Paper Citation Record · LEDGER

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA

As of 18 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2607.15241.

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

pith.paper-citation-record.v1
2607.15241 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T23:47:50.268649Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

43 of 43 outbound references displayed

verified exact1
verified fuzzy0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e4ebc507-d62e-44e1-bf94-5f791056258f · outbound

This paper cites Medico 2025: Visual Question Answering for Gas- trointestinal Imaging,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Medico 2025: Visual Question Answering for Gas- trointestinal Imaging,

Reference 1

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Observation d16a7216-3a40-44fc-9818-4085e9660cdb · outbound

This paper cites Kvasir- VQA-x1:A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal Endoscopy,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Kvasir- VQA-x1:A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal Endoscopy,

Reference 2

Resolution: verified exact; doi, observed 2026-08-01T23:48:20.137832Z

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Observation 5dec4e0d-4588-455c-bb74-84a48943852c · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA LoRA: Low-rank adaptation of large language models,

Reference 3

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Source-reported events for the cited work

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Observation a9dcffa5-4f19-4203-a93e-ec59e81f761d · outbound

This paper cites Qlora: efficient finetuning of quantized llms,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Qlora: efficient finetuning of quantized llms,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:46.069256Z

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Observation 26945d1b-331b-498f-8161-b968d2a1e030 · outbound

This paper cites Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:46.167259Z

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Observation 4f05b3ad-951d-4b70-a0a6-f6accc12d987 · outbound

This paper cites A Survey on Medical Large Language Models: Tech- nology, Application, Trustworthiness, and Future Directions,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA A Survey on Medical Large Language Models: Tech- nology, Application, Trustworthiness, and Future Directions,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:46.282042Z

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Observation da9bb747-cbe2-4829-9677-7b9f50b3bf53 · outbound

This paper cites VQA-Med: Overview of the medical visual ques- tion answering task at imageclef 2019,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA VQA-Med: Overview of the medical visual ques- tion answering task at imageclef 2019,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:46.428697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f643b1a8-7b63-49ad-9eb8-d0d57fb0216f · outbound

This paper cites Medical visual question answering at imageclef-vqa med,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Medical visual question answering at imageclef-vqa med,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:46.633914Z

Source-reported events for the cited work

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Observation c5a89455-2369-4dff-9f7d-0e0ca65a1abb · outbound

This paper cites Medical visual question answering: A survey,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Medical visual question answering: A survey,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:46.734353Z

Source-reported events for the cited work

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Observation 9151dd43-1ebb-4203-a109-1c10c3687e90 · outbound

This paper cites Overview of ImageCLEFmedical 2025– Visual Question Answering and Synthetic Image Generation for Gastrointestinal Tract,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Overview of ImageCLEFmedical 2025– Visual Question Answering and Synthetic Image Generation for Gastrointestinal Tract,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:46.891922Z

Source-reported events for the cited work

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Observation 5339cb1b-4d73-48f7-81ab-d46c12c1717d · outbound

This paper cites Kvasir-VQA: A Text-Image Pair GI Tract Dataset,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Kvasir-VQA: A Text-Image Pair GI Tract Dataset,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:47.102764Z

Source-reported events for the cited work

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Observation 5cd66580-afca-4f33-b966-b0ed6097ac59 · outbound

This paper cites Exploring Vision-Language Models for Medical VQA on Gastrointestinal Images: A LoRA Fine-Tuning Study,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Exploring Vision-Language Models for Medical VQA on Gastrointestinal Images: A LoRA Fine-Tuning Study,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:47.257062Z

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Observation 1d0c46b8-516a-4dcb-b199-cdff2161440a · outbound

This paper cites LoRA-Enhanced PaliGemma for Efficient Visual Question Answering in Gastrointestinal Imaging,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA LoRA-Enhanced PaliGemma for Efficient Visual Question Answering in Gastrointestinal Imaging,

Reference 13

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Observation 4d614b8a-4db9-48eb-91a6-cee613eb9f89 · outbound

This paper cites Multimodal Explanations: Justifying Decisions and Pointing to the Evidence,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Multimodal Explanations: Justifying Decisions and Pointing to the Evidence,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:47.576978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1360515-aeb9-4a11-9ef2-c5df9b42e6f5 · outbound

This paper cites Towards faithfully interpretable NLP systems: How should we define and evaluate faithfulness?.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Towards faithfully interpretable NLP systems: How should we define and evaluate faithfulness?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:47.742968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea716100-f6f1-4e61-a763-5206f7367ae0 · outbound

This paper cites Towards Faithful Model Explanation in NLP: A Survey,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Towards Faithful Model Explanation in NLP: A Survey,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:47.856628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd9a8709-8a16-4e3c-88e5-016dfb7b7596 · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods,

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68ccbab9-1bf5-4d6f-b779-5f07e51735f3 · outbound

This paper cites From Answers to Explanations: Self-Probing Efficiently Fine-Tuned Vision-Language Models for Medical VQA at Medico 2025,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA From Answers to Explanations: Self-Probing Efficiently Fine-Tuned Vision-Language Models for Medical VQA at Medico 2025,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:48.150605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 681e5945-f427-4ea2-ac2d-4f2a37530fb9 · outbound

This paper cites Curriculum-Guided Fine-Tuning for Multimodal VQA in GI Endoscopy (Team Lama4Vision),.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Curriculum-Guided Fine-Tuning for Multimodal VQA in GI Endoscopy (Team Lama4Vision),

