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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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
  • malformed identifier0
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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 2026-08-10T06:31:04.303077+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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:13.328704Z digest=sha256:5f15815663076bf0cc83e988e43ee16f74c770de736da17e2655e99c51546771

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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raw_fallback, observed 2026-08-06T04:32:18.102604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:13.430624Z digest=sha256:70c0afcf0fa829e4e358905ba9f8b01d3cf9d7f664d2a3d7887d1faca9094dc5

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:c73dab491ba54ea5732917cd7133c4dc84214d50223dec289830f99a3323759d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:13.646667Z digest=sha256:27f1a175580bfbb8c0aac1b2a8eb12011b436bda387cc009d1c0c7e184414970

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=sha256:3d1b8fb4408fdc967cbc533faf6d4dcb57c5d31021caea364c54debe5e9df687

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:13.807070Z digest=sha256:31230eef48dbd03e296a998e5c220f93cfd8af453284df68b80aba33b707b79c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:13.918443Z digest=sha256:1371fce4dc21e7ad35ba3c941314a4b197f1b88f4c7c3fb2f0c9e9a2dcbeb534

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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verified fuzzy
raw_fallback, observed 2026-08-06T04:32:18.035318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:14.017912Z digest=sha256:a9cf7e0ee1e8979c3f76bc405995637b5147496abbc4e56a1ff77ee9e0dbebb3

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.

source=pdf_text observed=2026-08-06T04:32:14.132556Z digest=sha256:d8201dbadaa7b7ba4574971c7fac9c6af45a7ae5f77e94fc0c7116191623d866

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:14.238885Z digest=sha256:c15cf95f22003ddcf6ada02af9edd100f74c45a3a05f4a03125567c290f2c440

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=sha256:9be2e4bb9d2169d62524bb7c871c8017d3f445b04a0c3370d7d74fb073afedef

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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raw_fallback, observed 2026-08-06T04:32:18.019150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:14.420084Z digest=sha256:bad7bd5997140fcf40cda2d0694e2f2b2d74d971a02ed2feca4daeacdecaf8d4

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=sha256:0d0d94684d651d0d640f1c0f36b74dcd3d9633d15ddd227b4e59ac6e96cc91e7

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:14.568654Z digest=sha256:0d0835a5c64eb1d6b86c37f5b76536667afeb2ea1ac155839b0d8132c808f79d

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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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:14.735288Z digest=sha256:89ee0532edc4c127dd9c7db60da4b0f92805cb65bf8b18c3bf383c6f3ef8f23f

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

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source=pdf_text observed=2026-08-06T04:32:14.844032Z digest=sha256:03d0121738ba94356f73766a91c35b0d84a650526325fb96501acc5b305bd4a2

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.

source=pdf_text observed=2026-08-06T04:32:14.940505Z digest=sha256:f751f73096cc9ea8c920b2c80d0273894a694e7029daef3ba1ed5f25e0cf5b3b

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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raw_fallback, observed 2026-08-06T04:32:17.970613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:15.044557Z digest=sha256:ea49f3090264b3965fc7501cc13214cc3778a6c2d7d791fcbee9d92f67c178fb

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 2026-08-10T06:31:04.303077+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:15.310217Z digest=sha256:7dd13dfab241610cfb16b7af55f34bacaf19b2442ed9414544ecb5bc8b143e78

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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raw_fallback, observed 2026-08-06T04:32:17.919336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:15.386291Z digest=sha256:a81074afa73bf5e8e05506e6536b13e668077fd31d85b7a1961135a1d6d299ae

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:15.478501Z digest=sha256:e100fed186aa15e1b4bd967a9141d0487de9a9b8c730c842291d6ac096c5aa1c

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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verified fuzzy
raw_fallback, observed 2026-08-06T04:32:17.887020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:15.586031Z digest=sha256:098bd4ba13083acfcfa0e11506698997f418f90e68862cd8be3e2a00fc98fed7

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:15.655259Z digest=sha256:e89ec86f0956ae811d5296d0cb01ccfe0e3c302eb61986f476280f6a570012ba

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:15.736346Z digest=sha256:6663bc3d27f00762c6b64d2685a3b63da5b86e37c76dc460b2cd978df0505ab0

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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verified fuzzy
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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:15.843611Z digest=sha256:5e5ccfe0b5ffa3c8cfa3beddc48031aa73f3ebec8b5d5298833cfab4368f375a

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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no resolver link, observed 2026-08-06T04:32:15.978112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:15.978112Z digest=sha256:3e7bb149fb36180c61ff8ec11a8526101ecd13c8a5875f5a75aaef0ee62acda5

