Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z
Paper Citation Record · LEDGER
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
As of 6 August 2026, this Paper Citation Record lists 95 of 95 outbound references and 100 inbound Pith citation observations for arXiv:2506.07044.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T11:50:13.938222Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
95 of 95 outbound references displayed
- verified exact3
- verified fuzzy46
- unresolved38
- parse uncertain0
- malformed identifier0
- metadata mismatch8
External citation measurements
5
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 2510fc18-05ba-4613-ac6b-c019811e5673 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T11:10:59.669144Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6dd6b484-088f-4e3f-af19-01a6e1666424 · outbound
This paper cites GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.712702Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7eb73b2f-d996-4474-bbc5-bd76f3b3e8cd · outbound
This paper cites MAIRA-1: A specialised large multimodal model for radiology report generation.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning MAIRA-1: A specialised large multimodal model for radiology report generation
Reference 3
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.723848Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 08a8c38b-5071-4e1b-a2e2-a8258c13a8ce · outbound
This paper cites Alistair E.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Alistair E
Reference 4
- Resolution
- verified exact
- doi, observed 2026-05-15T11:10:59.693753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 50a0764b-055e-4b74-9841-a66acba4f542 · outbound
This paper cites URLhttps://www.nature.com/articles/s41597-019-0322-0.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning URLhttps://www.nature.com/articles/s41597-019-0322-0
Reference 5
- Resolution
- metadata mismatch
- doi, observed 2026-05-15T11:10:59.698055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 632efe2e-7af5-4252-9ccb-b06c0f4659c4 · outbound
This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T11:10:59.675331Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2f4c5199-f532-4876-ab9f-85090c7a7114 · outbound
This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T11:10:59.682821Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a032814a-0d71-47ec-87fc-8407d8e524b6 · outbound
This paper cites Sanjay Subramanian, Lucy Lu Wang, Ben Bogin, Sachin Mehta, Madeleine van Zuylen, Sravanthi Parasa, Sameer Singh, Matt Gardner, and Hannaneh Hajishirzi.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Sanjay Subramanian, Lucy Lu Wang, Ben Bogin, Sachin Mehta, Madeleine van Zuylen, Sravanthi Parasa, Sameer Singh, Matt Gardner, and Hannaneh Hajishirzi
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.896577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 360c785a-d3fb-4755-b18b-3eb55a65efd0 · outbound
This paper cites Huajie Tan, Yuheng Ji, Xiaoshuai Hao, Minglan Lin, Pengwei Wang, Zhongyuan Wang, and Shanghang Zhang.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Huajie Tan, Yuheng Ji, Xiaoshuai Hao, Minglan Lin, Pengwei Wang, Zhongyuan Wang, and Shanghang Zhang
Reference 9
- Resolution
- verified exact
- doi, observed 2026-05-15T11:10:59.701427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bbfcc152-6fef-4b90-8b4d-d4ac01ec2e62 · outbound
This paper cites VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning
Reference 10
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T11:10:59.706565Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a8ff9667-b618-4705-a908-3d58aa01bad9 · outbound
This paper cites DeepLesion: Automated Deep Mining, Categorization and Detection of Significant Radiology Image Findings using Large-Scale Clinical Lesion Annotations.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning DeepLesion: Automated Deep Mining, Categorization and Detection of Significant Radiology Image Findings using Large-Scale Clinical Lesion Annotations
Reference 11
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T11:10:59.718494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3594e17b-4dca-4995-aa9e-0c7c8c9b4158 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.899508Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9b971319-0e95-4d60-a229-0baee9378068 · outbound
This paper cites BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
Reference 13
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T11:10:59.689406Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 063cc1b8-abd9-4aa2-bd1a-168556479394 · outbound
This paper cites This metric provides a structured assessment of how well the generated reports capture the underlying clinical relationships present in the reference reports.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning This metric provides a structured assessment of how well the generated reports capture the underlying clinical relationships present in the reference reports
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.902941Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6416c870-6521-444c-94ba-f1c7e9b84c2f · outbound
This paper cites But never mention that this information has been given.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning But never mention that this information has been given
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.906232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f5555f91-d4c5-4cf5-aaad-ea6e5296863a · outbound
This paper cites You should utilize your knowledge to figure out the most ONE organ and ONE disease to give your description.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning You should utilize your knowledge to figure out the most ONE organ and ONE disease to give your description
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.911115Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f99f3bbe-32bd-4230-bf47-4ece16ea855d · outbound
This paper cites Do not suggest or indicate any consequent effects of the disease.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Do not suggest or indicate any consequent effects of the disease
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.915324Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 739c962b-e8b1-40ab-9cc9-2968534062d9 · outbound
This paper cites If no, you need to locate the disease or organ by yourself.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning If no, you need to locate the disease or organ by yourself
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.919306Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f52bf7cb-c3ab-4a26-beaf-3b700ad94027 · outbound
This paper cites Therefore, you need to first answer the questions based on the contents within each bounding box.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Therefore, you need to first answer the questions based on the contents within each bounding box
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.923271Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 87087f4c-5e46-4ea4-b9d5-c0ab56a10ee1 · outbound
This paper cites bounding box.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning bounding box
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.926616Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation eeb0ec3e-13df-40e2-b7d0-23f881d10293 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.929892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ea476da3-1859-4db6-9783-53fd14da87a2 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.726817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b43db082-7a15-4fc0-b9f1-59694ed777d4 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.729947Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation eb98bd83-409f-4f1e-821d-4fb7029d211c · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.732821Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4a3cb031-4bd5-4939-b9e0-3b1d25dc7b94 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.735507Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5fabea47-4ddc-4f23-8156-03f3de53ddfb · outbound
This paper cites Question-Answer.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Question-Answer
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.738856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e0858bd9-4eb5-4d7b-b260-9af9064eb6f7 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.741189Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2a6a1675-3e1c-45b1-bf51-e20593973a3e · outbound
This paper cites 45 Table 17 The prompts used for the annotation with doctor preference stage of medical long caption synthesis for MRI, X-ray, and CT images.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning 45 Table 17 The prompts used for the annotation with doctor preference stage of medical long caption synthesis for MRI, X-ray, and CT images
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.743630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0e587888-ec43-4a08-b3f1-c48358464290 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.745774Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 34bbfc04-e1d0-49f8-ac46-10791f01a337 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.748220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d5f0c1ec-d140-4730-9a4a-cd6e5c215325 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.750283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bdb5a682-55f9-4a33-a2c9-e76505c88a51 · outbound
This paper cites compression).