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5ca3c1e-3da0-492c-a78d-8d709f5d43aa · outbound

This paper cites Qwen3 Technical Report.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Qwen3 Technical Report

Reference 20

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Source-reported events for the cited work

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Observation 7236eafa-da93-4966-8f40-deb8c5dc4ebe · outbound

This paper cites Medico 2025: Visual Question Answering for Gastrointestinal Imaging,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Medico 2025: Visual Question Answering for Gastrointestinal Imaging,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:48.480029Z

Source-reported events for the cited work

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Observation 493f3572-b12f-474c-9412-4f751380382f · outbound

This paper cites ROUGE: A Package for Automatic Evaluation of Sum- maries,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA ROUGE: A Package for Automatic Evaluation of Sum- maries,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:48.556305Z

Source-reported events for the cited work

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Observation a82743ab-0539-45c4-9570-acededdcdc94 · outbound

This paper cites METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments,

Reference 23

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Observation 110fcc60-9559-4100-bdb4-b083f2e2a41b · outbound

This paper cites chrF++: words helping character n-grams,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA chrF++: words helping character n-grams,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:48.711015Z

Source-reported events for the cited work

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Observation 6abbe02b-a3a5-43f5-82a6-6458c5dd0dff · outbound

This paper cites BLEU: a Method for Automatic Evaluation of Machine Translation,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA BLEU: a Method for Automatic Evaluation of Machine Translation,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:48.751684Z

Source-reported events for the cited work

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Observation 24df5ea4-9ff7-43fc-aa81-9d2341311d4b · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA BERTScore: Evaluating Text Generation with BERT,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:48.819943Z

Source-reported events for the cited work

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Observation f988d8ec-5902-40a0-8837-923347d84bd7 · outbound

This paper cites Evaluate: A library for easily evaluating machine learn- ing models and datasets,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Evaluate: A library for easily evaluating machine learn- ing models and datasets,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T23:47:48.903305Z

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Observation c0d5858b-8470-4f7e-bb7b-c91f24e72121 · outbound

This paper cites Multi-Task Learning for Visually Grounded Reasoning in Gastrointestinal VQA,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Multi-Task Learning for Visually Grounded Reasoning in Gastrointestinal VQA,

Reference 28

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Source-reported events for the cited work

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Observation 1bec4554-0cb9-4d1a-a21d-ea1453b008dd · outbound

This paper cites Medico 2025: Visual Question Answering (with Multimodal Explanations) for Gastrointestinal Imaging,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Medico 2025: Visual Question Answering (with Multimodal Explanations) for Gastrointestinal Imaging,

Reference 29

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Source-reported events for the cited work

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Observation 3a0891e2-cfa0-4662-abf6-c849e2cb7fd8 · outbound

This paper cites Enhancing Encoder-Decoder Architecture to Visual Question Answering Task for Gastrointestinal Images,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Enhancing Encoder-Decoder Architecture to Visual Question Answering Task for Gastrointestinal Images,

Reference 30

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Source-reported events for the cited work

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Observation 959a3a71-2560-4da1-9f26-fae5a11d93e7 · outbound

This paper cites BLIP-2-based Visual Question Answering with Multimodal Explanations for Gastrointestinal Imaging,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA BLIP-2-based Visual Question Answering with Multimodal Explanations for Gastrointestinal Imaging,

Reference 31

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Observation dc4b55f5-baa4-464c-9c54-7fe22d247155 · outbound

This paper cites X-VQA for GI Diagnostics: Multimodal Visual Question Answering with Confidence-Aware Explanations,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA X-VQA for GI Diagnostics: Multimodal Visual Question Answering with Confidence-Aware Explanations,

Reference 32

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Observation 01ce6139-da6c-4c35-be3f-bb35e21e2f5c · outbound

This paper cites Florence-2: Advancing a Unified Representation for a Variety of Vision Tasks.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Florence-2: Advancing a Unified Representation for a Variety of Vision Tasks

Reference 33

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Observation 0c948514-a116-437c-8b8f-0b9341fe9c28 · outbound

This paper cites PaliGemma: A versatile 3B VLM for transfer.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA PaliGemma: A versatile 3B VLM for transfer

Reference 34

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Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA PaliGemma 2: A Family of Versatile VLMs for Transfer

Reference 35

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Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models

Reference 36

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This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 37

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This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 38

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Observation edd60e04-6a9a-4b1d-a3df-b01248df2e21 · outbound

This paper cites Image Segmentation Using Text and Image Prompts,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Image Segmentation Using Text and Image Prompts,

Reference 39

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Observation 8429f8ad-901e-4982-a43f-f08385b01322 · outbound

This paper cites Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization,

Reference 40

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Observation 120f8509-c27b-444f-b5f5-9c9a2c5543c4 · outbound

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Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Quantifying attention flow in transformers,

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Observation 20d0c7a3-558b-4114-a3c7-48f4f355eed8 · outbound

This paper cites Curriculum Learning: A Survey,.

Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA Curriculum Learning: A Survey,

Reference 42

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Observation aaa4a646-4320-4ef4-a2f7-34572a60d652 · outbound

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Beyond the Leaderboard: Design Lessons for Trustworthy Multimodal VQA LLM-FP4: 4-bit floating-point quantized transformers,

Reference 43

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Pith citing papers

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