Paper Citation Record · LEDGER

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

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 27 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 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 27 of 27 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 27 of 27 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:34:22.718875Z

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

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

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 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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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

Source-reported events for the cited work

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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.