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning compression)
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.752615Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f8896383-e146-4ef0-adbf-01f820c4cb9c · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.754928Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 40e48b81-898a-4f97-9188-52bd239dfc9f · outbound
This paper cites chest area, lungs, knee, femur, etc.).
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning chest area, lungs, knee, femur, etc.)
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.757516Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ce7e0f3a-dffb-4568-b372-3e06cfe05cc2 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.759893Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 143856e8-f1c2-4344-b99e-b9d3464700ea · outbound
This paper cites Axial, Sagittal, and Coronal), specific X-ray imaging projections (e.g.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Axial, Sagittal, and Coronal), specific X-ray imaging projections (e.g
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.762289Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 95617262-2469-4dd5-a5fb-b50237d4c5d4 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.764787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3db1f620-5e22-4c94-b79f-f36cdbaad4ea · outbound
This paper cites pediatric vs.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning pediatric vs
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.766862Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9342691d-4bff-4810-88d1-45513756a20e · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.769130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 100fec68-9b63-4be3-bd85-5de4cbbc96e3 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.771259Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0a7bd4bb-efec-40f1-b897-953b9043751d · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.773183Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a7e88e0e-8901-430b-bd76-a4b50b680cb4 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.775454Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e9a0d9c6-1b88-4a42-bbef-9145987ac768 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.777501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3085db1c-9bcb-4cb5-9e04-4878fde61d79 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.779507Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 52f58fcd-e814-463c-b915-68602c86f9ac · outbound
This paper cites 46 Table 18 The prompts used for the annotation with doctor preference stage of medical long caption synthesis for histopathology, skin lesion, and knee xray images.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning 46 Table 18 The prompts used for the annotation with doctor preference stage of medical long caption synthesis for histopathology, skin lesion, and knee xray images
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.781897Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3d2e7e63-7a9a-4281-9cbb-4f084789fc00 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.783922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f656610f-6f39-4761-acd4-042b9e8f023e · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.785989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 234e375e-cfdb-47b4-8747-cc57ecb74c56 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.787980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 254187ec-04eb-42ff-80b6-03594e5894b8 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.789929Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cc7c299e-8f76-4c2d-9070-ea6122f2bd5d · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.791815Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9d553db9-2ba0-40d7-afb8-482793ddd097 · outbound
This paper cites If both knees are visible, recognize the one being primarily examined.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning If both knees are visible, recognize the one being primarily examined
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.793910Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e4f40432-4f72-4d3f-a92a-fc0aaf4f3803 · outbound
This paper cites Note the alignment and position of these bones relative to each other.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Note the alignment and position of these bones relative to each other
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.796005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c10f88b4-4e7c-4a99-a9df-bb85cff8d87e · outbound
This paper cites Note if the image is weight-bearing or non-weight-bearing.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Note if the image is weight-bearing or non-weight-bearing
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.798151Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1858161b-4875-4f74-a15e-60065f4b5e7f · outbound
This paper cites Evaluate the bone density for any signs of osteoporosis, osteopenia, and visible trabecular patterns.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Evaluate the bone density for any signs of osteoporosis, osteopenia, and visible trabecular patterns
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.800222Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bfb48d1c-0491-46b4-9f9b-8509233fa068 · outbound
This paper cites Where tophi can be seen, include this in the description.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Where tophi can be seen, include this in the description
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.802236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b70cd910-04e7-4d8c-9afc-85b90b1539fe · outbound
This paper cites 47 Table 19 The prompt used for the annotation with doctor preference stage of medical long caption synthesis for gastrointestinal images.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning 47 Table 19 The prompt used for the annotation with doctor preference stage of medical long caption synthesis for gastrointestinal images
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.804310Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 66660833-9028-4d76-bb37-ae21cf002b55 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.806307Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8bfd516d-ea83-4738-a61b-e51e600963a3 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.808171Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 41b04c8a-2f77-425f-ba0f-0d832b66b5cc · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.810016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 636abd08-b869-4d14-8b52-5069ad55209f · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.811815Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 43800f5f-dd7c-49c5-b2b2-424d73412fa5 · outbound
This paper cites Where medical devices, like endoscopes, probes, endoknives, gastric bands, stents, etc.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Where medical devices, like endoscopes, probes, endoknives, gastric bands, stents, etc
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.813870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 015aa8f3-4870-4363-90b7-6cafbb6b59ea · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.815688Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 91586a40-c6a0-49dd-a50c-03027697102d · outbound
This paper cites Note any abnormalities such as swelling (edema), pallor, or unusual cupping that may indicate glaucoma or other optic neuropathies.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Note any abnormalities such as swelling (edema), pallor, or unusual cupping that may indicate glaucoma or other optic neuropathies
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.817787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 88743bfd-ed00-4aa9-9bde-1a83ef6c4bd2 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.819679Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 413b5583-56bd-41be-9037-4de048094c90 · outbound
This paper cites Identify any vessel occlusions, hemorrhages, or microaneurysms that could indicate hypertension, diabetic retinopathy, or vascular disorders.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Identify any vessel occlusions, hemorrhages, or microaneurysms that could indicate hypertension, diabetic retinopathy, or vascular disorders
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.821902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 735d0245-4af0-4d51-a697-8b49041c2d6a · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.823874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f5e3e801-b47e-487e-ae3e-a24735c2a7cf · outbound
This paper cites Mention their location, size, shape, and potential clinical signifi- cance.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Mention their location, size, shape, and potential clinical signifi- cance
