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Paper Citation Record · LEDGER

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation

As of 8 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 2 inbound Pith citation observations for arXiv:2508.03426.

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

pith.paper-citation-record.v1
2508.03426 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:32:16.893893Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T23:30:44.908637Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T07:59:40.274173Z

Reference resolution

60 of 60 outbound references displayed

  • verified exact4
  • verified fuzzy36
  • unresolved20
  • parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b807a92c-87dc-4c59-8a8b-d792d046d984 · outbound

This paper cites Automated radiology report genera- tion using conditioned transformers.Informatics in Medicine Unlocked, 24:100557, 2021.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Automated radiology report genera- tion using conditioned transformers.Informatics in Medicine Unlocked, 24:100557, 2021

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation c42cfa00-282b-4a84-8f7d-c05703b62e0d · outbound

This paper cites Publicly Available Clinical BERT Embeddings.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Publicly Available Clinical BERT Embeddings

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 792ee448-ed64-4b1d-a5ae-046886b5d05a · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5d1c241f-02ff-43af-a471-59fb11462ca3 · outbound

This paper cites CheXpert Plus: Augmenting a Large Chest X-ray Dataset with Text Radiology Reports, Patient Demographics and Additional Image Formats.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation CheXpert Plus: Augmenting a Large Chest X-ray Dataset with Text Radiology Reports, Patient Demographics and Additional Image Formats

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:13.535608Z digest=sha256:3ac13261881d7818b7f68f267e03e86d3da6e4add5fe54663a3d5f21f21b6813

Observation 0609ea56-3515-4fa5-9d1a-5e4368814630 · outbound

This paper cites Crossvit: Cross-attention multi-scale vision transformer for image classification.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Crossvit: Cross-attention multi-scale vision transformer for image classification

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-06T04:32:18.085801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:13.646667Z digest=sha256:e93f54900ecd68452c92715a3660148cab52a4d96670dc59cae892966b23107d

Observation 9a70e230-3415-4cad-92f8-22558aba54d5 · outbound

This paper cites Generating Radiology Reports via Memory-driven Transformer.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Generating Radiology Reports via Memory-driven Transformer

Reference 6

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no resolver link, observed 2026-08-06T04:32:13.727759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:13.727759Z digest=sha256:3ac44756f29c225800f267b4edb9c1c8a711cfc397c6eaea738492d61bbd6de5

Observation af119540-35c8-415d-b4f9-884ca2ea2d51 · outbound

This paper cites Cross-modal memory networks for radiology report gener- ation, 2022.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Cross-modal memory networks for radiology report gener- ation, 2022

Reference 7

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raw_fallback, observed 2026-08-06T04:32:18.069028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 7ce74b15-d270-4b85-b84f-1e2a826b6b2c · outbound

This paper cites Preparing a collection of radiology examinations for distribution and re- trieval.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Preparing a collection of radiology examinations for distribution and re- trieval

Reference 8

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raw_fallback, observed 2026-08-06T04:32:18.051069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 7798d9a2-8bad-4e91-b01d-6d250a7058fc · outbound

This paper cites Translating medical image to radiological report: Adaptive multilevel multi-attention approach.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Translating medical image to radiological report: Adaptive multilevel multi-attention approach

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation e369e938-886f-48fb-a9b1-c4e7e88a1ed5 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f81ab9b6-83c9-4881-81b3-fa1dde2468a9 · outbound

This paper cites RECAP: Towards Precise Radiology Report Generation via Dynamic Disease Progression Reasoning.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation RECAP: Towards Precise Radiology Report Generation via Dynamic Disease Progression Reasoning

Reference 11

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Unavailable: canonical work link unavailable.

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Observation 8667381c-b97a-4714-bd62-570f49c922c6 · outbound

This paper cites ORGAN: Observation-Guided Radiology Report Generation via Tree Reasoning.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation ORGAN: Observation-Guided Radiology Report Generation via Tree Reasoning

Reference 12

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:14.353755Z digest=sha256:829c5597a70f30ad3864a369258f91d008638b0208c2031fa86ab30b0682765a

Observation f766a267-fc46-4538-9266-46e5e26cc9f3 · outbound

This paper cites Radar: Enhancing radiology report generation with supplementary knowledge injection, 2025.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Radar: Enhancing radiology report generation with supplementary knowledge injection, 2025

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:14.420084Z digest=sha256:a24f5a0affda69a8ac5c2b271764cbca05f51dddc8a9bb202ed7356a7aa24d6f

