Paper Citation Record · LEDGER

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

As of 23 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 33 inbound Pith citation observations for arXiv:2411.11919.

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

pith.paper-citation-record.v1
2411.11919 v2

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T18:47:42.561575Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:39:35.800409Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T19:50:10.536971Z

Reference resolution

71 of 71 outbound references displayed

verified exact0
verified fuzzy65
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6d019f4d-00ce-4355-8f74-85ee588e67f4 · outbound

This paper cites Qwen technical report.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Qwen technical report

Reference 1

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Observation a81bf62e-7250-4a05-885b-a7200b1adf04 · outbound

This paper cites Hallucination of multimodal large language models: A survey.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Hallucination of multimodal large language models: A survey

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.500093Z

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Observation abf221ce-2bc2-4e56-893f-bbd512c7cfba · outbound

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VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Unresolved cited work

Reference 3

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Observation a4fa86eb-971d-4883-813a-a1e3d60b3602 · outbound

This paper cites Weight uncertainty in neural network.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Weight uncertainty in neural network

Reference 4

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Observation 5a271907-e85a-4990-b60f-94138a68e97c · outbound

This paper cites Shikra: Unleashing multimodal llm’s referential dialogue magic.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Shikra: Unleashing multimodal llm’s referential dialogue magic

Reference 5

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Observation 62a8879f-17a4-4dde-96a0-522b6d7e2558 · outbound

This paper cites Composed image retrieval with text feedback via multi-grained uncertainty regularization.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Composed image retrieval with text feedback via multi-grained uncertainty regularization

Reference 6

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Observation cb964d74-abac-4c28-99a5-119c02d6a50a · outbound

This paper cites Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.443922Z

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Observation 4c9dca50-444f-44a1-b388-36936cb0bdf8 · outbound

This paper cites A survey on multimodal large language models for autonomous driving.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation A survey on multimodal large language models for autonomous driving

Reference 8

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Observation 69aa1b71-32ec-4f16-a0b3-2016d826c2fc · outbound

This paper cites Detecting hallucinations in large language models using semantic entropy.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Detecting hallucinations in large language models using semantic entropy

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.419919Z

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Observation 749c11b3-b778-4631-9469-89d437c2a940 · outbound

This paper cites Dropout as a bayesian approximation: Representing model uncertainty in deep learning.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Dropout as a bayesian approximation: Representing model uncertainty in deep learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.408105Z

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Observation 4bc74b91-06ef-4961-8224-e3caf93d4b99 · outbound

This paper cites Concrete dropout.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Concrete dropout

Reference 11

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Observation f4547fe5-dec0-4364-a6dd-6f8578be1794 · outbound

This paper cites A survey of uncertainty in deep neural networks.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation A survey of uncertainty in deep neural networks

Reference 12

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Observation da8c36f6-04a8-49b4-bd38-41ab376290f6 · outbound

This paper cites The complications of myopia: a review and meta-analysis.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation The complications of myopia: a review and meta-analysis

Reference 13

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Observation 522fe3cd-587d-40df-9cad-007f0de97259 · outbound

This paper cites A survey on uncertainty quan- tification methods for deep neural networks: An uncertainty source perspective.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation A survey on uncertainty quan- tification methods for deep neural networks: An uncertainty source perspective

Reference 14

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Observation bce75a4a-b76e-438e-a485-cf0118ca174c · outbound

This paper cites Omnimedvqa: A new large-scale comprehensive evaluation benchmark for medical lvlm.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Omnimedvqa: A new large-scale comprehensive evaluation benchmark for medical lvlm

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.343538Z

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Observation 83697b5d-18fc-4527-910b-7ae4d7e1dd91 · outbound

This paper cites Snapshot ensembles: Train 1, get m for free.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Snapshot ensembles: Train 1, get m for free

Reference 16

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Observation ec47815b-0679-47b2-b906-a26112347b19 · outbound

This paper cites An embodied generalist agent in 3d world.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation An embodied generalist agent in 3d world

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.318510Z

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Observation 262e2fdf-aa57-49b7-a034-ee1f52899a4a · outbound

This paper cites A survey on hal- lucination in large language models: Principles, taxonomy, challenges, and open questions.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation A survey on hal- lucination in large language models: Principles, taxonomy, challenges, and open questions