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.826302Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2df8a411-bd94-4c2d-82a2-ebc08ea829be · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.828394Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 580f2b61-e263-4108-93f4-538ec530f4a9 · outbound
This paper cites Ultrasound instruction: Write a description of the ultrasound image to include the following information, if these information are visually discernible from the image: 1.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Ultrasound instruction: Write a description of the ultrasound image to include the following information, if these information are visually discernible from the image: 1
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.830960Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation af48306e-0fd2-4f08-a7b9-f091c9e28093 · outbound
This paper cites But never mention that this information has been given.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning But never mention that this information has been given
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.833046Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fd364fb8-ba7f-4188-b281-4a7a64fabe22 · outbound
This paper cites Caption 1 focus on specific diseases and are annotated by humans, which are more trustworthy.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Caption 1 focus on specific diseases and are annotated by humans, which are more trustworthy
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.835261Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d79f65ff-e067-4744-8d07-9c48bbbf4a42 · outbound
This paper cites Sometimes some small ones are not mentioned.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Sometimes some small ones are not mentioned
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.837803Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ac2e264e-2e3d-4f80-9ba2-6ea858c8ef65 · outbound
This paper cites The bounding box, if present, is only a visual aid for your reference.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning The bounding box, if present, is only a visual aid for your reference
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.840081Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 81941929-b1c9-4ae4-9f7b-b22725c28fc5 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.842124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c79a323b-44fc-43de-876d-5b6bff78cfac · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.844189Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bed0834e-59e1-459a-8d05-68e15f6b5966 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.846267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 857b0264-5c28-487e-97de-e052a3188187 · outbound
This paper cites Do not suggest or indicate any consequent effects of the disease.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Do not suggest or indicate any consequent effects of the disease
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.848480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c660c546-fe06-4299-8458-addb16b7fe85 · outbound
This paper cites caption".
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning caption"
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.850419Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5321c216-8044-4521-aa53-a302b61e0404 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 81
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.852363Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9282f9db-dcc7-4752-88fb-0c24a857d218 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 82
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.854345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1dd48547-9f05-4e4d-b634-7af50ddce728 · outbound
This paper cites You should also include other organs information even if they are healthy.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning You should also include other organs information even if they are healthy
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.856913Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 87ee2672-c177-42bc-8385-0bf51e50d6da · outbound
This paper cites (2) You should only output your combined text in the "caption" field.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning (2) You should only output your combined text in the "caption" field
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.859180Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4f84d7b6-88e0-4f12-a544-71c0ba5a8273 · outbound
This paper cites Plane/orientation of the image; 3.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Plane/orientation of the image; 3
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.861236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 37159377-153f-4240-a236-3aab440372a7 · outbound
This paper cites Body part or organ being examined; 3.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Body part or organ being examined; 3
Reference 86
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.863453Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 460afee1-f5c7-475b-8049-4be9f9bf516f · outbound
This paper cites Contrast usage; 3.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Contrast usage; 3
Reference 87
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.865565Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 99483d84-6e47-499d-97dd-ee7ebf941efa · outbound
This paper cites Staining Technique; 3.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Staining Technique; 3
Reference 88
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.867655Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 270e5455-2e8e-48fd-9a3c-9fef5ab2d135 · outbound
This paper cites Special Histological Features Doctor preferred features for skin images.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Special Histological Features Doctor preferred features for skin images
Reference 89
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.870054Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e2b69163-a35f-464e-aa43-b1b607606b4a · outbound
This paper cites general skin texture and hair growth; 3.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning general skin texture and hair growth; 3
Reference 90
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.872931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b36a5475-434e-40ed-84fd-894d7978120f · outbound
This paper cites Anatomical Structures: the key anatomical structures visible in the X-ray, including the femur, patella, tibia, fibula, and joint space; 3.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Anatomical Structures: the key anatomical structures visible in the X-ray, including the femur, patella, tibia, fibula, and joint space; 3
Reference 91
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.875732Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2701d8b6-cbb6-4242-b62f-8730982d835f · outbound
This paper cites Soft Tissue: the surrounding soft tissue for any swelling, effusion, or calcifications.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Soft Tissue: the surrounding soft tissue for any swelling, effusion, or calcifications
Reference 92
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.878859Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 22a3808d-8c2f-43a0-9479-7456e608215d · outbound
This paper cites Doctor preferred features for gastrointestinal images.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Doctor preferred features for gastrointestinal images
Reference 93
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.881674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 44dab51a-51d4-4d56-b42f-782fe6d25218 · outbound
This paper cites The orientation, perspective and angle of the image; 3.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning The orientation, perspective and angle of the image; 3
Reference 94
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.884365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 78e0ad27-5c7e-4197-8138-8a6cad17b0cf · outbound
This paper cites Optic Disc: The optic disc for size, shape, color, and cup-to-disc ratio; 3.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Optic Disc: The optic disc for size, shape, color, and cup-to-disc ratio; 3
Reference 95
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.887566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 282bb299-9ab5-4a2c-b903-3b48ae3680a9 · outbound
This paper cites Doctor preferred features for ultrasound images.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Doctor preferred features for ultrasound images
Reference 96
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T11:10:59.890378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f5669510-5d21-42a9-88df-594eb59e6973 · outbound
This paper cites an unresolved cited work.
