Paper Citation Record · LEDGER

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation

As of 18 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 2 inbound Pith citation observations for arXiv:2509.24739.

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

pith.paper-citation-record.v1
2509.24739 v4

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Outbound references

Observation 8c38370a-a958-4da9-828c-af74605bbfd4 · outbound

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

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Learning transferable visual models from natural language supervision

Reference 1

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Observation efb95acd-2f58-48cd-8702-e49a2bb1e588 · outbound

This paper cites The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision).

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)

Reference 2

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Observation dd9c7bff-10de-48d8-a2b2-4c04ceb2d500 · outbound

This paper cites Claude: An AI Assistant by Anthropic.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Claude: An AI Assistant by Anthropic

Reference 3

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Observation d0eae354-ee4b-49aa-8711-dc836fee1360 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation LLaVA-OneVision: Easy Visual Task Transfer

Reference 4

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Observation 533063d2-2515-4d9d-85bb-ef3c8313dfa8 · outbound

This paper cites Qwen2.5-VL Technical Report.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Qwen2.5-VL Technical Report

Reference 5

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Observation 6310f6eb-de84-4450-b8d4-4bb7ccd2ca31 · outbound

This paper cites Qwen Technical Report.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Qwen Technical Report

Reference 6

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Observation 5fe60ef1-8e35-4ab6-bd26-5a8499bf9709 · outbound

This paper cites Visual instruction tuning.Advances in Neural Information Processing Systems, 36:34892–34916, 2023.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Visual instruction tuning.Advances in Neural Information Processing Systems, 36:34892–34916, 2023

Reference 7

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Observation 830e177a-9c4c-4966-b5da-c71b8159654e · outbound

This paper cites Ahive: Anatomy-aware hierarchical vision encoding for interactive radiology report retrieval.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Ahive: Anatomy-aware hierarchical vision encoding for interactive radiology report retrieval

Reference 8

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Observation 9a581a32-c0f5-425e-a0d9-8bbfc81a0fd9 · outbound

This paper cites Fg-cxr: A radiologist-aligned gaze dataset for enhancing interpretability in chest x-ray report generation.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Fg-cxr: A radiologist-aligned gaze dataset for enhancing interpretability in chest x-ray report generation

Reference 9

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Observation aed398f9-5b2c-4c37-989c-02e378429813 · outbound

This paper cites Cplip: zero-shot learning for histopathology with comprehensive vision-language alignment.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Cplip: zero-shot learning for histopathology with comprehensive vision-language alignment

Reference 10

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Observation 6792aaef-5272-4ac6-8c45-0e485246dc4a · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Flamingo: a Visual Language Model for Few-Shot Learning

Reference 11

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Observation 6f175081-8ad3-4922-b66d-5c9dc9c64799 · outbound

This paper cites Gpt-4o: Openai’s multimodal model with vision, audio, and text capabilities.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Gpt-4o: Openai’s multimodal model with vision, audio, and text capabilities

Reference 12

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Observation acac3c1a-a841-4656-8c0a-1cf74bfbb339 · outbound

This paper cites Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine

Reference 13

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Observation 248a8d75-52d5-4b6c-ad29-bf398559b881 · outbound

This paper cites Multi- modal understanding and generation for medical images and text via vision-language pre- training.IEEE Journal of Biomedical and Health Informatics, 26(12):6070–6080, 2022.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Multi- modal understanding and generation for medical images and text via vision-language pre- training.IEEE Journal of Biomedical and Health Informatics, 26(12):6070–6080, 2022

Reference 14

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Observation 3809e221-798a-4ebc-af65-d37677ed2582 · outbound

This paper cites Towards a better understanding of annotation tools for medical imaging: a survey.Multimedia Tools and Applications, 81(18):25877–25911, 2022.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Towards a better understanding of annotation tools for medical imaging: a survey.Multimedia Tools and Applications, 81(18):25877–25911, 2022

Reference 15

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Observation e55a3f84-04a3-4e81-a9c1-651fc387b386 · outbound

This paper cites Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findings.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findings

Reference 16

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Observation e07c0a1d-f9f9-4033-89a4-c8800c2bc55d · outbound

This paper cites Knowledge matters: Chest radiology report generation with general and specific knowledge.Medical Image Analysis, 80: 102510, 2022.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Knowledge matters: Chest radiology report generation with general and specific knowledge.Medical Image Analysis, 80: 102510, 2022