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.306261Z

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Observation c7efd8d2-dfab-49ae-9e19-00d6cb15b289 · outbound

This paper cites Faithscore: Evaluating hallucinations in large vision-language models.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Faithscore: Evaluating hallucinations in large vision-language models

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.293406Z

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Observation 8b90432e-0a37-48f1-8513-517675929058 · outbound

This paper cites What uncertainties do we need in bayesian deep learning for computer vision? NeurIPS, 30,.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation What uncertainties do we need in bayesian deep learning for computer vision? NeurIPS, 30,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.276665Z

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Observation 11ef3164-1803-44c4-9cb9-525e15540d4a · outbound

This paper cites Learn- ing loss for test-time augmentation.NeurIPS, 33:4163–4174,.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Learn- ing loss for test-time augmentation.NeurIPS, 33:4163–4174,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.263858Z

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Observation dfaec9cb-c13c-488b-8c3e-2d758052f7d4 · outbound

This paper cites Overconfidence: It depends on how, what, and whom you ask.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Overconfidence: It depends on how, what, and whom you ask

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.249748Z

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Observation 26209124-a8dc-40c6-ace2-69f7bd2f134c · outbound

This paper cites Semantic uncertainty: Linguistic invariances for uncertainty estima- tion in natural language generation.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Semantic uncertainty: Linguistic invariances for uncertainty estima- tion in natural language generation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.236022Z

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Observation dd3620ea-586e-43b5-87ca-78e8ba5f6263 · outbound

This paper cites Simple and scalable predictive uncertainty esti- mation using deep ensembles.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Simple and scalable predictive uncertainty esti- mation using deep ensembles

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.222443Z

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Observation f47f486a-d991-4730-b360-d90c218d105d · outbound

This paper cites Naturalbench: Evalu- ating vision-language models on natural adversarial samples.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Naturalbench: Evalu- ating vision-language models on natural adversarial samples

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.209512Z

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Observation 6a8ee8d6-0b6f-4733-9807-360b39f6531b · outbound

This paper cites Llava-med: Training a large language- and-vision assistant for biomedicine in one day.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Llava-med: Training a large language- and-vision assistant for biomedicine in one day

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.196476Z

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Observation 4f5c4e77-4fac-4d21-a155-5c1e9fe4daf8 · outbound

This paper cites Manipllm: Embodied multimodal large language model for object-centric robotic manipulation.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Manipllm: Embodied multimodal large language model for object-centric robotic manipulation

Reference 27

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Observation 002ac36a-f2f9-43c9-ad2e-fa6eb4f109c7 · outbound

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

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Evaluating object hallucination in large vision-language models

Reference 28

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Observation 73606058-2e80-43a6-a86f-0e7bf71049f9 · outbound

This paper cites Mitigating hallucination in large multi-modal models via robust instruction tuning.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Mitigating hallucination in large multi-modal models via robust instruction tuning

Reference 29

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Observation fbcba3c8-4c83-426c-9124-a975bdb0775d · outbound

This paper cites Improved baselines with visual instruction tuning.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Improved baselines with visual instruction tuning

Reference 30

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VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Visual instruction tuning

Reference 31

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This paper cites A survey on hallucination in large vision-language models.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation A survey on hallucination in large vision-language models

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.122178Z

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Observation 0bd59b93-a902-4ac9-ad31-1a4499394a4e · outbound

This paper cites Learn to explain: Multimodal reasoning via thought chains for science question answering.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Learn to explain: Multimodal reasoning via thought chains for science question answering

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.107551Z

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Observation 8e938291-36d4-49d7-a13b-e3fac7b3770e · outbound

This paper cites Greedy policy search: A simple baseline for learnable test-time augmenta- tion.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Greedy policy search: A simple baseline for learnable test-time augmenta- tion

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.093965Z

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This paper cites Grade expecta- tions: Rationality and overconfidence.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Grade expecta- tions: Rationality and overconfidence

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.081491Z

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Observation 5a7b827a-2011-451f-aaff-613aa69a5650 · outbound

This paper cites Predictive uncertainty es- timation via prior networks.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Predictive uncertainty es- timation via prior networks

