Paper Citation Record · LEDGER

Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 33 inbound Pith citation observations for arXiv:2401.06209.

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

pith.paper-citation-record.v1
2401.06209 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 33 of 33 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 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:45:32.061891Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

7
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation acac3d1d-5e78-403e-9081-b9765ca49f05 · inbound

DeepSeek-VL: Towards Real-World Vision-Language Understanding cites this paper.

DeepSeek-VL: Towards Real-World Vision-Language Understanding Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:58:54.709008Z

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 939e1045-4e5a-4cc2-8d49-572279dcc5e2 · inbound

MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training cites this paper.

MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 108

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T04:09:36.274795Z

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 62c29b44-7eb0-47e4-91b2-6be587e15c2a · inbound

How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites cites this paper.

How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 111

Resolution: verified exact; arxiv_id, observed 2026-05-12T20:58:59.207454Z

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 6c02f745-d645-4819-9829-623ccc82d368 · inbound

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

Hallucination of Multimodal Large Language Models: A Survey Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 156

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:33:33.027756Z

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 e4e60157-5b8f-4138-bf26-7e5b1f2d07bd · inbound

Seeing It or Not? Interpretable Vision-aware Latent Steering to Mitigate Object Hallucinations cites this paper.

Seeing It or Not? Interpretable Vision-aware Latent Steering to Mitigate Object Hallucinations Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 65

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:45:32.061891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91e87091-4d6a-46ae-b4f2-9f348ae857a9 · inbound

AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders cites this paper.

AMIA: Automatic Masking and Joint Intention Analysis Makes LVLMs Robust Jailbreak Defenders Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:28.325476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 514944c9-b9b9-427f-99fb-7d2e0502644a · inbound

Humanoid World Models: Open World Foundation Models for Humanoid Robotics cites this paper.

Humanoid World Models: Open World Foundation Models for Humanoid Robotics Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:54:57.006847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bafe4089-8d7e-40e5-aae8-f71239d64ec9 · inbound

MoDA: Modulation Adapter for Fine-Grained Visual Grounding in Instructional MLLMs cites this paper.

MoDA: Modulation Adapter for Fine-Grained Visual Grounding in Instructional MLLMs Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:39:46.653047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4d2c4f5-7971-4722-9fd1-74b1712a1143 · inbound

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations cites this paper.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T10:41:23.165468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03aea609-f8a5-465a-bd29-24afa8a79559 · inbound

Backdoor Attack on Vision Language Models with Stealthy Semantic Manipulation cites this paper.

Backdoor Attack on Vision Language Models with Stealthy Semantic Manipulation Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T05:45:56.153036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3698515-14c1-45aa-a30f-59ac2fb2f97a · inbound

A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarks cites this paper.

A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarks Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:21:35.113327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffedd751-f1f1-40a0-92bd-419d0354ae2e · inbound

How Well Does GPT-4o Understand Vision? Evaluating Multimodal Foundation Models on Standard Computer Vision Tasks cites this paper.

How Well Does GPT-4o Understand Vision? Evaluating Multimodal Foundation Models on Standard Computer Vision Tasks Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:57:08.023724Z

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 fa75da25-bfe4-4e13-822e-b46c35599431 · inbound

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model cites this paper.

LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T13:24:39.817974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1480ea88-014d-41e3-91a9-1e552c22266b · inbound

Understanding Space Is Rocket Science -- Only Top Reasoning Models Can Solve Spatial Understanding Tasks cites this paper.

Understanding Space Is Rocket Science -- Only Top Reasoning Models Can Solve Spatial Understanding Tasks Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-05T11:56:10.921205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd397fc2-4ae1-42b8-ba90-65c061c5ff18 · inbound

Agentic Learner with Grow-and-Refine Multimodal Semantic Memory cites this paper.

Agentic Learner with Grow-and-Refine Multimodal Semantic Memory Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-17T04:29:01.594708Z

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 61285ced-81ef-45f4-aa01-93533de21893 · inbound

Kimi K2.5: Visual Agentic Intelligence cites this paper.

Kimi K2.5: Visual Agentic Intelligence Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-10T16:09:05.382165Z

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 d7fc9b8a-1cc8-4058-8cb7-618ac66d9d06 · inbound

Visual Para-Thinker: Divide-and-Conquer Reasoning for Visual Comprehension cites this paper.