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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verified fuzzy
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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.086570Z digest=sha256:a13d266ce7262ca5e531996e14c76fd7d10857e37e0f95f5bb2e2435f7ee57c2

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T04:32:16.201612Z digest=sha256:968ecd3269fe9692f000839d00989399c2ca47113a14ba58bc3ddcd213077273

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:efdcac5be70e31a59fb48d270b975bae7ca40ef1a7250c22eaa63ea65fd2ff9e

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=sha256:6efd6aad2a9fb510938aeb572eedb913bb1e8908dffa794bd0e2b54a78f7d62f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.637743Z digest=sha256:345c305f0b9fd3301406a9920dfdb85a13f489d03a1fa5a344c14f155f03a188

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.757436Z digest=sha256:5593c8d0ad17c68edd2d33853243f06521317886d3a0d45b7f9a9953f767e491

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.762886Z digest=sha256:e555e45def0a64acf12fffd0d99268f03bdaaf1b34955ffaaa224814df1f124d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.767623Z digest=sha256:c749376086a0b602e200385ae5f1d10c374bcfee8db77e5ccfa71eacde120189

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.772310Z digest=sha256:703e92dd570768e8d6a429b8f23a07740ed7861ee8e7139931481825bff01c16

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=sha256:3803544b540b5d87011fdc428131d9291f70249e5c7e6225939decb6528fb094

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.788453Z digest=sha256:6601dff11a5707dcccefeccea4d0f597c07b0c7b3d9ede6cebe750337a352f68

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=sha256:6213aa24b857b26ad2810c03419057658717b52738588a323ea67b301b52eb6c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.800138Z digest=sha256:5fee6d379b95c2765cdf028e3bc0078f40437fe4afd78ba7330341859a7b413c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.805410Z digest=sha256:1fe7cd5e6ab645ad719656a4c03e243635a9082fea46a19d86f3544f770a7484

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=sha256:88838269e2661489afe9db2655348486e7fe13d5721b9185d10b09c88f7fe9ad

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.816214Z digest=sha256:0778efb8705d927a9d8a6983163c87e281ace55c034419acb041efc6529c47b3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.821306Z digest=sha256:71d46d1beebb6e6225f7672d0ec2afc6d19deea35f9195f1e65cb1805b215f0b

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=sha256:8a52ceb881b1149307f12d9234b57c573db7fe403624b319dd1072f2ca94504c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.830651Z digest=sha256:d26348d6e76d1ea68cb5677545cdcf55f79567eb8ce54df5dc9d2ee0ad9e1dd9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.835491Z digest=sha256:77a6709dc621ec07320679d0a6dc49be03ea5e021e2fcc550d4a9263e87488d0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.840170Z digest=sha256:6c33cf1787022eaf3338f534d93786979880f46151ee7478e0d2cfc4e081eddf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.849936Z digest=sha256:bec75496eacb9dd815c7ca278361660c6acba92258a7f3481711ee8ca8ef870f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.854766Z digest=sha256:8cb7863b7c283a22084fd020a68510a5d4f81127ef4c30b415548f656d1c5d5e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.859798Z digest=sha256:b63aa49d5403251027a4eff66cb79c66d3cc291b7b031f1f51da16f936d32658

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.864543Z digest=sha256:12192b1948076d567b12a901cc1edf65352dd182afa10ada1cff451ed40b0259

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.868908Z digest=sha256:30617facdac0b77c59c6c95e7ed171b2a775ec5de6084a37cdd2c5868c3a7281

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:fe5ec6973d4b34742e3c6dc6df8e48d05e06e746590677a9a57bef2a407c41fc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.878638Z digest=sha256:a45e1cbac91e3b4ed494bd258dae74000a2aff5bb8d540447280df25edf94a4d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.883559Z digest=sha256:a7e952a50e65976867b54fadc4d9bdef5fb0f12734a692385f0141293e5dca6f

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=sha256:7ba5d3658e5d6558c5704032addc9eea21f42937b03dd7ca9eb7000c02174faa

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T04:32:16.893893Z digest=sha256:38e72cc7aa49daddae80af720a0febde33ce97913961b2460017216f8ed4208d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-26T12:20:50.289678Z digest=sha256:1ae12f9b567b02c50505691e4e59bb4cc0c3d9bb997aeae4cc3cd7306c7283da

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:d012982eb787f9a777f13408ac9a55fbf4e9ba1fa89c0d7f21c73acc00896a0d