Reference 36

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Observation 32f3cc87-f063-4360-b613-4c13bc2f3b3e · outbound

This paper cites En- semble distribution distillation.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation En- semble distribution distillation

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.054370Z

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Observation 1443cdf0-22a7-4d6f-b592-9c7574376009 · outbound

This paper cites Dropout sampling for robust object detection in open-set conditions.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Dropout sampling for robust object detection in open-set conditions

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.038088Z

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Observation c5a43b18-e810-419d-922e-b4f2ae9b221a · outbound

This paper cites Med-flamingo: a multimodal medical few-shot learner.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Med-flamingo: a multimodal medical few-shot learner

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.024493Z

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Observation 77b7d5c6-77b8-45f6-a59d-c41528c841f5 · outbound

This paper cites Kosmos-2: Grounding multimodal large language models to the world.ICLR, 2024.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Kosmos-2: Grounding multimodal large language models to the world.ICLR, 2024

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:43.010469Z

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Observation 09aa6522-3592-4c0f-a32f-2be3c93c8e8b · outbound

This paper cites Object hallucination in image cap- tioning.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Object hallucination in image cap- tioning

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.996583Z

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Observation ec9c7d11-7c82-4706-9ae7-afd0d71ce503 · outbound

This paper cites A comprehensive sur- vey of hallucination in large language, image, video and au- dio foundation models.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation A comprehensive sur- vey of hallucination in large language, image, video and au- dio foundation models

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.983293Z

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Observation 3cf567bf-34f1-4d38-962f-29c6c4060487 · outbound

This paper cites Evi- dential deep learning to quantify classification uncertainty.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Evi- dential deep learning to quantify classification uncertainty

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.969163Z

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Observation c51972de-e2ac-469e-a330-0ca7c1b2b2d9 · outbound

This paper cites Better aggregation in test-time augmentation.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Better aggregation in test-time augmentation

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.953250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4bbcc783-4552-418f-ab7f-456fb3326685 · outbound

This paper cites Aligning large mul- timodal models with factually augmented rlhf.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Aligning large mul- timodal models with factually augmented rlhf

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.938319Z

Source-reported events for the cited work

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Observation 49fbf13f-e1fc-4a08-9ccc-5592596059a3 · outbound

This paper cites Drivevlm: The convergence of autonomous driving and large vision-language models.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Drivevlm: The convergence of autonomous driving and large vision-language models

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.923213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 266048b2-b5a1-4da5-8b02-7cd9e99a4bfd · outbound

This paper cites Aleatoric un- certainty estimation with test-time augmentation for medi- cal image segmentation with convolutional neural networks.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Aleatoric un- certainty estimation with test-time augmentation for medi- cal image segmentation with convolutional neural networks

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-12T18:47:42.451377Z

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Observation 09fec39a-5d86-40ad-b636-46cea9157ed6 · outbound

This paper cites Evaluation and analysis of hallu- cination in large vision-language models.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Evaluation and analysis of hallu- cination in large vision-language models

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.901361Z

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5e26e3dc-e59b-49f8-b14f-73d96bf0a259 · outbound

This paper cites Qwen2-vl: Enhancing vision-language model’s perception of the world at any resolution.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Qwen2-vl: Enhancing vision-language model’s perception of the world at any resolution

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.888248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1e219afc-a461-48d0-bcc7-bf98894c3fa4 · outbound

This paper cites Mfc-bench: Benchmarking mul- timodal fact-checking with large vision-language models.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Mfc-bench: Benchmarking mul- timodal fact-checking with large vision-language models

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.875285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 84d1d2bd-cc12-4ca8-aca2-c14e16e14d2f · outbound

This paper cites Drivemlm: Aligning multi-modal large language models with behavioral planning states for autonomous driving.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Drivemlm: Aligning multi-modal large language models with behavioral planning states for autonomous driving

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.861687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 34c08fe3-ae5e-44a6-a830-aedea4bf54fa · outbound

This paper cites Bayesian learning via stochas- tic gradient langevin dynamics.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Bayesian learning via stochas- tic gradient langevin dynamics

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.849095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 13b67c2f-cc23-48c4-9e30-8513a93da4e4 · outbound