Visual Para-Thinker: Divide-and-Conquer Reasoning for Visual Comprehension Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T03:30:33.014248Z

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 8d35bc86-3a3c-4cfc-be9f-1b1a390b3d28 · inbound

Revisiting Model Stitching In the Foundation Model Era cites this paper.

Revisiting Model Stitching In the Foundation Model Era Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-14T22:19:38.973091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0d5d9e9-0238-4fb9-bc1b-1f2f903be8a2 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 83

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:25:59.280081Z

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 88b072a1-0dd7-4ab6-9610-fcb7454daba0 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 95

Resolution: unresolved; no resolver link, observed 2026-07-12T22:48:45.647588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52b91b38-6d68-4b2f-a4a7-ca77ac00eb1f · inbound

Gaslight, Gatekeep, V1-V3: Early Visual Cortex Alignment Shields Vision-Language Models from Sycophantic Manipulation cites this paper.

Gaslight, Gatekeep, V1-V3: Early Visual Cortex Alignment Shields Vision-Language Models from Sycophantic Manipulation Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:10:26.177537Z

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 1cea5ba8-9582-406c-91f6-83972d727325 · inbound

SinkRouter: Sink-Aware Routing for Efficient Long-Context Decoding in Large Language and Multimodal Models cites this paper.

SinkRouter: Sink-Aware Routing for Efficient Long-Context Decoding in Large Language and Multimodal Models Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:57:15.441339Z

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 b574e902-cc1f-4634-8f37-eccd69075fc3 · inbound

The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm cites this paper.

The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:51:05.103821Z

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 5bf38efe-c0b3-4175-ae13-d0f1cb80751c · inbound

The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm cites this paper.

The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-22T10:36:24.988618Z

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 4ad5867c-504a-44f8-be22-bb2dda432282 · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 251

Resolution: verified exact; arxiv_id, observed 2026-05-09T23:54:45.492581Z

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 e12fcc5e-a825-45fb-be72-40741c6758aa · inbound

VisualNeedle: Benchmarking Active Visual Search in Information-Dense Scenes cites this paper.

VisualNeedle: Benchmarking Active Visual Search in Information-Dense Scenes Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T22:23:59.757075Z

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 589070f9-af55-4bd1-94c9-a01ecd1e9b50 · inbound

VESTA: Visual Exploration with Statistical Tool Agents cites this paper.

VESTA: Visual Exploration with Statistical Tool Agents Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:56:10.468376Z

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 0d379c7f-0032-4471-934d-5751010ed5f5 · inbound

Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training cites this paper.

Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-03T09:07:48.143928Z

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 72f3f772-e9ff-400a-af7d-525651eb08f5 · inbound

Bridging the Usability Gap: Lessons from Interpreting Studies for Machine Interpreting Design cites this paper.

Bridging the Usability Gap: Lessons from Interpreting Studies for Machine Interpreting Design Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 87

Resolution: verified exact; arxiv_id, observed 2026-06-27T03:40:27.972918Z

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 79206ccc-5d08-40bb-bc08-6dacc2b386d8 · inbound

Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning cites this paper.

Visual-OPSD: Cross-Modal On-Policy Self-Distillation for Efficient Unified Multimodal Reasoning Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T23:49:02.268563Z

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 1c4639ee-9939-43cf-8533-2a3508e43a68 · inbound

DELTAVID: Enhancing Fine-Grained Spatiotemporal Perception with Cross-Video Differences cites this paper.

DELTAVID: Enhancing Fine-Grained Spatiotemporal Perception with Cross-Video Differences Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-12T11:31:14.532101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c1a1b0b-26a0-4323-8fdc-0a01a5581cfa · inbound

VAD: Attributing Visual Evidence for Target Reconstruction in Multimodal On-Policy Distillation cites this paper.

VAD: Attributing Visual Evidence for Target Reconstruction in Multimodal On-Policy Distillation Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 88

Resolution: unresolved; no resolver link, observed 2026-07-31T02:56:58.277821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e51ee67-2932-4e6c-a1ff-4b3e0843eb3e · inbound

The Low Frequency Trap: Video Language Models Fail at Simple Event Bookkeeping cites this paper.

The Low Frequency Trap: Video Language Models Fail at Simple Event Bookkeeping Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T04:24:54.770078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.