Paper Citation Record · LEDGER

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation

As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2505.22222.

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

pith.paper-citation-record.v1
2505.22222 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:18:05.656714Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

verified exact2
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e6e9f8c0-f139-4e81-811f-3cd86b8db1e4 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:08.335916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0bee79c3-83d3-494c-96fd-0b908de52694 · outbound

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

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation MAIRA-2: Grounded Radiology Report Generation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:03.082227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8cbb6fd-d944-4a78-9c36-177e59ad95b0 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:03.175560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d35559b1-b697-4218-a55d-40793218de77 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:08.098588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f9f8611c-795b-4805-99a4-10028384687e · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:07.872096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6d81d981-b383-4de5-a691-72fb6f00ced4 · outbound

This paper cites Detecting and Evaluating Medical Hallucinations in Large Vision Language Models.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Detecting and Evaluating Medical Hallucinations in Large Vision Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:03.423668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2ba9d0c-55df-4e8a-ab26-af54ecf64ac7 · outbound

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

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray Interpretation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:03.524986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fee42499-5439-4b6d-863f-23dc9a173bf7 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:07.709291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d79e5b0c-148e-49dc-a059-4a59f755a00b · outbound

This paper cites The Llama 3 Herd of Models.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:03.665302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb3de132-1c54-4556-b069-1b57b6f5eb99 · outbound

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

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation MAIRA-1: A specialised large multimodal model for radiology report generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:03.720448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0d4125d-15e9-43bf-8bf4-397461031d2a · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:03.801829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e793bb3e-fdaa-473f-bdde-630b12f84d1d · outbound

This paper cites Enhancing Human-Computer Interaction in Chest X-ray Analysis using Vision and Language Model with Eye Gaze Patterns.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Enhancing Human-Computer Interaction in Chest X-ray Analysis using Vision and Language Model with Eye Gaze Patterns

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:18:06.274424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 13d3ee08-f25e-4152-a556-22e5cfab3b36 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:07.544924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b2ed6f31-fbb4-4bed-ba0e-6cdc26cb11c3 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:07.405995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 444a4454-237d-4382-a608-f7411a48bf5a · outbound

This paper cites CXR-LLAVA: a multimodal large language model for interpreting chest X-ray images.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation CXR-LLAVA: a multimodal large language model for interpreting chest X-ray images

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.031328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4940ff40-9049-4234-8731-cf5b50c62a1d · outbound

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

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation LLaVA-OneVision: Easy Visual Task Transfer

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.134600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a03d9ad-bdba-449f-83f3-621ca4aa3735 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.182014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b261f8f-a488-42ad-8a12-0d3b2e9baa59 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:07.244547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation df3f2c38-730a-479f-a966-bae36fa23f0c · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.344077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a965c31e-7550-4c3e-b6f3-d6e95cf9c950 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.398546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e415140d-93d2-420e-8f53-4131b7c7a96f · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:07.103906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60923e78-89ca-4d63-a934-72d261800ae6 · outbound

This paper cites Capabilities of Gemini Models in Medicine.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Capabilities of Gemini Models in Medicine

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.501137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 982dc12a-5aa2-4e86-aacc-528eefa307e1 · outbound

This paper cites CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.573462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eddb7b4-a295-48c7-a4c2-f268d2586268 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.668588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4e9b318-1879-42e1-b6f0-50e73eea0338 · outbound

This paper cites Towards Generalist Foundation Model for Radiology by Leveraging Web-scale 2D&3D Medical Data.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Towards Generalist Foundation Model for Radiology by Leveraging Web-scale 2D&3D Medical Data

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.743559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9767239-19ab-4070-9f33-241d6408aae4 · outbound

This paper cites Exploring Multimodal Large Language Models for Radiology Report Error-checking.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Exploring Multimodal Large Language Models for Radiology Report Error-checking

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.839123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cef92f73-fe86-40d3-b39f-eb22a537595e · outbound

This paper cites SLaVA-CXR: Small Language and Vision Assistant for Chest X-ray Report Automation.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation SLaVA-CXR: Small Language and Vision Assistant for Chest X-ray Report Automation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:04.911642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f6aa247-bfce-49ca-bdf2-3a3414877620 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:06.960819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 548265fd-71ac-496b-8524-1ca70a7c1a13 · outbound

This paper cites A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:05.066420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0baea2e-198f-4688-befa-502b8baf03e8 · outbound

This paper cites Multimodal Healthcare AI: Identifying and Designing Clinically Relevant Vision-Language Applications for Radiology.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Multimodal Healthcare AI: Identifying and Designing Clinically Relevant Vision-Language Applications for Radiology

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-07T13:18:05.927676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e0a6c464-59e7-4ba7-97e7-e63207f9d315 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:06.716296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b58cc8dc-3821-42a8-b922-23748a2330e3 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation BERTScore: Evaluating Text Generation with BERT

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:05.403561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 537f8eee-498d-43eb-9551-c65e98be2bc5 · outbound

This paper cites an unresolved cited work.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:06.505928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 01583286-6f43-470b-8081-b3e3afaf35b4 · outbound

This paper cites URL: " 'urlintro :=.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation URL: " 'urlintro :=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:05.572696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44c98c11-1967-4bde-82a6-5e8142b93aaa · outbound

This paper cites write newline.

Look & Mark: Leveraging Radiologist Eye Fixations and Bounding boxes in Multimodal Large Language Models for Chest X-ray Report Generation write newline

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:05.656714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.