Observation 0709cd87-53f7-4fdb-9db6-cf6868b72f2e · outbound

This paper cites GPT-4o System Card.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation GPT-4o System Card

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:14.515738Z digest=sha256:eb5e3f6745ebc40490be7393e1892b713f709327b64ab04baaa731dbb09e702b

Observation c0682861-732f-4331-9e48-70ca89c3f53c · outbound

This paper cites Pytorch library for cam methods, 2021.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Pytorch library for cam methods, 2021

Reference 15

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raw_fallback, observed 2026-08-06T04:32:18.003263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:14.568654Z digest=sha256:b944803ae157a5e155756f9caa1e82a08dde7ec890802df768f562362d08e5d1

Observation 614a3e02-3f3a-4206-bf29-68d0b259c62b · outbound

This paper cites RadGraph: Extracting Clinical Entities and Relations from Radiology Reports.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation RadGraph: Extracting Clinical Entities and Relations from Radiology Reports

Reference 16

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Unavailable: canonical work link unavailable.

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Observation c8f4d7d5-7562-4009-aea0-e774918a8616 · outbound

This paper cites Promptmrg: Diagnosis-driven prompts for medical report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Promptmrg: Diagnosis-driven prompts for medical report generation

Reference 17

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raw_fallback, observed 2026-08-06T04:32:17.988528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 0d607f9e-c908-49d0-ad0e-1df24efb58d6 · outbound

This paper cites On the Automatic Generation of Medical Imaging Reports.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation On the Automatic Generation of Medical Imaging Reports

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a27c9c09-d50c-4943-b0b8-b178c5991c4c · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Semi-Supervised Classification with Graph Convolutional Networks

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 273180cc-b75a-4343-8b1b-f0443e09e8f5 · outbound

This paper cites Context-enhanced framework for medical image re- port generation using multimodal contexts.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Context-enhanced framework for medical image re- port generation using multimodal contexts

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 03bc04e1-c290-4b4b-8762-f824a19f236f · outbound

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

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 21

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raw_fallback, observed 2026-08-06T04:32:17.951399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation dc97d46e-1781-4503-8789-1f72f62d4c5d · outbound

This paper cites Dynamic graph enhanced contrastive learning for chest x-ray report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Dynamic graph enhanced contrastive learning for chest x-ray report generation

Reference 22

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raw_fallback, observed 2026-08-06T04:32:17.934977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:15.310217Z digest=sha256:534e6a74a86976407cb51ef08a46f19de1b227e88ed906aa4399fe58ddeb1d90

Observation 6b184354-94ee-4bd3-9660-005c0cfb2c92 · outbound

This paper cites Con- trastive learning with counterfactual explanations for radiol- ogy report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Con- trastive learning with counterfactual explanations for radiol- ogy report generation

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1133834b-fd4b-4ac1-8bf1-2fecb20a8641 · outbound

This paper cites Divide and conquer: Isolating normal- abnormal attributes in knowledge graph-enhanced radiology report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Divide and conquer: Isolating normal- abnormal attributes in knowledge graph-enhanced radiology report generation

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.903873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:15.478501Z digest=sha256:a65a4ed65fa83fcdfaf67b368d72c7df01e3f64554573957ef04fe9e5c1574e3

Observation acc86bf0-9884-4514-9ccd-71d4ec8162cb · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Rouge: A package for automatic evaluation of summaries

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:15.586031Z digest=sha256:d47e1a430ec6fe79ebed09cb0ac767f8a35a40930b8d78fe83728279869ede1a

Observation ef29373f-7513-46a2-9018-482b4e5d9f13 · outbound

This paper cites Multi-grained radiology report generation with sentence- level image-language contrastive learning.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Multi-grained radiology report generation with sentence- level image-language contrastive learning

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.872185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 907b09a1-2803-492b-90f5-f75aa0320740 · outbound

This paper cites Bootstrapping large language models for radiology report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Bootstrapping large language models for radiology report generation

Reference 27

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raw_fallback, observed 2026-08-06T04:32:17.856719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 0bfb0ae6-6f96-406f-b3ed-8f1aebad542f · outbound

This paper cites Exploring and distilling posterior and prior knowl- edge for radiology report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Exploring and distilling posterior and prior knowl- edge for radiology report generation

Reference 28

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raw_fallback, observed 2026-08-06T04:32:17.841085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:15.843611Z digest=sha256:dfc2ba1521032f56fc242f7597273884f338ff07bf5b73a4116f86ba91801860

