Paper Citation Record · LEDGER

Multimodal Large Language Models for Medicine: A Comprehensive Survey

As of 17 August 2026, this Paper Citation Record lists 100 of 273 outbound references and 7 inbound Pith citation observations for arXiv:2504.21051.

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

pith.paper-citation-record.v1
2504.21051 v1

Coverage vector

measured 100 of 273 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:32:54.396482Z

measured 107 of 107 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T19:22:51.474653Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T22:23:59.931932Z

Reference resolution

100 of 273 outbound references displayed

verified exact0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b02b54c9-7375-4968-9b1e-1f58aceca3f6 · outbound

This paper cites Attention is all you need,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Attention is all you need,

Reference 1

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Observation 9890b2f7-4663-441a-b8b9-926969b07fca · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Multimodal Large Language Models for Medicine: A Comprehensive Survey BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:53.947704Z

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Observation 5226809d-b755-48c2-a3c1-a916d333a711 · outbound

This paper cites Scaling instruction- finetuned language models,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Scaling instruction- finetuned language models,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:53.951933Z

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Observation 5976a78e-4343-4a26-b610-06c3fed67bcc · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Multimodal Large Language Models for Medicine: A Comprehensive Survey LLaMA: Open and Efficient Foundation Language Models

Reference 5

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Observation c4e89d92-2668-4ba3-a0a0-309cdc910cff · outbound

This paper cites Learning transferable visual models from natural language supervision,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Learning transferable visual models from natural language supervision,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:53.964200Z

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Observation 625530d0-e302-41f8-94b0-ce498dff4e3c · outbound

This paper cites Blip: Bootstrapping language- image pre-training for unified vision-language understanding and generation,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Blip: Bootstrapping language- image pre-training for unified vision-language understanding and generation,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:53.968373Z

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Observation dfb2b430-350f-4666-a319-a4e02f6a90ca · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:53.972132Z

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Observation 943f9e94-8ade-449a-b05a-e9e3eb1ce2bb · outbound

This paper cites Flamingo: a visual language model for few-shot learning,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Flamingo: a visual language model for few-shot learning,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:53.975825Z

Source-reported events for the cited work

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Observation 408b5d8a-81e6-48b0-a7b7-3727fb4a0be8 · outbound

This paper cites A maximum likelihood approach to continuous speech recognition,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey A maximum likelihood approach to continuous speech recognition,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:53.979666Z

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Observation 58b7455e-814e-4a72-b993-6337e405bac8 · outbound

This paper cites Interpolated estimation of markov source parameters from sparse data,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Interpolated estimation of markov source parameters from sparse data,

Reference 11

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Observation b553516a-ecfe-4a81-b045-215453e294b8 · outbound

This paper cites Recurrent neural network based language model.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Recurrent neural network based language model

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:53.987664Z

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Observation 523eae02-5d6b-4243-857b-71f1596ba214 · outbound

This paper cites Language Models are Few-Shot Learners.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Language Models are Few-Shot Learners

Reference 13

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Observation e507ba10-a529-4714-9188-1d176a50b562 · outbound

This paper cites Palm: Scaling language modeling with pathways,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Palm: Scaling language modeling with pathways,

Reference 14

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Observation 34e561d2-5da5-478f-a49a-f6f3659fb6e5 · outbound

This paper cites GPT-4 Technical Report.

