Paper Citation Record · LEDGER

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

As of 6 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 8 inbound Pith citation observations for arXiv:2510.15710.

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

pith.paper-citation-record.v1
2510.15710 v3

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:23:33.354136Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:43:30.943123Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T06:39:49.023398Z

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4462506f-2779-4958-9f14-c1ac308675d7 · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.332409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98eb3c4a-d1e7-4ac6-a2b4-5df06da2d72a · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.384866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d87bdd6-de34-4b09-b49e-cc8b42760831 · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.430935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10f7df0c-2677-4cbe-a008-07aceb62f138 · outbound

This paper cites A.3.2 STAGE2: CAPTIONFUSIONENHANCEMENT This stage fuses original captions with Stage 1 generated structured descriptions to create enhanced descriptions for image generation tasks.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis A.3.2 STAGE2: CAPTIONFUSIONENHANCEMENT This stage fuses original captions with Stage 1 generated structured descriptions to create enhanced descriptions for image generation tasks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.483774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 070eba44-398a-44fc-8c15-05b6e6f91e18 · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.568549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 450bec5c-7533-425e-921c-e0df9ce7af8b · outbound

This paper cites Your task is to: • First, critically review and confirm the completeness of the structured description generated by the local model.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Your task is to: • First, critically review and confirm the completeness of the structured description generated by the local model

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.632046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48e500ce-6632-4bf4-b2ed-b03f5347cd0e · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.689517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afe4b2ad-9b80-44c6-ba67-6fce8f2b3361 · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.794067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f235d22-4af5-4a36-bc31-6df4f34dff2a · outbound

This paper cites Please generate a realistic [modality] image showing.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Please generate a realistic [modality] image showing

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.850899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdf21f6b-cd6b-4ea2-bbd0-d15a7d9504cb · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:32.921316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eb74b04-11c8-4101-932d-3d1a02064ed1 · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:33.068357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 044f5043-91ef-4d83-aa82-87934dbe24f2 · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:33.138438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16591ac7-6d6e-4d80-b3fb-6d4f4c078a29 · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:33.184272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 116e830a-286c-444b-bc20-fc2924c3aa4b · outbound

This paper cites an unresolved cited work.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:33.261116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39797abc-54df-4f60-ad9d-c9714b8d3663 · outbound

This paper cites I need to generate X because Y.

UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis I need to generate X because Y

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T09:23:33.354136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2a7daa06-0001-43a9-89f4-70fadea1de4a · inbound

MMRad-22K: A Structured Multimodal Evidence Dataset for Chest X-ray Report Generation cites this paper.

MMRad-22K: A Structured Multimodal Evidence Dataset for Chest X-ray Report Generation UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T23:43:30.943123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d378f52e-c73f-4503-9ab4-ded0052efc69 · inbound

Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs cites this paper.

Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-01T02:02:20.639170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9477682a-e019-42a5-b860-821f7645b919 · inbound

Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs cites this paper.

Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T21:18:28.868375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d40af71-49a4-46cb-ad13-753e6ee3008c · inbound

SiMing-Bench: Evaluating Procedural Correctness from Continuous Interactions in Clinical Skill Videos cites this paper.

SiMing-Bench: Evaluating Procedural Correctness from Continuous Interactions in Clinical Skill Videos UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-01T02:02:20.639170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 70423ed9-dd53-4d3e-ba6e-519d75a47097 · inbound

MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark cites this paper.

MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-01T02:02:20.639170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9bcada95-8068-48ae-9c3c-7ae59b4f567b · inbound

MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark cites this paper.

MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-01T02:02:20.639170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 577d944f-726e-4f78-997f-149cd287343a · inbound

SynerMedGen: Synergizing Medical Multimodal Understanding with Generation via Task Alignment cites this paper.

SynerMedGen: Synergizing Medical Multimodal Understanding with Generation via Task Alignment UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-01T02:02:20.639170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6cbd6758-fb13-4717-a0a1-c0e98505b618 · inbound

Rad-JEPA 3D: Radiology Joint-Embedding Predictive Model for 3D Computed Tomography cites this paper.

Rad-JEPA 3D: Radiology Joint-Embedding Predictive Model for 3D Computed Tomography UniMedVL: Unifying Medical Multimodal Understanding and Generation through Observation-Knowledge-Analysis

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T00:38:26.614608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.