Observation c29cd604-fcb7-4505-88d4-504452270e4a · outbound

This paper cites Contrastive attention for automatic chest x-ray report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Contrastive attention for automatic chest x-ray report generation

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:15.978112Z digest=sha256:eaa56be16fb8e8c56418514a1a22b494e0781ef5504cee7e5aa044364dae44ef

Observation 55e3afe3-91d4-447f-9998-25e073f776aa · outbound

This paper cites Auto-encoding knowledge graph for unsupervised medical report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Auto-encoding knowledge graph for unsupervised medical report generation

Reference 30

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raw_fallback, observed 2026-08-06T04:32:17.825316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.086570Z digest=sha256:0b948ece9ab36d269715acd976bda269c374bf042f87afb9065ba9cad72afa5d

Observation bc4b28fd-64c9-49ee-9e55-d8e14ff5bf97 · outbound

This paper cites Competence-based Multimodal Curriculum Learning for Medical Report Generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Competence-based Multimodal Curriculum Learning for Medical Report Generation

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.201612Z digest=sha256:442908313e9c3f58a36d943e861f801527d85eb54fb8cce567efc362f4cebd44

Observation 4df2c97b-ea1b-49d7-bb77-496c872b56e4 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Swin transformer: Hierarchical vision transformer using shifted windows

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.315190Z digest=sha256:2090b409e842aa824075753b8f482e9e452a115be49b22e25b85ca426c3f3b8c

Observation 63ca94f2-93b1-44bc-b9b7-599b12bc21a6 · outbound

This paper cites Decoupled Weight Decay Regularization.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Decoupled Weight Decay Regularization

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.477769Z digest=sha256:6402b758af59aa39963402238f07de4dcd1f252aac7b3cac270ef03434f8d505

Observation 7c26b0fd-bc59-466c-9dbf-ee1daec266ab · outbound

This paper cites A survey on deep learning and explainability for automatic report generation from medical images.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation A survey on deep learning and explainability for automatic report generation from medical images

Reference 34

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raw_fallback, observed 2026-08-06T04:32:17.796330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.637743Z digest=sha256:0869daf62bceaf05ed1ea15ab1de6938f083f805b60a9d8d44fd232dc777d2cf

Observation c85f8817-b103-452c-97b9-afe49c71eab3 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Bleu: a method for automatic evaluation of machine translation

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.781040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.757436Z digest=sha256:1563f275c26e31c7bb0e012e29d9b6ff5075cd566bbc5e767fff1fad34d4f0f1

Observation d3af207e-4f4c-45ab-ad38-0d9e1e081e95 · outbound

This paper cites Pytorch: An im- perative style, high-performance deep learning library.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Pytorch: An im- perative style, high-performance deep learning library

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.766000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.762886Z digest=sha256:d8f03ad4e5d4424f80cd5a6851cf8f334669338a2ad33d70ee27752505a35623

Observation 02b9be07-819b-41c9-b41a-b8f8ac633f37 · outbound

This paper cites Duco-net: Dual-contrastive learning network for medical report retrieval leveraging en- hanced encoders and augmentations.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Duco-net: Dual-contrastive learning network for medical report retrieval leveraging en- hanced encoders and augmentations

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.751313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.767623Z digest=sha256:f275fac66ce74edcbc5811c75acd080af4b51324b411e93820b23908d44920ab

Observation a3bb8021-1a27-4cd1-8d2a-0816210ac9ce · outbound

This paper cites Modeling rela- tional data with graph convolutional networks.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Modeling rela- tional data with graph convolutional networks

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.735970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.772310Z digest=sha256:a69ee129bfc3327fd0f6fe0f79be4922a214de9a5b9be14be95343ee1fdaadd1

Observation 8131e52d-cd4c-4963-a3f6-1c6091f8884a · outbound

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

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T04:32:16.782977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.782977Z digest=sha256:69259fecf5e0ddcc435631a10bd85444b4f94b3bf5cff22a6d4ce0c96774543c

Observation 98259e01-2482-44f8-af82-916fdf4a532c · outbound

This paper cites Cider: Consensus-based image description evalua- tion.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Cider: Consensus-based image description evalua- tion

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.719746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.788453Z digest=sha256:4bfcbeee0c03bddcbc08cafee50b744b8618142dc8580c4998f8293be67d5b9c

Observation abe693a9-cdcf-44a2-bc21-b8d99de5c743 · outbound

This paper cites Graph Attention Networks.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Graph Attention Networks