Multimodal Large Language Models for Medicine: A Comprehensive Survey GPT-4 Technical Report

Reference 15

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Observation 7dcb756a-eb31-4367-9180-4ea86b97e77e · outbound

This paper cites Mm1: methods, analysis and insights from multimodal llm pre-training,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Mm1: methods, analysis and insights from multimodal llm pre-training,

Reference 16

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Observation 6564ec59-f1ba-40de-b6bf-6c6b68778e62 · outbound

This paper cites Chatdoctor: A medical chat model fine-tuned on a large language model meta-ai (llama) using medical domain knowledge,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Chatdoctor: A medical chat model fine-tuned on a large language model meta-ai (llama) using medical domain knowledge,

Reference 18

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Observation 5c792d77-8aff-41a4-a8b1-48e9d6d2cec6 · outbound

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

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

Reference 19

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Observation 18e6c3c3-e5b3-4edd-b30a-2aba248d67de · outbound

This paper cites Towards Conversational Diagnostic AI.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Towards Conversational Diagnostic AI

Reference 20

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Observation 649a2298-1f2a-464d-8c14-b7cd2667357b · outbound

This paper cites Towards generalist biomedical ai,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Towards generalist biomedical ai,

Reference 23

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Observation 4dad5495-b8fa-494f-a1e6-244345dedc20 · outbound

This paper cites SkinGPT-4: An Interactive Dermatology Diagnostic System with Visual Large Language Model.

Multimodal Large Language Models for Medicine: A Comprehensive Survey SkinGPT-4: An Interactive Dermatology Diagnostic System with Visual Large Language Model

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.037374Z

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Observation ab6c229a-bba8-4ae3-bb78-6e0f3792abd0 · outbound

This paper cites The unified medical language system (umls): in- tegrating biomedical terminology,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey The unified medical language system (umls): in- tegrating biomedical terminology,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.045453Z

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Observation 9ebf7303-855f-4fd4-b50d-62ebd1925de3 · outbound

This paper cites The shaky foundations of large language models and foundation models for electronic health records,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey The shaky foundations of large language models and foundation models for electronic health records,

Reference 27

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Observation dae42ef4-e9a4-486e-8584-057a1cc23055 · outbound

This paper cites Large language models in medicine,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Large language models in medicine,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.052854Z

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Observation 59100511-0caa-4946-84b6-7d6d760359ef · outbound

This paper cites Clinical text summarization: adapting large lan- guage models can outperform human experts,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Clinical text summarization: adapting large lan- guage models can outperform human experts,

Reference 29

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Observation daeacc83-14a2-42c2-927f-e06077483ec0 · outbound

This paper cites Xraygpt: Chest radiographs summarization using large medical vision-language models,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Xraygpt: Chest radiographs summarization using large medical vision-language models,

Reference 30

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Observation efe2592c-e701-4dc6-81d5-82f63041fbd7 · outbound

This paper cites Gpt-driven radiology re- port generation with fine-tuned llama 3,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Gpt-driven radiology re- port generation with fine-tuned llama 3,

Reference 32

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Observation ec823c4a-82e4-41b4-a9d8-ba11a013cd16 · outbound

This paper cites Enhanc- ing radiological reporting in head and neck cancer: Converting free-text ct scan reports to structured reports using large language models,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Enhanc- ing radiological reporting in head and neck cancer: Converting free-text ct scan reports to structured reports using large language models,

Reference 35

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Observation 9ddb7b39-0ece-4a95-8c1d-5343a7eebc8d · outbound

This paper cites MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology.

Multimodal Large Language Models for Medicine: A Comprehensive Survey MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.084870Z

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Observation 607ea925-c882-493a-906f-9eb1c1e7c350 · outbound

This paper cites SemiHVision: Enhancing Medical Multimodal Models with a Semi-Human Annotated Dataset and Fine-Tuned Instruction Generation.

Multimodal Large Language Models for Medicine: A Comprehensive Survey SemiHVision: Enhancing Medical Multimodal Models with a Semi-Human Annotated Dataset and Fine-Tuned Instruction Generation

Reference 38

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Observation 48630401-e911-4397-8353-c58d2884a348 · outbound

This paper cites The radiology report—are we IEEE TRANSACTIONS ON PATTERN ANAL YSIS AND MACHINE INTELLIGENCE 14 getting the message across?.