Reference 17

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Observation 06e71057-9677-4e54-8c96-3ba3f26dddf3 · outbound

This paper cites Medclip: Contrastive learning from unpaired medical images and text.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Medclip: Contrastive learning from unpaired medical images and text

Reference 18

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This paper cites Med-flamingo: a multimodal medical few-shot learner.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Med-flamingo: a multimodal medical few-shot learner

Reference 19

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Observation 85dd28e3-1b4b-48c2-b0cc-fa3dfba02acd · outbound

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation RoentGen: Vision-Language Foundation Model for Chest X-ray Generation

Reference 20

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This paper cites MedViLaM: A multimodal large language model with advanced generalizability and explainability for medical data understanding and generation.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation MedViLaM: A multimodal large language model with advanced generalizability and explainability for medical data understanding and generation

Reference 21

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Observation a0fc31da-6895-4a4f-88ea-63a1259c9750 · outbound

This paper cites Med3dvlm: An efficient vision- language model for 3d medical image analysis.arXiv preprint arXiv:2503.20047, 2025.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Med3dvlm: An efficient vision- language model for 3d medical image analysis.arXiv preprint arXiv:2503.20047, 2025

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This paper cites Multilingual diversity improves vision- language representations.Advances in Neural Information Processing Systems, 37:91430– 91459, 2024.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Multilingual diversity improves vision- language representations.Advances in Neural Information Processing Systems, 37:91430– 91459, 2024

Reference 23

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This paper cites Pmc-clip: Contrastive language-image pre-training using biomedical documents.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Pmc-clip: Contrastive language-image pre-training using biomedical documents

Reference 24

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Observation 4b85ecaa-be59-44cf-bb2d-bb6df9cd8ff2 · outbound

This paper cites Seco de Herrera, et al.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Seco de Herrera, et al

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Observation c7902c83-2a7b-46ba-99f8-da38888a9e3d · outbound

This paper cites Mimic-cxr, a de-identified publicly available database of chest radiographs with free-text reports.Scientific data, 6(1):317, 2019.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Mimic-cxr, a de-identified publicly available database of chest radiographs with free-text reports.Scientific data, 6(1):317, 2019

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Observation 88e70a57-52ba-48ac-bc9b-25f114602eac · outbound

This paper cites Llava-med: Training a large language-and-vision assistant for biomedicine in one day.Advances in Neural Information Processing Systems, 36: 28541–28564, 2023.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Llava-med: Training a large language-and-vision assistant for biomedicine in one day.Advances in Neural Information Processing Systems, 36: 28541–28564, 2023

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This paper cites M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models

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Observation 36a86d23-7f8c-4bb4-907d-9bc1d34f3e9e · outbound

This paper cites Towards generalist foundation model for radiology by leveraging web-scale 2d&3d medical data, 2023.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Towards generalist foundation model for radiology by leveraging web-scale 2d&3d medical data, 2023

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This paper cites Non-invasive metabolic imaging of brain tumours in the era of precision medicine.Nature Reviews Clinical Oncology, 13(12):725–739, 2016.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Non-invasive metabolic imaging of brain tumours in the era of precision medicine.Nature Reviews Clinical Oncology, 13(12):725–739, 2016

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This paper cites Imaging tumor metabolism using positron emission tomography.The Cancer Journal, 21(2):129–136, 2015.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Imaging tumor metabolism using positron emission tomography.The Cancer Journal, 21(2):129–136, 2015

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This paper cites Molecular imaging of cancer with positron emission tomography.Nature Reviews Cancer, 2(9):683–693, 2002.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Molecular imaging of cancer with positron emission tomography.Nature Reviews Cancer, 2(9):683–693, 2002

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This paper cites Advances in pet imaging of cancer.Nature Reviews Cancer, 23(7):474–490, 2023.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Advances in pet imaging of cancer.Nature Reviews Cancer, 23(7):474–490, 2023

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This paper cites Is long–axial-field-of-view pet/ct cost-effective? an international health–economic analysis.Journal of Nuclear Medicine, 2025.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Is long–axial-field-of-view pet/ct cost-effective? an international health–economic analysis.Journal of Nuclear Medicine, 2025

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Unresolved cited work

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This paper cites Explore the world population through data (2025).