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T04:32:16.794197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.794197Z digest=sha256:bc5bdd2ed6389115de1a57dc42a6fd47210a805f331350196661d24960a7af64

Observation 31f36f4e-2ec0-41e0-97cf-b960224c6425 · outbound

This paper cites Cross-modal pro- totype driven network for radiology report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Cross-modal pro- totype driven network for radiology report generation

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.704065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.800138Z digest=sha256:369835e3850354260f04647a732639b04556e0ef1607624d0b5cdde25a147cc2

Observation b1e26aa5-bb2f-44cb-895f-14d4c401f8fe · outbound

This paper cites Large-scale multi-modal pre-trained models: A comprehensive survey.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Large-scale multi-modal pre-trained models: A comprehensive survey

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.688663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.805410Z digest=sha256:85e9da446916e8b7ffd087db64caa848b64af26ab97f081b1de8c0b6991793e8

Observation 0569d696-73c4-420d-bc92-c6a4182b242e · outbound

This paper cites R2gencsr: Retrieving context samples for large language model based x-ray medical report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation R2gencsr: Retrieving context samples for large language model based x-ray medical report generation

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T04:32:16.811466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.811466Z digest=sha256:77e6c92115745b06a094eb3a53378199d79862d5a9dd79ee519810ab4d5e69f3

Observation 2292e80b-8e3e-4acf-97bc-a435e1c3cedd · outbound

This paper cites Pre-training on High Definition X-ray Images: An Experimental Study.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Pre-training on High Definition X-ray Images: An Experimental Study

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-08-06T04:32:17.073926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.816214Z digest=sha256:36248bddbe7eb942e8f25d5eac23b32c4b8944aedee27d56ab09943ce048aa79

Observation 5ba8dc58-ad05-4380-8c0b-3eb752400746 · outbound

This paper cites Cxpmrg-bench: Pre-training and benchmarking for x-ray medical report generation on chexpert plus dataset.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Cxpmrg-bench: Pre-training and benchmarking for x-ray medical report generation on chexpert plus dataset

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.672299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.821306Z digest=sha256:daf1ed93cc04f4932661a7ce03ffa8a7907aa900e1744b56f341121405b84286

Observation d2ac09b9-973f-4b2e-a7cb-561a6409d348 · outbound

This paper cites Activating Associative Disease-Aware Vision Token Memory for LLM-Based X-ray Report Generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Activating Associative Disease-Aware Vision Token Memory for LLM-Based X-ray Report Generation

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T04:32:16.825831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.825831Z digest=sha256:862dd6322c7ff2a0533d369861e281f381e34ae09096eac7f1384e0ca3350e08

Observation 07e9d8eb-6096-49d6-80eb-84c0690d1036 · outbound

This paper cites Rethinking Medical Report Generation: Disease Revealing Enhancement with Knowledge Graph.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Rethinking Medical Report Generation: Disease Revealing Enhancement with Knowledge Graph

Reference 49

Resolution
verified exact
local_arxiv, observed 2026-08-06T04:32:17.028570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.830651Z digest=sha256:355871b1a8f8d5e0f12c3e60ac5d66a7fc87047d1aa9926b41217137dc5b8fca

Observation f50a86ab-426b-40cd-a644-0b696f50a770 · outbound

This paper cites Metransformer: Radiology report generation by transformer with multiple learnable expert tokens.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Metransformer: Radiology report generation by transformer with multiple learnable expert tokens

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.655464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.835491Z digest=sha256:fa47308bf6623a5f026ce3bd11628a6a010f1522e969675328f4e0fe68d8eb5d

Observation e35ee803-8879-4d61-ac69-c792abae88b7 · outbound

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

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation R2gengpt: Radiology report generation with frozen llms

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.639748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.840170Z digest=sha256:388dae8bc45c2682e2adcb354e9885c130480bd36677e619c7fd5e4ef2c7beab

Observation c651ecfa-073a-4d2a-860c-ffb97946c58e · outbound

This paper cites MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report Generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report Generation

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-06T04:32:17.003912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.849936Z digest=sha256:5fcd7f381743362090ce0e924864125b901bdfc5ddec6242bb1ae55eea62f4bc

Observation 95f634f7-3941-4a08-9a6c-018af67260b5 · outbound

This paper cites Generating radiology reports via auxiliary signal guidance and a memory-driven network.Expert Systems with Applications, 237:121260, 2024.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Generating radiology reports via auxiliary signal guidance and a memory-driven network.Expert Systems with Applications, 237:121260, 2024