Multimodal Large Language Models for Medicine: A Comprehensive Survey The radiology report—are we IEEE TRANSACTIONS ON PATTERN ANAL YSIS AND MACHINE INTELLIGENCE 14 getting the message across?

Reference 40

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Observation 81a897d6-5083-4b7e-bdbb-b266d8ad76e6 · outbound

This paper cites ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models.

Multimodal Large Language Models for Medicine: A Comprehensive Survey ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models

Reference 41

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Observation b4e6117d-76bb-4197-9940-2917a91ebe30 · outbound

This paper cites Making the most of text semantics to improve biomedical vision–language processing,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Making the most of text semantics to improve biomedical vision–language processing,

Reference 42

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Observation a642a3d8-f685-4e14-8f00-16f722614c58 · outbound

This paper cites A deep learning approaches and fastai text classification to predict 25 medical diseases from medical speech utterances, transcription and intent,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey A deep learning approaches and fastai text classification to predict 25 medical diseases from medical speech utterances, transcription and intent,

Reference 43

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Observation 1cc82550-8aaa-478a-8634-8b53c53eebfe · outbound

This paper cites Automatic documentation of professional health interactions: A systematic review,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Automatic documentation of professional health interactions: A systematic review,

Reference 44

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Observation 1825bf4a-3ad1-48ba-b6be-766672d96353 · outbound

This paper cites Medical report generation based on segment-enhanced contrastive representa- tion learning,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Medical report generation based on segment-enhanced contrastive representa- tion learning,

Reference 45

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Observation 8788c48d-1341-47f7-94ec-930c3369fd1c · outbound

This paper cites OphGLM: Training an Ophthalmology Large Language-and-Vision Assistant based on Instructions and Dialogue.

Multimodal Large Language Models for Medicine: A Comprehensive Survey OphGLM: Training an Ophthalmology Large Language-and-Vision Assistant based on Instructions and Dialogue

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.128068Z

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Observation 064b318b-b111-40d0-a7cf-c81d2d910489 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

Multimodal Large Language Models for Medicine: A Comprehensive Survey ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 48

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Unavailable: canonical work link unavailable.

Observation d9c84f58-9351-4efa-9487-65dd215e895e · outbound

This paper cites Radiology-Llama2: Best-in-Class Large Language Model for Radiology.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Radiology-Llama2: Best-in-Class Large Language Model for Radiology

Reference 49

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Observation f7f5a518-3397-49be-8f16-20fb93fae955 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 50

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Observation 7c836320-51fc-43de-82f3-8f6041586409 · outbound

This paper cites Sigphi-med: A lightweight vision-language assistant for biomedicine,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Sigphi-med: A lightweight vision-language assistant for biomedicine,

Reference 52

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Observation 405e2218-e8c0-46a4-bbd8-327c73f77f1a · outbound

This paper cites Phi- 2: The surprising power of small language models,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Phi- 2: The surprising power of small language models,

Reference 53

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Observation c87378c6-d36e-4880-a8ec-1b310331c997 · outbound

This paper cites Train- ing language models to follow instructions with human feed- back,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Train- ing language models to follow instructions with human feed- back,

Reference 54

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Observation 748ba5e8-89cd-4c7c-8e47-4db4f101a28c · outbound

This paper cites Medblip: Bootstrapping language-image pre-training from 3d medical images and texts,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Medblip: Bootstrapping language-image pre-training from 3d medical images and texts,

Reference 55

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Observation 0b0a49fa-60b8-4494-858d-8ed46c40ca57 · outbound

This paper cites BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text.