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Unresolved cited work
Reference 97
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T11:10:59.893120Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Pith citing papers
Observation 8658b47a-d819-405f-acba-6673d8235ca2 · inbound
HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks cites this paper.
HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 9
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-18T22:51:53.178757Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0f1c1aac-32b0-4189-b902-427a6dc349ad · inbound
Baichuan-M2: Scaling Medical Capability with Large Verifier System cites this paper.
Baichuan-M2: Scaling Medical Capability with Large Verifier System Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T11:50:13.938222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 802ed336-42ff-4db7-8c7b-dddef2bf543c · inbound
RetiBridge: Bridging Quantitative Retinal Biomarkers and Qualitative Diagnosis with a Knowledge-Guided Multimodal Large Language Model cites this paper.
RetiBridge: Bridging Quantitative Retinal Biomarkers and Qualitative Diagnosis with a Knowledge-Guided Multimodal Large Language Model Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T11:32:02.057357Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c0d74f2-e00a-42d0-b89a-406638135eae · inbound
Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation cites this paper.
Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 42
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T08:16:06.702531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d29ea3fc-6f05-45d4-aa90-41aed6730d57 · inbound
Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation cites this paper.
Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T10:14:30.754742Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4cf8806-0f5f-4faf-88c1-8c45c4bad0d8 · inbound
CXRAgent: Director-Orchestrated Multi-Stage Reasoning for Chest X-Ray Interpretation cites this paper.
CXRAgent: Director-Orchestrated Multi-Stage Reasoning for Chest X-Ray Interpretation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T08:22:42.360893Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34b01e09-4821-47ee-8626-a43cf0fa20e3 · inbound
Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism cites this paper.
Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 45
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T03:05:47.974697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8c6412a1-e637-409c-be01-ddab6d39c8b6 · inbound
FETAL-GAUGE: A Benchmark for Assessing Vision-Language Models in Fetal Ultrasound cites this paper.
FETAL-GAUGE: A Benchmark for Assessing Vision-Language Models in Fetal Ultrasound Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T20:08:23.012162Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation da75b4af-526e-46ba-81f6-cb2e2ddfe156 · inbound
IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation cites this paper.
IBISAgent: Reinforcing Pixel-Level Visual Reasoning in MLLMs for Universal Biomedical Object Referring and Segmentation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 44
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T17:33:10.062490Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e78d7bf1-1ddc-4f5a-8110-ce1340f86173 · inbound
M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding cites this paper.
M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T10:49:58.864774Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abec255d-be87-45db-bfd7-1083d7f51006 · inbound
ADRD-Bench: A Preliminary LLM Benchmark for Alzheimer's Disease and Related Dementias cites this paper.
ADRD-Bench: A Preliminary LLM Benchmark for Alzheimer's Disease and Related Dementias Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T00:11:51.404388Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87ca1ae2-34e8-41eb-8778-b9a8740de361 · inbound
MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs cites this paper.
MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMs Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 62
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T22:56:50.502802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f9899e27-8f54-4620-a185-f7482109f9ce · inbound
Better Eyes, Better Thoughts: Why Vision Chain-of-Thought Fails in Medicine cites this paper.
Better Eyes, Better Thoughts: Why Vision Chain-of-Thought Fails in Medicine Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 23
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T18:36:29.088148Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 49c68e1e-01a9-4014-94ee-5da62dee3c6c · inbound
AD-Copilot: A Vision-Language Assistant for Industrial Anomaly Detection via Visual In-context Comparison cites this paper.
AD-Copilot: A Vision-Language Assistant for Industrial Anomaly Detection via Visual In-context Comparison Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T11:55:33.353434Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b6a1e3b4-e8e7-4b1a-9116-1dc688297596 · inbound
CoDA: Exploring Chain-of-Distribution Attacks and Post-Hoc Token-Space Repair for Medical Vision-Language Models cites this paper.
CoDA: Exploring Chain-of-Distribution Attacks and Post-Hoc Token-Space Repair for Medical Vision-Language Models Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ae3404d0-f90a-4ffc-8465-3efe825da5ad · inbound
Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs cites this paper.
Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 45
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 79b60fb7-73fa-428a-9c81-730c303a99e1 · inbound
Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs cites this paper.
Clinical Cognition Alignment for Gastrointestinal Diagnosis with Multimodal LLMs Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 45
- 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 68e4e71c-9471-4035-91ba-18ce278af6d0 · inbound
MEDIC-AD: Towards Medical Vision-Language Model's Clinical Intelligence cites this paper.
MEDIC-AD: Towards Medical Vision-Language Model's Clinical Intelligence Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T17:19:39.343687Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06e0be19-c30d-40ba-b018-abaa166eea50 · inbound
From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning cites this paper.