This paper cites Batchensemble: an alternative approach to efficient ensemble and lifelong learning.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Batchensemble: an alternative approach to efficient ensemble and lifelong learning

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.836335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 62d04520-9bd9-4e11-863f-c954a11c3ca3 · outbound

This paper cites Next-gpt: Any-to-any multimodal llm.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Next-gpt: Any-to-any multimodal llm

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.823788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 413a5b39-23dd-4e1a-adcf-1e43dcec876e · outbound

This paper cites Detecting and mitigating hallucination in large vision language models via fine-grained ai feedback.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Detecting and mitigating hallucination in large vision language models via fine-grained ai feedback

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.811358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 02d2abe3-beaa-4319-86b6-f5c09432f436 · outbound

This paper cites Can llms express their un- certainty? an empirical evaluation of confidence elicitation in llms.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Can llms express their un- certainty? an empirical evaluation of confidence elicitation in llms

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.799134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3385f37d-4b2e-46b4-bf22-65a63acd4c35 · outbound

This paper cites Robust person re-identification by modelling feature uncertainty.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Robust person re-identification by modelling feature uncertainty

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.786965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 652fb41b-4871-494e-9c31-0cfd5cb9a1e6 · outbound

This paper cites Mm-vet: Evaluating large multimodal models for integrated capabilities.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Mm-vet: Evaluating large multimodal models for integrated capabilities

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.775111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 18ae435c-0b8b-4b6c-8810-a9a676f8bc36 · outbound

This paper cites Osprey: Pixel un- derstanding with visual instruction tuning.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Osprey: Pixel un- derstanding with visual instruction tuning

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.762162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 64c7c825-8feb-436f-b8d3-444088dc180a · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for ex- pert agi.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for ex- pert agi

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.749443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 85304409-c9be-423f-ae8e-a7894b4443fe · outbound

This paper cites Halle-switch: Controlling object hallucination in large vision language models.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Halle-switch: Controlling object hallucination in large vision language models

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.736817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7cda0db8-4569-4c8c-aafd-1a25c658f588 · outbound

This paper cites Ctrl-u: Robust conditional image gener- ation via uncertainty-aware reward modeling.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Ctrl-u: Robust conditional image gener- ation via uncertainty-aware reward modeling

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.724057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 40ba34b6-dc99-4ac6-9e9d-ad8131bf8c41 · outbound

This paper cites Harnessing uncertainty-aware bounding boxes for unsuper- vised 3d object detection.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Harnessing uncertainty-aware bounding boxes for unsuper- vised 3d object detection

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.711415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c2fd528b-b001-4885-9ab9-5f345171c571 · outbound

This paper cites Rectifying pseudo label learn- ing via uncertainty estimation for domain adaptive seman- tic segmentation.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Rectifying pseudo label learn- ing via uncertainty estimation for domain adaptive seman- tic segmentation

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.698705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a5dc52ae-77bd-4f0b-b2ae-bf1173b36c9d · outbound

This paper cites Minigpt-4: Enhancing vision-language understanding with advanced large language models.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Minigpt-4: Enhancing vision-language understanding with advanced large language models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-12T18:47:42.534487Z

Source-reported events for the cited work

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Observation 9dee7d23-5ec7-4a6c-83a9-ee483b4eb147 · outbound

This paper cites However, we believe the uncertainty es- timated by VL-Uncertainty can benefit the fine-tuning pro- cess.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation However, we believe the uncertainty es- timated by VL-Uncertainty can benefit the fine-tuning pro- cess

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.662802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4e18e32a-886f-43b5-85ce-beddd98499c3 · outbound

This paper cites We present the ablation study of the combination order for vision-language prompts in Table 3.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation We present the ablation study of the combination order for vision-language prompts in Table 3

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.649751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a83bb4f0-00bb-46c6-91ac-6533477ddda2 · outbound

This paper cites We present case studies of accurate VL- Uncertainty hallucination detection on MMVet (free-form benchmark) in Fig.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation We present case studies of accurate VL- Uncertainty hallucination detection on MMVet (free-form benchmark) in Fig

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.635593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f8472c60-55bf-4043-80df-e4d765affdee · outbound

This paper cites We present a detailed introduction to the 10 LVLMs adopted in our experiments in Table 7.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation We present a detailed introduction to the 10 LVLMs adopted in our experiments in Table 7

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.620143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2a5917c5-691f-4a66-b559-5e0e83fc01ae · outbound

This paper cites stack more layers.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation stack more layers

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:47:42.603173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 342599b6-e749-4c05-8ccd-af91b98cb7e6 · outbound

This paper cites an unresolved cited work.