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Explore the world population through data (2025)

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This paper cites CT2REP: Automated radiology report generation for 3d medical imaging.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation CT2REP: Automated radiology report generation for 3d medical imaging

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Observation 15f7bdbf-f2d6-4332-976c-ce64eaffdaf7 · outbound

This paper cites Rider lung pet-ct: Data for quantitative imaging biomarker evaluation.The Cancer Imaging Archive, 2015.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Rider lung pet-ct: Data for quantitative imaging biomarker evaluation.The Cancer Imaging Archive, 2015

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This paper cites Data from head- neck-pet-ct.The Cancer Imaging Archive, 2017.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Data from head- neck-pet-ct.The Cancer Imaging Archive, 2017

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Unresolved cited work

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Gatidis and T

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Generatect: Text-conditional generation of 3d chest ct volumes

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Cosmos World Foundation Model Platform for Physical AI

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Mistral 7B

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Llama 2: Open Foundation and Fine-Tuned Chat Models

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Lora: Low-rank adaptation of large language models.Interna- tional Conference on Learning Representations, 1(2):3, 2022

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Bleu: a method for automatic evaluation of machine translation

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Rouge: A package for automatic evaluation of summaries

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Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation BERTScore: Evaluating Text Generation with BERT

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This paper cites Plip: Language-image pre-training for person representation learning.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Plip: Language-image pre-training for person representation learning

Reference 50

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Observation 41a1d28b-75b9-412d-b02b-3ec5c383aa7b · outbound

This paper cites BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:53.282136Z

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Unavailable: canonical work link unavailable.

Observation b482b16b-c070-4ea7-84e6-ca0ac2150c1f · outbound

This paper cites Merlin: A vision language foundation model for 3d computed tomography.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Merlin: A vision language foundation model for 3d computed tomography

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:53.393752Z

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Observation 520a332a-8adc-407a-ad9d-e86f78878044 · outbound

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

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Xraygpt: Chest radiographs summarization using large medical vision-language models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:53.458624Z

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Observation 5386c739-38af-47a9-a519-9028751303d8 · outbound

This paper cites ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:53.534938Z

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Observation 578fea1f-7a86-4cf2-a4d7-c3b22b82479a · outbound

This paper cites A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray Interpretation.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray Interpretation

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:53.644209Z

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Observation fcc59d64-6467-4e9e-9d72-b9624dd08203 · outbound

This paper cites Qilin-Med-VL: Towards Chinese Large Vision-Language Model for General Healthcare.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Qilin-Med-VL: Towards Chinese Large Vision-Language Model for General Healthcare

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:53.736497Z

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Observation b647c1b8-b3c1-4f09-8864-086cd347f6e7 · outbound

This paper cites HuatuoGPT, towards Taming Language Model to Be a Doctor.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation HuatuoGPT, towards Taming Language Model to Be a Doctor

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:53.799423Z

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Observation d7a9ca04-ffc3-4ee9-91e4-3f35dc20c372 · outbound

This paper cites Decoupled Weight Decay Regularization.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Decoupled Weight Decay Regularization

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:53.916391Z

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Observation d607da86-543d-4d29-a939-b27082ab8a16 · outbound

This paper cites PhoBERT: Pre-trained language models for Vietnamese.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation PhoBERT: Pre-trained language models for Vietnamese

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:54.048912Z

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Observation b7687b65-f2ac-4e8d-8d9e-c8ea480435b3 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:54.161377Z

Source-reported events for the cited work

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Observation bc9fe7bc-d08f-4882-ba2b-5e27dd3bfe2f · outbound

This paper cites Limitations.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation Limitations

Reference 61

Resolution: malformed identifier; no resolver link, observed 2026-08-04T13:51:54.357951Z

Source-reported events for the cited work

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Observation 1dc07484-9bd2-4d9b-acbc-41a1e9a49c4f · outbound

This paper cites role":"system.

Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation role":"system

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-04T13:51:54.495267Z

Source-reported events for the cited work

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Pith citing papers

Observation effde7a5-0394-4b52-bd07-092c0698a0f5 · inbound

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows cites this paper.

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-07-23T01:23:29.085618Z

Source-reported events for the cited work

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Observation 057ac593-a332-4300-9cb0-7e680028a5ef · inbound

Region-Grounded Report Generation for 3D Medical Imaging: A Fine-Grained Dataset and Graph-Enhanced Framework cites this paper.

Region-Grounded Report Generation for 3D Medical Imaging: A Fine-Grained Dataset and Graph-Enhanced Framework Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation

Reference 31

Resolution: metadata mismatch; arxiv_id, observed 2026-07-23T01:23:29.085618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.