Paper Citation Record · LEDGER

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2608.03817.

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

pith.paper-citation-record.v1
2608.03817 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:53:26.960425Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy3
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9cb6161f-910d-408f-8ea6-99ec4fc9291b · outbound

This paper cites Qwen2.5-VL Technical Report.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Qwen2.5-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:24.276156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fb6c34c-5c0b-4f17-b0a7-3fed5a8c753f · outbound

This paper cites LM-Polygraph: Uncertainty Estimation for Language Models.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space LM-Polygraph: Uncertainty Estimation for Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:24.733686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6be4558-ba0a-4602-8831-5aacbed22a5a · outbound

This paper cites LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:24.850095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8c19a83-14ce-4186-8035-1ff129a8f8bf · outbound

This paper cites Hedge: Hallucinationestimationviadensegeometric entropy for vqa with vision-language models.arXiv preprint arXiv:2511.12693,.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Hedge: Hallucinationestimationviadensegeometric entropy for vqa with vision-language models.arXiv preprint arXiv:2511.12693,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:24.999405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62fc5bc5-3279-445b-8096-81fe5e6d4e70 · outbound

This paper cites Textbooks Are All You Need.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Textbooks Are All You Need

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:25.135313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eb9b44e-3e42-4662-9f36-772137ca2675 · outbound

This paper cites An Embodied Generalist Agent in 3D World.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space An Embodied Generalist Agent in 3D World

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:25.280220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4d18bc8-cfe3-48d8-870a-92f66b10d53f · outbound

This paper cites Language Models (Mostly) Know What They Know.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Language Models (Mostly) Know What They Know

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:25.370414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17902643-2df5-4591-b573-22e0b636cd5e · outbound

This paper cites Reference-free Hallucination Detection for Large Vision-Language Models.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Reference-free Hallucination Detection for Large Vision-Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:25.694264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 154f6c68-bb86-4fa3-939a-9f5d500ebccd · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Evaluating Object Hallucination in Large Vision-Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:25.856905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 645ca6b0-6cfc-4a78-9ca0-63f03aec7b3c · outbound

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

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Selfcheckgpt: Zero-resource black-box hallucination detection for generative large language models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:25.997039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0762c476-a818-47d5-82bc-ba2d6b3e3290 · outbound

This paper cites Kosmos-2: Grounding Multimodal Large Language Models to the World.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Kosmos-2: Grounding Multimodal Large Language Models to the World

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:26.112794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d74a6e66-c166-4402-a760-abe1c96f6524 · outbound

This paper cites Defining and quantifying visual hallucinations in vision-language models.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Defining and quantifying visual hallucinations in vision-language models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:53:28.583481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7affdb84-103f-4e58-8b98-f728360a5ae6 · outbound

This paper cites Understanding visual detail hallucinations of large vision-language models.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Understanding visual detail hallucinations of large vision-language models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:53:28.278837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d21a871f-ac7b-4347-b3de-c6ee491ab3cc · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:26.502751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a30d32d5-2efc-4a72-b0cc-239e8a86a31a · outbound

This paper cites AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:26.590262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0196aee6-70af-489c-9c15-33efca037ae0 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:26.696434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ec68a93-8717-4cf2-9f86-98720af19ac2 · outbound

This paper cites Diverging towards hallucination: Detection of failures in vision-language models via multi-token aggregation.arXiv preprint arXiv:2505.11741,.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Diverging towards hallucination: Detection of failures in vision-language models via multi-token aggregation.arXiv preprint arXiv:2505.11741,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:26.837318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5284fdd4-2817-447f-8661-882c67418a54 · outbound

This paper cites B.Image Transformations Visual examples of semantic-equivalent transformations.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space B.Image Transformations Visual examples of semantic-equivalent transformations

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:53:27.943990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8c46b583-2925-4573-801c-4f18ef704a1d · outbound

This paper cites Medical hallucinations in foundation models and their impact on healthcare.arXiv preprint arXiv:2503.05777,.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Medical hallucinations in foundation models and their impact on healthcare.arXiv preprint arXiv:2503.05777,

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:25.538040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd1c0052-883c-4ef1-a6e5-65de25a2c049 · outbound

This paper cites Unified Hallucination Detection for Multimodal Large Language Models.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Unified Hallucination Detection for Multimodal Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:24.614015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ec3e2fc-d3a1-4048-9601-54ba5b0923da · outbound

This paper cites MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:24.485501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ab77638-7e74-4e99-9a29-8fe50d8b129e · outbound

This paper cites Hallucination of Multimodal Large Language Models: A Survey.

UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space Hallucination of Multimodal Large Language Models: A Survey

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T11:53:24.395663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.