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-12T18:47:42.675875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation c4713591-a4ae-4560-b8de-25956d29ae11 · inbound

Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction cites this paper.

Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T10:39:35.800409Z

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Unavailable: canonical work link unavailable.

Observation e93b0ff0-392b-4232-a1bb-64d78e2c2c84 · inbound

Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding cites this paper.

Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-16T04:54:19.605281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c37699cb-f054-4069-b4f9-0acb61fa0027 · inbound

Are vision language models robust to uncertain inputs? cites this paper.

Are vision language models robust to uncertain inputs? VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T20:52:56.479782Z

Source-reported events for the cited work

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Observation 140db751-7cb8-4809-9e30-2e832334feb1 · inbound

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM cites this paper.

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T12:33:13.190579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 779e9274-3a55-4091-82cb-427bc5ba9813 · inbound

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images cites this paper.

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T05:43:36.890342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5cf42fd-d216-42ae-a7d1-3d8de849d069 · inbound

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models cites this paper.

Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T05:36:15.783537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c93109c-6d22-46cc-a305-37f27478a0ce · inbound

COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees cites this paper.

COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T18:27:28.001653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19fc7aae-7965-4764-9987-67ef2f304ae5 · inbound

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications cites this paper.

Analysis of Image-and-Text Uncertainty Propagation in Multimodal Large Language Models with Cardiac MR-Based Applications VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T16:39:50.872235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f92b973e-abde-4fb5-b0bb-07b331e1f4bf · inbound

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey cites this paper.

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 185

Resolution: unresolved; no resolver link, observed 2026-08-05T20:29:01.576489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee3320e2-862a-4e42-8017-d6c407c2e0da · inbound

When to Trust the Answer: Question-Aligned Semantic Nearest Neighbor Entropy for Safer Surgical VQA cites this paper.

When to Trust the Answer: Question-Aligned Semantic Nearest Neighbor Entropy for Safer Surgical VQA VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-18T01:22:15.694313Z

Source-reported events for the cited work

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Observation b866bcbb-00d0-46e3-a260-29542582de89 · inbound

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems cites this paper.

LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T19:18:19.282444Z

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Unavailable: canonical work link unavailable.

Observation 7050f6f6-5334-4817-a7fb-de173a37908b · inbound

Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain cites this paper.

Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T17:47:52.183151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49c7c359-bc23-4d5f-b87d-3b061d42ed9a · inbound

When Does Visual Token Pruning Improve Calibration? The Role of Evidence Coverage in MLLMs cites this paper.

When Does Visual Token Pruning Improve Calibration? The Role of Evidence Coverage in MLLMs VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:46:01.077814Z

Source-reported events for the cited work

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Observation 588a51cc-e4fa-410c-acba-e64b11545a94 · inbound

When Does Visual Token Pruning Improve Calibration? The Role of Evidence Coverage in MLLMs cites this paper.

When Does Visual Token Pruning Improve Calibration? The Role of Evidence Coverage in MLLMs VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T16:23:54.473437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b1566f5-6a80-47af-9557-9234ab1f2b29 · inbound

Prompt-Induced Score Variance in Zero-Shot Binary Vision-Language Safety Classification cites this paper.

Prompt-Induced Score Variance in Zero-Shot Binary Vision-Language Safety Classification VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T15:26:08.240408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cf6fe630-f016-4da5-a219-29537818de64 · inbound

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking cites this paper.

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:46:46.360359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d9a638db-8fa0-43ea-9252-5e98f3dfd541 · inbound

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking cites this paper.

Grounded or Guessing? LVLM Confidence Estimation via Blind-Image Contrastive Ranking VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T17:12:41.171096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 359d7ac0-0d1f-468d-8dd4-d3d21bf31a75 · inbound

BalanceRAG: Joint Risk Calibration for Cascaded Retrieval-Augmented Generation cites this paper.