From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 255cc567-17bc-4436-be9f-bd9d9ca73c74 · inbound
Fundus-R1: Training a Fundus-Reading MLLM with Knowledge-Aware Reasoning on Public Data cites this paper.
Fundus-R1: Training a Fundus-Reading MLLM with Knowledge-Aware Reasoning on Public Data Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7a1ea765-4632-4987-add7-777169f6a402 · inbound
Lost in the Hype: Revealing and Dissecting the Performance Degradation of Medical Multimodal Large Language Models in Image Classification cites this paper.
Lost in the Hype: Revealing and Dissecting the Performance Degradation of Medical Multimodal Large Language Models in Image Classification Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 086e1b6a-623b-437a-bf8f-08ea6080a901 · inbound
Medical Reasoning with Large Language Models: A Survey and MR-Bench cites this paper.
Medical Reasoning with Large Language Models: A Survey and MR-Bench Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 47
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 499ef693-a151-4e86-aa90-7a081e28c1a6 · inbound
ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion cites this paper.
ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 52
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1567fad3-07c4-45d7-91d4-f36740e36fc7 · inbound
ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion cites this paper.
ECHO: Efficient Chest X-ray Report Generation with One-step Block Diffusion Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 52
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T08:54:05.888997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 14e6e543-04d4-456b-9d3a-7a3fa5b663d7 · inbound
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering cites this paper.
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9d3ab6dc-a416-4725-9584-1897e9b01c04 · inbound
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering cites this paper.
MedLVR: Latent Visual Reasoning for Reliable Medical Visual Question Answering Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T16:33:56.094153Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d99aac49-26e6-48e9-8144-46cefb0b107c · inbound
MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark cites this paper.
MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 28
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4806e8c9-3782-415b-8e70-120bb79607b5 · inbound
MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark cites this paper.
MMRareBench: A Rare-Disease Multimodal and Multi-Image Medical Benchmark Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 28
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 24c82c51-74a0-407d-a025-cf1c8da96c50 · inbound
MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging cites this paper.
MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 68
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 58f60863-7a59-4965-a376-c9ac76bf0d4c · inbound
Seeing Through Experts Eyes A Foundational Vision Language Model Trained on Radiologists Gaze and Reasoning cites this paper.
Seeing Through Experts Eyes A Foundational Vision Language Model Trained on Radiologists Gaze and Reasoning Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 46
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a053685a-6484-437b-92b8-f09170d3ad89 · inbound
Infection-Reasoner: A Compact Vision-Language Model for Wound Infection Classification with Evidence-Grounded Clinical Reasoning cites this paper.
Infection-Reasoner: A Compact Vision-Language Model for Wound Infection Classification with Evidence-Grounded Clinical Reasoning Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 69
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2f3c72bd-310a-427f-981e-8c4c1641d76e · inbound
SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark cites this paper.
SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2f1ddf8d-91ff-495a-be65-d866945716a4 · inbound
X-PCR: A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic Diagnosis cites this paper.
X-PCR: A Benchmark for Cross-modality Progressive Clinical Reasoning in Ophthalmic Diagnosis Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 54
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 225d767e-1826-4f94-ba68-21e60fe4f86f · inbound
Divide-then-Diagnose: Weaving Clinician-Inspired Contexts for Ultra-Long Capsule Endoscopy Videos cites this paper.
Divide-then-Diagnose: Weaving Clinician-Inspired Contexts for Ultra-Long Capsule Endoscopy Videos Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation afc1ea96-9427-4115-8296-eb0c1c30e67a · inbound
Learning from Medical Entity Trees: An Entity-Centric Medical Data Engineering Framework for MLLMs cites this paper.
Learning from Medical Entity Trees: An Entity-Centric Medical Data Engineering Framework for MLLMs Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 36
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2ed08202-a445-401a-910a-269f2ec7c7cd · inbound
MedHorizon: Towards Long-context Medical Video Understanding in the Wild cites this paper.
MedHorizon: Towards Long-context Medical Video Understanding in the Wild Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 61
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6775ef31-39ec-4311-b8d0-f941cfe16ad8 · inbound
Lost in Volume: The CT-SpatialVQA Benchmark for Evaluating Semantic-Spatial Understanding of 3D Medical Vision-Language Models cites this paper.
Lost in Volume: The CT-SpatialVQA Benchmark for Evaluating Semantic-Spatial Understanding of 3D Medical Vision-Language Models Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 21
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bacc6578-1006-4140-97f2-12933624d876 · inbound
Lost in Volume: The CT-SpatialVQA Benchmark for Evaluating Semantic-Spatial Understanding of 3D Medical Vision-Language Models cites this paper.
Lost in Volume: The CT-SpatialVQA Benchmark for Evaluating Semantic-Spatial Understanding of 3D Medical Vision-Language Models Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 21
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T13:25:45.158023Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e84818bd-f520-40be-bb61-2d7380227b76 · inbound
Learn to Think: Improving Multimodal Reasoning through Vision-Aware Self-Improvement Training cites this paper.
Learn to Think: Improving Multimodal Reasoning through Vision-Aware Self-Improvement Training Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 19
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e27a1aa9-e4c8-4c5f-83bc-92594a9bac1e · inbound
CRAFT: Clinical Reward-Aligned Finetuning for Medical Image Synthesis cites this paper.
CRAFT: Clinical Reward-Aligned Finetuning for Medical Image Synthesis Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T11:10:59.931236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b91f15b0-d599-4f91-b14c-09e0472d623c · inbound
Agentifying Patient Dynamics within LLMs through Interacting with Clinical World Model cites this paper.