Multimodal Large Language Models for Medicine: A Comprehensive Survey BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text

Reference 56

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Observation f306ba51-7bf9-4179-a003-9df31815105e · outbound

This paper cites Pclmed at image- clefmedical 2023: Customizing general-purpose foundation mod- els for medical report generation.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Pclmed at image- clefmedical 2023: Customizing general-purpose foundation mod- els for medical report generation

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.167477Z

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Observation 95f6676b-a279-48c9-9a92-8d1d0ce170b2 · outbound

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

Multimodal Large Language Models for Medicine: A Comprehensive Survey PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.171093Z

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Observation 6d5f53da-905d-4628-95ac-3eb8cca5b9d9 · outbound

This paper cites Pmc-llama: toward building open-source language models for medicine,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Pmc-llama: toward building open-source language models for medicine,

Reference 59

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Observation dc163e74-7fde-4a87-b0df-61b5b5ab6d8e · outbound

This paper cites Pathasst: A generative foundation ai assistant towards artificial general intelligence of pathology,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Pathasst: A generative foundation ai assistant towards artificial general intelligence of pathology,

Reference 60

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Observation 48c3fdfe-67a0-46a9-8b57-83e79d682891 · outbound

This paper cites Chatcad+: Towards a universal and reliable interactive cad using llms,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Chatcad+: Towards a universal and reliable interactive cad using llms,

Reference 61

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Source-reported events for the cited work

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Observation d852e4a9-0b65-46cc-9939-70531ac37839 · outbound

This paper cites Chatgpt: Optimizing language models for dialogue,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Chatgpt: Optimizing language models for dialogue,

Reference 62

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Observation 63287279-5de5-4c29-be02-d05d1ebfbc72 · outbound

This paper cites R2gengpt: Radiology report generation with frozen llms,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey R2gengpt: Radiology report generation with frozen llms,

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.193318Z

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Observation ec3754cf-b285-4b62-be15-84ef24752c32 · outbound

This paper cites Cxr-llava: A multimodal large language model for interpreting chest x-ray images,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Cxr-llava: A multimodal large language model for interpreting chest x-ray images,

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.197776Z

Source-reported events for the cited work

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Observation 24dfccef-720b-4aca-b314-8f1ba07f7bc6 · outbound

This paper cites MAIRA-1: A specialised large multimodal model for radiology report generation.

Multimodal Large Language Models for Medicine: A Comprehensive Survey MAIRA-1: A specialised large multimodal model for radiology report generation

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.201455Z

Source-reported events for the cited work

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Observation 797cb954-ef35-4985-9844-eee3a43fba77 · outbound

This paper cites PeFoMed: Parameter Efficient Fine-tuning of Multimodal Large Language Models for Medical Imaging.

Multimodal Large Language Models for Medicine: A Comprehensive Survey PeFoMed: Parameter Efficient Fine-tuning of Multimodal Large Language Models for Medical Imaging

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.205374Z

Source-reported events for the cited work

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Observation 4732958a-0ca1-4f94-922b-1eafcc9aa202 · outbound

This paper cites MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning.

Multimodal Large Language Models for Medicine: A Comprehensive Survey MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

Reference 68

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Observation c9c9e27d-d3a4-433a-a02f-b2a1d36b4e71 · outbound

This paper cites Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language Models.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language Models

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-16T05:32:54.217452Z

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Observation 8e5ccbad-cc9d-42b8-a524-0ed77dfe20e5 · outbound

This paper cites Dia-LLaMA: Towards Large Language Model-driven CT Report Generation.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Dia-LLaMA: Towards Large Language Model-driven CT Report Generation

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Observation 1f186398-44ec-4818-9ae1-225c267df072 · outbound

This paper cites MAIRA-2: Grounded Radiology Report Generation.

Multimodal Large Language Models for Medicine: A Comprehensive Survey MAIRA-2: Grounded Radiology Report Generation

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This paper cites MiniGPT-Med: Large Language Model as a General Interface for Radiology Diagnosis.