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.622570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.854766Z digest=sha256:d82bcae7daa254ae25eea1a082b872697307b8acb15502e9d321599b1a24d2a6

Observation 6cbff3bc-7315-4cdd-b159-0fd9be1e27c0 · outbound

This paper cites Weakly Supervised Contrastive Learning for Chest X-Ray Report Generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Weakly Supervised Contrastive Learning for Chest X-Ray Report Generation

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-08-06T04:32:16.979429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.859798Z digest=sha256:f6c7d4832fd5cd611afb45bcf1efab5f4352f1a9d3f87fe7f4a34b31447a3bee

Observation 902eaa79-264f-4b7d-afff-53a5822245d7 · outbound

This paper cites Memory-aligned knowledge graph for clinically accurate radiology image report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Memory-aligned knowledge graph for clinically accurate radiology image report generation

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.604262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.864543Z digest=sha256:e3e9239abb5f8d9cea9698bbfe6a216da2f780fe0bd63e5fc07e0f05e6ebd524

Observation 87842df5-792c-417d-841b-833a949d9f13 · outbound

This paper cites Attributed abnor- mality graph embedding for clinically accurate x-ray report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Attributed abnor- mality graph embedding for clinically accurate x-ray report generation

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.587106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.868908Z digest=sha256:f33e82335ece7f8d1763122bab07f7519d335a4c53f963c4349b0eb7d838915c

Observation 9727dd81-6844-4520-b68d-983be61fdb5f · outbound

This paper cites Qwen3 Technical Report.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Qwen3 Technical Report

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T04:32:16.873321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.873321Z digest=sha256:d0a9b36e774d62a2f34bc3b6558f7fcf707a0ab3464fc30d683abdc26bc7b0de

Observation 680d07fd-538b-4cbe-9aa4-1d6f7bb9311d · outbound

This paper cites Token-mixer: Bind image and text in one embedding space for medical image reporting.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Token-mixer: Bind image and text in one embedding space for medical image reporting

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.571242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.878638Z digest=sha256:95ed9cc11783076d6c90bb4e222b565fcbc2cfc408627ccd178f7e43c72da922

Observation e45857ea-eca0-4e85-8b21-5dfa70275aa6 · outbound

This paper cites Aligntransformer: Hierarchical alignment of vi- sual regions and disease tags for medical report generation.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Aligntransformer: Hierarchical alignment of vi- sual regions and disease tags for medical report generation

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.554252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.883559Z digest=sha256:7563ec8347c34a410d157bed7c9d2f4acfeb358cca11c22a09d664e93f172582

Observation 487b4554-3441-4a6d-9f67-48f398da890c · outbound

This paper cites Uncovering Knowledge Gaps in Radiology Report Generation Models through Knowledge Graphs.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation Uncovering Knowledge Gaps in Radiology Report Generation Models through Knowledge Graphs

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-06T04:32:16.888615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.888615Z digest=sha256:91af9ea2c1da017b34d481a086acee7b9d590ce50e505e824808c71bc63f1cfb

Observation 26808d17-d908-48a8-bcea-06173add5c20 · outbound

This paper cites When radiology report generation meets knowledge graph.

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation When radiology report generation meets knowledge graph

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.535590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T04:32:16.893893Z digest=sha256:dc9157eca275097bbd9f8044faa141f9116497aae8abde9ca21ccd742abafae2

Pith citing papers

Observation d7b11615-c53e-474b-a36c-f467a7fa0193 · inbound

GTA-Net: Cooperative Game Theory for Vision-Language Alignment in Chest X-Ray Report Generation cites this paper.

GTA-Net: Cooperative Game Theory for Vision-Language Alignment in Chest X-Ray Report Generation R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-04T07:59:40.275416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-26T12:20:50.289678Z digest=sha256:cffab8328f1db3afc58be427401cab001b96b18847144a34cc1d8fbb3136aef3

Observation 96f73675-7357-4680-bc1a-07c067515e55 · inbound

CogRad: A Cognitively-Inspired Multi-Agent Framework for Radiology Report Generation cites this paper.

CogRad: A Cognitively-Inspired Multi-Agent Framework for Radiology Report Generation R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-11T23:30:44.908637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T23:30:44.908637Z digest=sha256:e7542cb2fdf1905d84cfdaaf13952494a960ab1cbf83c7c4c0a6e96e630f4f90