Agentifying Patient Dynamics within LLMs through Interacting with Clinical World Model Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T21:05:04.733176Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5951465e-7b39-40a4-a606-38c5b3f5a71c · inbound
Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis cites this paper.
Regulating Anatomy-Aware Rewards via Trajectory-Integral Feedback for Volumetric Computed Tomography Analysis Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 30
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T08:09:51.729282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aa15a3fb-6813-4950-af2e-c96180f5301f · inbound
VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering cites this paper.
VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 26
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-21T05:53:59.103624Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f56c0378-80d5-484c-b8a4-1c0a0b315c8c · inbound
VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering cites this paper.
VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 26
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T17:34:57.409060Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a076a7da-0e82-44a7-9b60-5f2336340375 · inbound
Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming cites this paper.
Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 27
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-22T09:14:45.436692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ac6bb526-764f-4a81-b5ea-6ef83d9d564b · inbound
Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming cites this paper.
Look-Closer-Then-Diagnose: Confidence-Aware Ultrasound VQA via Active Zooming Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 27
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T16:54:58.817328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5b6666ac-78fb-4afa-991a-029d3222108c · inbound
Seizure-Semiology-Suite (S3): A Clinically Multimodal Dataset, Benchmark, and Models for Seizure Semiology Understanding cites this paper.
Seizure-Semiology-Suite (S3): A Clinically Multimodal Dataset, Benchmark, and Models for Seizure Semiology Understanding Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 131
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-22T08:14:45.608167Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 10d3b918-b663-4d69-b46d-ca5d83ec2820 · inbound
JMed48k: A Multi-Profession Japanese Medical Licensing Benchmark for Vision-Language Model Evaluation cites this paper.
JMed48k: A Multi-Profession Japanese Medical Licensing Benchmark for Vision-Language Model Evaluation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-05-22T07:51:16.334086Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5d3ba8a5-2148-43dc-b5b2-e9fec7e92d11 · inbound
JMed48k: A Multi-Profession Japanese Medical Licensing Benchmark for Vision-Language Model Evaluation cites this paper.
JMed48k: A Multi-Profession Japanese Medical Licensing Benchmark for Vision-Language Model Evaluation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T17:34:57.792072Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f810e2bc-9bca-480f-9a4e-cfac53ce01e0 · inbound
Towards Clinically Interpretable Ophthalmic VQA via Spatially-Grounded Lesion Evidence cites this paper.
Towards Clinically Interpretable Ophthalmic VQA via Spatially-Grounded Lesion Evidence Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 25
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-22T07:31:13.813609Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5538cead-ddd4-49ef-9e82-7873afbbad8d · inbound
MedExpMem: Adapting Experience Memory for Differential Diagnosis cites this paper.
MedExpMem: Adapting Experience Memory for Differential Diagnosis Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 24
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-25T06:20:24.167540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7d2a8d75-2c68-4a0e-88a1-e23817555854 · inbound
DDX-TRACE: A Benchmark for Medical Diagnostic Trajectories in VLMs cites this paper.
DDX-TRACE: A Benchmark for Medical Diagnostic Trajectories in VLMs Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 35
- Resolution
- verified exact
- local_arxiv, observed 2026-05-25T04:55:23.482739Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 21c48f00-a9e9-48f1-9ddf-e8c251b0b6e1 · inbound
Mind the Tool Failures: Achieving Synergistic Tool Gains for Medical Agents cites this paper.
Mind the Tool Failures: Achieving Synergistic Tool Gains for Medical Agents Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 40
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T18:13:49.052415Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 410d6299-8ec4-4270-b2d2-f27805c17df0 · inbound
OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis cites this paper.
OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T00:11:26.451809Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35dbf545-65b5-4bab-85d8-1f60b601c819 · inbound
Cross-Modal Clinical Knowledge Integration for Mammography Report Generation cites this paper.
Cross-Modal Clinical Knowledge Integration for Mammography Report Generation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 12
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-28T23:12:46.879437Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation adac61f8-77ab-42dc-9bfc-e5dec8b0eb63 · inbound
Astra: a generalizable report generation foundation model for 3D computed tomography cites this paper.
Astra: a generalizable report generation foundation model for 3D computed tomography Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 42
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T00:02:50.411245Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e4c957e2-192d-4f53-98d4-76c3e6954f41 · inbound
CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations cites this paper.
CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T08:33:15.378501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3e8315b2-3f89-42c4-bf36-0cf665a0daa9 · inbound
Beyond Captions: Context-Grounded Reconstruction for Biomedical Multimodal Continued Pretraining cites this paper.
Beyond Captions: Context-Grounded Reconstruction for Biomedical Multimodal Continued Pretraining Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T21:16:13.271826Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4d26fa1f-12b9-46f5-8bb7-c268b0798a26 · inbound
Beyond Captions: Context-Grounded Reconstruction for Biomedical Multimodal Continued Pretraining cites this paper.
Beyond Captions: Context-Grounded Reconstruction for Biomedical Multimodal Continued Pretraining Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T02:15:37.538624Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf6c9886-7222-43bd-aceb-8016ad14aa7c · inbound
Better with Experience: Self-Evolving LLM Agents for Evidence-Grounded Health Community Notes cites this paper.