Multimodal Large Language Models for Medicine: A Comprehensive Survey MiniGPT-Med: Large Language Model as a General Interface for Radiology Diagnosis

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Multimodal Large Language Models for Medicine: A Comprehensive Survey LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

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Observation 01129ed2-f32c-4a9d-a8fe-318618060e98 · outbound

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Multimodal Large Language Models for Medicine: A Comprehensive Survey The Llama 3 Herd of Models

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This paper cites Aquila2 Technical Report.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Aquila2 Technical Report

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This paper cites Vision- biollm: Large vision language model for visual dialogue in biomedical imagery,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Vision- biollm: Large vision language model for visual dialogue in biomedical imagery,

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Observation 717423f8-bf8e-4ad4-a5b9-a517793ffef9 · outbound

This paper cites Openbiollms: Advancing open- source large language models for healthcare and life sciences,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Openbiollms: Advancing open- source large language models for healthcare and life sciences,

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This paper cites Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat Data.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Baize: An Open-Source Chat Model with Parameter-Efficient Tuning on Self-Chat Data

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This paper cites Gpt-4v (ision) unsuitable for clinical care and education: a clinician-evaluated assessment,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Gpt-4v (ision) unsuitable for clinical care and education: a clinician-evaluated assessment,

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This paper cites Nadarzynski, J.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Nadarzynski, J

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This paper cites Investigating public perception on use of chatgpt in initial consultations prior to healthcare provider consultations,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Investigating public perception on use of chatgpt in initial consultations prior to healthcare provider consultations,

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Observation 2b5c56b0-3c5f-4f8b-a57e-836bae846921 · outbound

This paper cites Mental health problems of contem- porary youth,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Mental health problems of contem- porary youth,

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This paper cites No health without mental health,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey No health without mental health,

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This paper cites University counseling service for improving students’ mental health.

Multimodal Large Language Models for Medicine: A Comprehensive Survey University counseling service for improving students’ mental health

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Observation 92d28842-7d2b-4ea0-80da-6ec4449f01ac · outbound

This paper cites Validity of chatbot use for mental health assessment: experimen- tal study,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Validity of chatbot use for mental health assessment: experimen- tal study,

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Observation 54f316f7-dc44-4207-92e3-bdc938b25ddf · outbound

This paper cites Effectiveness and safety of using chatbots to improve mental health: systematic review and meta-analysis,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Effectiveness and safety of using chatbots to improve mental health: systematic review and meta-analysis,

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This paper cites Tell me, what are you most afraid of? exploring the effects of agent representation on infor- mation disclosure in human-chatbot interaction,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Tell me, what are you most afraid of? exploring the effects of agent representation on infor- mation disclosure in human-chatbot interaction,

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Multimodal Large Language Models for Medicine: A Comprehensive Survey How should my chatbot inter- act? a survey on social characteristics in human–chatbot interac- tion design,

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This paper cites Soulchat: Improving llms’ empathy, listening, and comfort abili- ties through fine-tuning with multi-turn empathy conversations,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Soulchat: Improving llms’ empathy, listening, and comfort abili- ties through fine-tuning with multi-turn empathy conversations,

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Observation dd301c2d-4cac-40bd-848f-522c9085f6c3 · outbound

This paper cites Psychat: A client-centric dialogue system for mental health support,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Psychat: A client-centric dialogue system for mental health support,

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Observation dd493475-6b30-44e0-b8c2-a9147022a669 · outbound

This paper cites SMILE: Single-turn to Multi-turn Inclusive Language Expansion via ChatGPT for Mental Health Support.

Multimodal Large Language Models for Medicine: A Comprehensive Survey SMILE: Single-turn to Multi-turn Inclusive Language Expansion via ChatGPT for Mental Health Support

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Observation f72ce4e1-1de1-4805-8acc-f2d11fe654d0 · outbound

This paper cites ESC-Eval: Evaluating Emotion Support Conversations in Large Language Models.

