.072906Z

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

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

Evaluating and Understanding Model Editing for Medical Vision Language Models cites this paper.

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.