Better with Experience: Self-Evolving LLM Agents for Evidence-Grounded Health Community Notes Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 3
- Resolution
- malformed identifier
- local_arxiv, observed 2026-07-01T23:26:22.811156Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 29e08db3-81af-4ad6-a8d9-4fbf38177950 · inbound
A Vision-language Framework for Comparative Reasoning in Radiology cites this paper.
A Vision-language Framework for Comparative Reasoning in Radiology Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 49
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T12:56:57.352268Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b73404ad-083c-47b0-a179-d57c63ce1669 · inbound
MMBU: A Massive Multi-modal Biomedical Understanding Benchmark to Probe the Perception Capabilities of Vision-Language Models cites this paper.
MMBU: A Massive Multi-modal Biomedical Understanding Benchmark to Probe the Perception Capabilities of Vision-Language Models Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 27
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T12:56:57.634686Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bdd52da0-d292-4ec5-b5a7-44cf88eec604 · inbound
MedSIGHT: Towards Grounded Visual Comprehension in Medical Large Vision-Language Models cites this paper.
MedSIGHT: Towards Grounded Visual Comprehension in Medical Large Vision-Language Models Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 16
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T13:16:58.499342Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e6e912db-02db-4b42-b9f2-01d44273e64a · inbound
DIYHealth Suite: Dataset, Model, and Benchmark for Health Management at Home cites this paper.
DIYHealth Suite: Dataset, Model, and Benchmark for Health Management at Home Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 89
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T08:05:31.537756Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f71e111f-36d0-43a9-9096-fa5ffaac57ac · inbound
Baichuan-M4: A Clinical-Grade Medical Agent System for Continuous Care cites this paper.
Baichuan-M4: A Clinical-Grade Medical Agent System for Continuous Care Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-06-27T17:01:07.391192Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4c6df213-4886-4f7b-8c88-bb400dd36427 · inbound
Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory cites this paper.
Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 80
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T01:07:30.904232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 406c7c76-94ac-4dab-ab68-5a3324af39a5 · inbound
MedCTA: A Benchmark for Clinical Tool Agents cites this paper.
MedCTA: A Benchmark for Clinical Tool Agents Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 71
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T09:07:47.995762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 900719eb-9f02-4c04-8cf3-00c0dd17d693 · inbound
UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA cites this paper.
UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 229
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T09:47:59.586738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 112e28c7-2400-4e1d-985f-56d1c3ebf31b · inbound
OpenMedReason: Scientific Reasoning Supervision for Medical Vision-Language Models cites this paper.
OpenMedReason: Scientific Reasoning Supervision for Medical Vision-Language Models Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T10:37:57.005230Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0fce4ed3-109a-41e5-8e1c-1ec7fad31177 · inbound
Enhancing Pathological VLMs with Cross-scale Reasoning cites this paper.
Enhancing Pathological VLMs with Cross-scale Reasoning Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 23
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T19:08:49.930495Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3c5fc136-e10e-4920-ad8e-233ef1fb0a71 · inbound
Enhancing Pathological VLMs with Cross-scale Reasoning cites this paper.
Enhancing Pathological VLMs with Cross-scale Reasoning Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T11:07:07.582433Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8149942d-d053-4e6b-8aa5-faa1fe39a4b4 · inbound
Hallucination Detection and Correction in Medical VLMs via Counter-Evidence Verification cites this paper.
Hallucination Detection and Correction in Medical VLMs via Counter-Evidence Verification Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 24
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T23:39:03.694962Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 00243e7d-b546-47d9-9c25-8c9cfb0a33e4 · inbound
Beyond Scalar Scores: Exploring LLM-based Metrics for Clinical Significance Evaluation in Radiology Reports cites this paper.
Beyond Scalar Scores: Exploring LLM-based Metrics for Clinical Significance Evaluation in Radiology Reports Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 35
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T00:19:13.992471Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b53d6da0-a489-4a7b-8b41-e2be61fcb0c1 · inbound
CheXpercept: A Benchmark for Evaluating Expert-Level Lesion Perception in Chest X-rays cites this paper.
CheXpercept: A Benchmark for Evaluating Expert-Level Lesion Perception in Chest X-rays Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 38
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T05:59:37.363186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 298834f5-c91f-4cdc-9a98-d9d90aa3c1b8 · inbound
MEDLAYXPLAIN: Benchmarking the Expert-Lay Gap in Medical Vision-Language Models cites this paper.
MEDLAYXPLAIN: Benchmarking the Expert-Lay Gap in Medical Vision-Language Models Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 71
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T06:29:37.739499Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f88e57bc-7ed9-48f3-bd5f-96c80096252e · inbound
E-MRL: Cross-view Aligned Evidence-driven Multimodal Reinforcement Learning for Reliable 3D Tumor Analysis cites this paper.
E-MRL: Cross-view Aligned Evidence-driven Multimodal Reinforcement Learning for Reliable 3D Tumor Analysis Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 31
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T12:49:52.196828Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5d03e1b2-8d9f-45a0-ac75-ed4069e87ae7 · inbound
A Benchmark for Hallucination Detection in VLMs for Gastrointestinal Endoscopy cites this paper.
A Benchmark for Hallucination Detection in VLMs for Gastrointestinal Endoscopy Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 24
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T15:09:54.212751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5d8dc7cf-9e7f-493e-a465-594a1633ddd9 · inbound
Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection cites this paper.
Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 27
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T19:40:06.965930Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ed5c3811-2423-40d1-be8a-e06d6b601463 · inbound
Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection cites this paper.
Text Over Image: Auditing Multimodal Robustness in Synthetic Medical Image Detection Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T21:37:24.284273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0fa8ba77-e620-4d9a-92a7-7258fcf6eb56 · inbound
Enhancing Brain MRI Anomaly Detection and Reasoning with ROI Rethink and Synthetic Data cites this paper.