Multimodal Large Language Models for Medicine: A Comprehensive Survey ESC-Eval: Evaluating Emotion Support Conversations in Large Language Models

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Multimodal Large Language Models for Medicine: A Comprehensive Survey CPsyCoun: A Report-based Multi-turn Dialogue Reconstruction and Evaluation Framework for Chinese Psychological Counseling

Reference 95

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Multimodal Large Language Models for Medicine: A Comprehensive Survey Speech emotion recognition and sentiment analysis based therapist bot,

Reference 96

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This paper cites Emoada: A multimodal emotion interaction and psychologi- cal adaptation system,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Emoada: A multimodal emotion interaction and psychologi- cal adaptation system,

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Multimodal Large Language Models for Medicine: A Comprehensive Survey Computer-assisted surgery,

Reference 99

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Multimodal Large Language Models for Medicine: A Comprehensive Survey Cas—a navigation support for surgery,

Reference 100

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This paper cites Surgical- vqa: Visual question answering in surgical scenes using trans- former,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Surgical- vqa: Visual question answering in surgical scenes using trans- former,

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This paper cites Surgicalgpt: end-to-end language-vision gpt for visual question answering in surgery,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Surgicalgpt: end-to-end language-vision gpt for visual question answering in surgery,

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This paper cites Advancing surgical vqa with scene graph knowl- edge,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Advancing surgical vqa with scene graph knowl- edge,

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Observation d0dae82c-e4f7-4d31-b14c-28b66a59ad0b · outbound

This paper cites Global- reasoned multi-task learning model for surgical scene under- standing,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Global- reasoned multi-task learning model for surgical scene under- standing,

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This paper cites Surgical-vqla++: Adversarial contrastive learning for calibrated robust visual question-localized answering in robotic surgery,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Surgical-vqla++: Adversarial contrastive learning for calibrated robust visual question-localized answering in robotic surgery,

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Observation ffb47fe0-4949-4235-b4b3-b2a86720c112 · outbound

This paper cites Dynamic interactive relation capturing via scene graph learning for robotic surgical report generation,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Dynamic interactive relation capturing via scene graph learning for robotic surgical report generation,

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This paper cites Sgt: Scene graph-guided transformer for surgical report generation,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Sgt: Scene graph-guided transformer for surgical report generation,

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Observation d6787a7f-93d9-4de5-8ad0-606e5e2158c5 · outbound

This paper cites Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures

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This paper cites Drinet for medical image segmentation,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Drinet for medical image segmentation,

Reference 110

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This paper cites Deep learning and medical image analysis for covid-19 diagnosis and prediction,.

Multimodal Large Language Models for Medicine: A Comprehensive Survey Deep learning and medical image analysis for covid-19 diagnosis and prediction,

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This paper cites AutoRG-Brain: Grounded Report Generation for Brain MRI.

Multimodal Large Language Models for Medicine: A Comprehensive Survey AutoRG-Brain: Grounded Report Generation for Brain MRI

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Multimodal Large Language Models for Medicine: A Comprehensive Survey Exploring chat generated pre-trained transformer-3 ability to interpret mri knee images and generate reports,

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Multimodal Large Language Models for Medicine: A Comprehensive Survey Flexible fu- sion network for multi-modal brain tumor segmentation,

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Multimodal Large Language Models for Medicine: A Comprehensive Survey ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders

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Multimodal Large Language Models for Medicine: A Comprehensive Survey M4CXR: Exploring Multi-task Potentials of Multi-modal Large Language Models for Chest X-ray Interpretation

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Multimodal Large Language Models for Medicine: A Comprehensive Survey Boneclip- xgboost: A multimodal approach for bone fracture diagnosis,

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Observation bd298695-fdd6-4888-8e30-75d5e9c1633d · inbound

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Observation ababd7ba-e369-49db-b477-b77609c8400f · inbound

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Observation b0deed74-a62a-4262-88ec-2aa75474bd77 · inbound

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Observation b89ae31c-0151-439d-bc16-04d1e74d27ba · inbound

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Observation 59cde944-f041-4a73-aaef-15a8e88ef5d9 · inbound

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Observation 3fe786c5-186c-4422-8c08-79dc0d85c7e3 · inbound

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