Paper Citation Record · LEDGER

Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

As of 12 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2410.08145.

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

pith.paper-citation-record.v1
2410.08145 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:30:22.201170Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T06:06:08.774416Z

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 d09c89d4-3718-46f9-a9c6-a21ae99ffe63 · inbound

MLLMs are Deeply Affected by Modality Bias cites this paper.

MLLMs are Deeply Affected by Modality Bias Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T14:30:22.201170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4524538-a42c-4eaf-a5f5-b89e1770a19e · inbound

Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models cites this paper.

Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:54.402819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a81bd36-c9fc-4228-8559-153a6cf28398 · inbound

Robust Multimodal Large Language Models Against Modality Conflict cites this paper.

Robust Multimodal Large Language Models Against Modality Conflict Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T19:02:34.987671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90f25310-c368-42dd-a72d-1a192a13ff58 · inbound

When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models cites this paper.

When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-19T03:52:01.507059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 09fbc490-5ea4-498c-8558-bf5dcb49ce6e · inbound

Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability cites this paper.

Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:06:08.777514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 317cc9b4-4a02-4f52-b5ae-57c0d6057c59 · inbound

Prior Bias in Vision Language Models on UML Diagram Interpretation cites this paper.

Prior Bias in Vision Language Models on UML Diagram Interpretation Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-12T06:36:12.761601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59c9b9ad-605e-48b5-aa3a-4455ea3a2414 · inbound

MissingBench-Verified: Probing Vision-Language Models' Inability to Detect Missing Object Parts cites this paper.

MissingBench-Verified: Probing Vision-Language Models' Inability to Detect Missing Object Parts Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T14:44:03.337692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1340c8c7-ecf5-4fd3-9b44-0e9dd81ffc8d · inbound

ENTRAP-VL: A Taxonomic Probe for Dual Contextual Entrainment in Vision-Language Models cites this paper.

ENTRAP-VL: A Taxonomic Probe for Dual Contextual Entrainment in Vision-Language Models Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T10:51:18.795590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.