Paper Citation Record · LEDGER

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA

As of 9 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2607.17834.

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

pith.paper-citation-record.v1
2607.17834 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T16:57:32.887608Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

30 of 30 outbound references displayed

verified exact0
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c226c4d6-8743-48bd-9b8b-6e39f5d219fa · outbound

This paper cites VQA: Visual question answering,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA VQA: Visual question answering,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:30.110628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b8df16-3cb7-4e2c-8aaf-02a910a9f57b · outbound

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

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Medical visual question answering: A survey,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:30.215535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7588d7a5-0c30-4e5f-9445-c71634231bb5 · outbound

This paper cites EndoBench: A comprehensive evaluation of multi-modal large language models for endoscopy analysis,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA EndoBench: A comprehensive evaluation of multi-modal large language models for endoscopy analysis,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:30.392641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8efd54df-b6e2-4fc6-bbec-7266b15ba063 · outbound

This paper cites Kvasir-VQA: A text-image pair gi tract dataset,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Kvasir-VQA: A text-image pair gi tract dataset,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:30.507401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4faedd8-0162-413c-94cc-6b6cde36c72b · outbound

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

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Kvasir-VQA-x1: A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal Endoscopy

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:30.636879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc0eb9c2-6684-44f7-a85e-eb33fe6f65c0 · outbound

This paper cites A dataset of clinically generated visual questions and answers about radiology images,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA A dataset of clinically generated visual questions and answers about radiology images,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:30.759344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13ecf9ea-2aff-4da9-bddf-4357eeb8c9f2 · outbound

This paper cites SLAKE: A semantically-labeled knowledge-enhanced dataset for medical visual question answering,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA SLAKE: A semantically-labeled knowledge-enhanced dataset for medical visual question answering,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:30.837145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d86f0d9-a5c4-4074-ac96-ece0213df90a · outbound

This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:30.901279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f808a84-0563-41da-bd2a-bbc15ac094c5 · outbound

This paper cites Gastric-X: A multimodal multi-phase benchmark dataset for advancing vision-language models in gastric cancer analysis,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Gastric-X: A multimodal multi-phase benchmark dataset for advancing vision-language models in gastric cancer analysis,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.025015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db7da7da-3c37-4341-aca2-c6eee986dffc · outbound

This paper cites Multimodal AI for Gastrointestinal Diagnostics: Tackling VQA in MEDVQA-GI 2025.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Multimodal AI for Gastrointestinal Diagnostics: Tackling VQA in MEDVQA-GI 2025

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.114754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74a4b3a4-e836-491a-b8b2-90fbe4f12fc0 · outbound

This paper cites SQuINTing at VQA models: Introspecting VQA models with sub-questions,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA SQuINTing at VQA models: Introspecting VQA models with sub-questions,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.182264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b249f0d-93bb-4a93-9202-43022fd45f11 · outbound

This paper cites GQA: A new dataset for real- world visual reasoning and compositional question answering,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA GQA: A new dataset for real- world visual reasoning and compositional question answering,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.260410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf4500e2-5de4-4bec-aea0-d5fdf2414192 · outbound

This paper cites FActScore: Fine-grained atomic eval- uation of factual precision in long form text generation,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA FActScore: Fine-grained atomic eval- uation of factual precision in long form text generation,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.306727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8ff2250-0596-4bee-860d-e771419965a4 · outbound

This paper cites FaithScore: Fine-grained evaluations of hallucinations in large vision-language models,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA FaithScore: Fine-grained evaluations of hallucinations in large vision-language models,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.424921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01dc26f3-4482-408c-b211-f889a69e0e33 · outbound

This paper cites Evaluating object hallucination in large vision-language models,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Evaluating object hallucination in large vision-language models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.526176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1bc5eee-e0b1-4352-a770-c174d69ebae3 · outbound

This paper cites SurgViVQA: Temporally grounded video question answering for surgical scene understanding,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA SurgViVQA: Temporally grounded video question answering for surgical scene understanding,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.624760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dfea074-c306-41b4-b149-055e26de5cc5 · outbound

This paper cites SOrT- ing VQA Models: Contrastive gradient learning for improved consistency,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA SOrT- ing VQA Models: Contrastive gradient learning for improved consistency,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.804910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c18ab17b-d6b4-417e-8ad3-8a879bfe374f · outbound

This paper cites Self-consistency improves chain of thought reasoning in language models,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Self-consistency improves chain of thought reasoning in language models,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.844958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5399dae0-f9cf-4776-826b-772e8e4f90ca · outbound

This paper cites SelfCheckGPT: Zero-resource black-box hallucination detection for generative large language models,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA SelfCheckGPT: Zero-resource black-box hallucination detection for generative large language models,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:31.915069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c06feab4-bebe-4064-807e-32a6c9601e79 · outbound

This paper cites EndoCogniAgent: Closed-Loop Agentic Reasoning with Self-Consistency Validation for Endoscopic Diagnosis.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA EndoCogniAgent: Closed-Loop Agentic Reasoning with Self-Consistency Validation for Endoscopic Diagnosis

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.005347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96c323b5-3c29-4b2d-9806-3668349ca33a · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.074913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fd35ddb-1b5a-4314-a2e9-965536bca052 · outbound

This paper cites Qwen2.5-VL Technical Report.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Qwen2.5-VL Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.164787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c0b1bff-2845-445d-822b-b12f32f4dfa9 · outbound

This paper cites Qwen3-VL Technical Report.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Qwen3-VL Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.240973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fd063ac-3bc3-4847-8aff-5f839cc11f9b · outbound

This paper cites MedGemma Technical Report.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA MedGemma Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.374977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49e8a40b-ba03-42f8-a806-0e46509b089a · outbound

This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.495216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2418b604-cf9f-4f8c-bb49-0317d304ba3f · outbound

This paper cites LLaV A-Med: Training a large language-and-vision assistant for biomedicine in one day,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA LLaV A-Med: Training a large language-and-vision assistant for biomedicine in one day,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.601379Z

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Observation 9f02fa70-90ac-4710-a0bf-cc547e1c9f19 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA LoRA: Low-Rank Adaptation of Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.628923Z

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Observation 0138a730-b715-4916-994f-82cd3726ece4 · outbound

This paper cites Introducing GPT-5.5,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Introducing GPT-5.5,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.707708Z

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Observation 0205a04a-0f89-4a80-be9f-b9d06b64c46c · outbound

This paper cites Grok 4.20,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Grok 4.20,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.794873Z

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Observation a6729660-0267-40d7-a6a0-3b8e74616e57 · outbound

This paper cites Introducing Claude Opus 4.7,.

Measuring and Improving Complex-Atomic Answer Consistency in Endoscopic VQA Introducing Claude Opus 4.7,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T16:57:32.887608Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.