Enhancing Brain MRI Anomaly Detection and Reasoning with ROI Rethink and Synthetic Data Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 24
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T20:10:07.305736Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0af6dc95-632f-49c4-a1a5-a6d4ce5ffc8c · inbound
Aloe-Vision: Robust Vision-Language Models for Healthcare cites this paper.
Aloe-Vision: Robust Vision-Language Models for Healthcare Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 19
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T18:25:57.973852Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8002f5bf-3ab2-4609-a217-4d0c23c6c27e · inbound
EchoSonar-R: A Multi-View Reasoning-Enabled Model for Disease Classification and Report Generation in Echocardiography cites this paper.
EchoSonar-R: A Multi-View Reasoning-Enabled Model for Disease Classification and Report Generation in Echocardiography Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 56
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T16:55:51.502847Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2a289256-11a7-4607-ac6a-0301d6efd84e · inbound
When Does Synthetic CT Transfer? A Label-Free Donor/Host Diagnostic for Medical Vision-Language Model Routing on Real Lung CT cites this paper.
When Does Synthetic CT Transfer? A Label-Free Donor/Host Diagnostic for Medical Vision-Language Model Routing on Real Lung CT Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T07:44:21.745468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f155c75d-9942-47d9-b428-1f7457a4c5c0 · inbound
APRIL-MedSeg: A Modular Medical Image Segmentation Toolbox Embracing Modern Paradigms cites this paper.
APRIL-MedSeg: A Modular Medical Image Segmentation Toolbox Embracing Modern Paradigms Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 225
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T06:14:19.454784Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8ba0b53d-258c-47b6-9707-d59733839f76 · inbound
APRIL-MedSeg: A Modular Medical Image Segmentation Toolbox Embracing Modern Paradigms cites this paper.
APRIL-MedSeg: A Modular Medical Image Segmentation Toolbox Embracing Modern Paradigms Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T06:45:29.587612Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e5267a10-19da-41a8-a55b-8d2ef608b75f · inbound
AtomiMed: Hierarchical Atomic Fact-Checking for Universal Clinical-Aware Medical Report Evaluation cites this paper.
AtomiMed: Hierarchical Atomic Fact-Checking for Universal Clinical-Aware Medical Report Evaluation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 26
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T11:55:43.149681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 86e00283-764f-476a-9c5c-3bb690265eb3 · inbound
Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning cites this paper.
Token-Sparse Medical Multimodal Reasoning via Dual-Stream Reinforcement Learning Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T10:15:42.324053Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 65af8602-b6ee-4a7c-b458-5ee2c0c61c13 · inbound
MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding cites this paper.
MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 20
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T16:38:39.542049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2d4dbc3e-7788-41c2-8ca9-16a14f990349 · inbound
Towards Real-World Ultrasound Understanding: Large Vision-Language Models from Multi-Image Examinations with Long-Form Reports cites this paper.
Towards Real-World Ultrasound Understanding: Large Vision-Language Models from Multi-Image Examinations with Long-Form Reports Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T16:08:36.889097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2f861d38-6a2e-4537-a507-fa7f50fdaf60 · inbound
IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation cites this paper.
IRIS: An Intelligent Vision-Language System for Ocular Surface Diseases via Topic Tree and Scene-Driven VQA Generation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-07-11T19:56:14.354465Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 604b2cd6-56df-48d2-afe0-35750a0b407c · inbound
MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation cites this paper.
MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T05:07:42.040673Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a4e171b-9759-4461-9e21-9b52c520e620 · inbound
MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation cites this paper.
MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T07:43:33.468367Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ade32cd-c4c3-4841-be8d-05b2f055952b · inbound
Policy-Driven CT-Agent: Modeling Phase-Aware Diagnostic Control for Clinically Consistent CT Reasoning cites this paper.
Policy-Driven CT-Agent: Modeling Phase-Aware Diagnostic Control for Clinically Consistent CT Reasoning Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T09:34:35.461742Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40010ac8-47f7-4554-b6dc-26e8581b8377 · inbound
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy cites this paper.
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 277
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T06:30:16.612345Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a32a33bc-89e9-47b4-b6bf-9559b8758441 · inbound
Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models cites this paper.
Towards Enhancing 3D Spatial Reasoning in Medical Multimodal Large Language Models Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T03:31:44.522775Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 763b6a49-0f8d-4138-bb4b-ad66dd325433 · inbound
Can Multimodal Large Language Models Understand OCT? cites this paper.
Can Multimodal Large Language Models Understand OCT? Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T20:30:23.185940Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49e8a40b-ba03-42f8-a806-0e46509b089a · inbound
Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA cites this paper.
Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T16:57:32.495216Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbb29d8e-86ed-4283-b1c6-9c45e01b1769 · inbound
Marking the Wrong Symptoms: Evaluating LLM Watermarks in Medical Texts cites this paper.
Marking the Wrong Symptoms: Evaluating LLM Watermarks in Medical Texts Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T13:52:09.717618Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43eff1c8-8973-4e48-8a47-6bcda6e9ba90 · inbound
C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMs cites this paper.
C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMs Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 152
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T08:36:02.610425Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41d9712d-3c4d-4144-a8f2-54a81fe8bea9 · inbound
Pretraining EHR Foundation Models with Patient-Aware Sampling cites this paper.
Pretraining EHR Foundation Models with Patient-Aware Sampling Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T05:46:44.603301Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.