BalanceRAG: Joint Risk Calibration for Cascaded Retrieval-Augmented Generation VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:23:03.752601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b8c6c348-fc76-4e34-a47d-dcaa1a797e3f · inbound

VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering cites this paper.

VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:53:59.121213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d0273ba3-8999-4034-a171-df759b7df4b3 · inbound

VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering cites this paper.

VIHD: Visual Intervention-based Hallucination Detection for Medical Visual Question Answering VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:34:57.414277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f0940e14-023b-437d-a61a-814b63b124f2 · inbound

Hide-and-Seek in Trajectories: Discovering Failure Signals for VLA Runtime Monitoring cites this paper.

Hide-and-Seek in Trajectories: Discovering Failure Signals for VLA Runtime Monitoring VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 82

Resolution: verified exact; arxiv_id, observed 2026-06-28T22:42:46.594261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fd904846-ad39-4919-9f11-ae0b5dcd110d · inbound

Perturbation-Based Uncertainty for Failure Detection in Vision-Language-Action Models cites this paper.

Perturbation-Based Uncertainty for Failure Detection in Vision-Language-Action Models VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:59:33.367518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c425e2a0-74ec-49ba-a691-4bb39cf01a83 · inbound

Uncertainty Quantification for Computer-Use Agents: A Benchmark across Vision-Language Models and GUI Grounding Datasets cites this paper.

Uncertainty Quantification for Computer-Use Agents: A Benchmark across Vision-Language Models and GUI Grounding Datasets VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:50:10.538931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6fd5e3e9-e5ba-43e8-a4d8-e4d75d08551c · inbound

GAVEL: Grounded Caption Error Verification and Localization cites this paper.

GAVEL: Grounded Caption Error Verification and Localization VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 100

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:59:52.223119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ada1a263-7987-4df7-bba5-447a75c81317 · inbound

Visual Semantic Entropy: Do Vision Language Models Recognize Visual Ambiguity? cites this paper.

Visual Semantic Entropy: Do Vision Language Models Recognize Visual Ambiguity? VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:25:41.433763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 42a03123-27c2-49a4-aec7-0ab9aa014145 · inbound

CoMet: Context and Multiplicity Decomposition for Multimodal Uncertainty Estimation cites this paper.

CoMet: Context and Multiplicity Decomposition for Multimodal Uncertainty Estimation VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:45:40.393619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 39b721c5-0776-4b7d-94c1-9f1a53aa68d6 · inbound

HalluScope: Fine-grained Hallucination Diagnosis for Multimodal Large Language Models cites this paper.

HalluScope: Fine-grained Hallucination Diagnosis for Multimodal Large Language Models VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-01T08:33:11.652157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aac53ca-1d9b-46f5-a3b3-8b02ce4ddb1e · inbound

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling cites this paper.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T00:31:38.838232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 174db91d-e3ba-4323-b5a0-3b460cbac60a · inbound

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling cites this paper.

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T04:18:04.246376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8450b18-d026-4d72-800f-7b14558c59b5 · inbound

When Does Consensus Mean Correctness? Measuring the Agreement-Accuracy Coupling with Semantics-Preserving Re-Rendering cites this paper.

When Does Consensus Mean Correctness? Measuring the Agreement-Accuracy Coupling with Semantics-Preserving Re-Rendering VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T04:34:22.718875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c015198a-6c34-4120-8719-3315e8f7b1d2 · inbound

Consistency Has a Computable Blind Spot: A Commutation Theory of Label-Free Reliability for Vision-Language Figure Reading cites this paper.

Consistency Has a Computable Blind Spot: A Commutation Theory of Label-Free Reliability for Vision-Language Figure Reading VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T04:25:12.547977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77bcbe55-f20b-437b-b5d9-0d51fb47b9bf · inbound

Consistency Has a Computable Blind Spot: A Commutation Theory of Label-Free Reliability for Vision-Language Figure Reading cites this paper.

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T04:34:36.463033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 988f5078-fc36-4e62-bf4f-39916e22b357 · inbound

Confidence Estimation for Financial Vision-Language Models in Chart and Document Understanding cites this paper.

Confidence Estimation for Financial Vision-Language Models in Chart and Document Understanding VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T04:22:10.258973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.