Paper Citation Record · LEDGER

Vision language models are blind: Failing to translate detailed visual features into words

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2407.06581.

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

pith.paper-citation-record.v1
2407.06581 v6

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 31 of 31 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 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T04:09:13.161806Z

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
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External citation measurements

0
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 85364f4f-4887-461d-a6f9-59f4f65d3781 · inbound

Overcoming Vision Language Model Challenges in Diagram Understanding: A Proof-of-Concept with XML-Driven Large Language Models Solutions cites this paper.

Overcoming Vision Language Model Challenges in Diagram Understanding: A Proof-of-Concept with XML-Driven Large Language Models Solutions Vision language models are blind: Failing to translate detailed visual features into words

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T04:09:13.161806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d172e97-d16d-4b23-96e8-07f47b5f7817 · inbound

MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems cites this paper.

MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems Vision language models are blind: Failing to translate detailed visual features into words

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-22T22:57:13.399915Z

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 90ab0e07-92d8-469e-a697-85fb8720ac3f · inbound

Seed1.5-VL Technical Report cites this paper.

Seed1.5-VL Technical Report Vision language models are blind: Failing to translate detailed visual features into words

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:26:06.234599Z

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 fea50c66-695f-4e0d-8199-6795462b794a · inbound

Visual Large Language Models Exhibit Human-Level Cognitive Flexibility in the Wisconsin Card Sorting Test cites this paper.

Visual Large Language Models Exhibit Human-Level Cognitive Flexibility in the Wisconsin Card Sorting Test Vision language models are blind: Failing to translate detailed visual features into words

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:31.991717Z

Source-reported events for the cited work

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Observation 25b7d359-8125-4274-9e8c-390a39552d4b · inbound

Grounded Reinforcement Learning for Visual Reasoning cites this paper.

Grounded Reinforcement Learning for Visual Reasoning Vision language models are blind: Failing to translate detailed visual features into words

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-22T01:05:52.218019Z

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 4a7c6114-3b17-4b08-a388-ef2a0bdc0a10 · inbound

MiMo-VL Technical Report cites this paper.

MiMo-VL Technical Report Vision language models are blind: Failing to translate detailed visual features into words

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:14.204341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e34fa55c-165e-4d18-b51e-fd7d9700d18d · inbound

Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation cites this paper.

Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation Vision language models are blind: Failing to translate detailed visual features into words

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:22:37.423858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bd60bd1-6dd6-41cf-8065-10bf0bc2c12c · 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 Vision language models are blind: Failing to translate detailed visual features into words

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:57:07.991005Z

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 54beb4b6-eab4-4c6a-a62f-4932d1ec6ffa · inbound

Teach Me Sign: Stepwise Prompting LLM for Sign Language Production cites this paper.

Teach Me Sign: Stepwise Prompting LLM for Sign Language Production Vision language models are blind: Failing to translate detailed visual features into words

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T17:25:34.429111Z

Source-reported events for the cited work

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Observation f940b53a-8cb9-47ba-ba9b-7bc8d974cbef · 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 Vision language models are blind: Failing to translate detailed visual features into words

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-05T11:56:10.881826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50c24374-7d38-43d7-8e26-b3ad50485149 · inbound

MiMo-Embodied: X-Embodied Foundation Model Technical Report cites this paper.

MiMo-Embodied: X-Embodied Foundation Model Technical Report Vision language models are blind: Failing to translate detailed visual features into words

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:42:05.704948Z

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 fb0aee7d-01c0-4023-a49a-babad6dda0c5 · inbound

Vision Language Models Cannot Reason About Physical Transformation cites this paper.

Vision Language Models Cannot Reason About Physical Transformation Vision language models are blind: Failing to translate detailed visual features into words

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-15T13:27:51.848177Z

Source-reported events for the cited work

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Observation 5f717ea5-af40-4dee-a8c1-6ba866d69223 · inbound

ReflectCAP: Detailed Image Captioning with Reflective Memory cites this paper.

ReflectCAP: Detailed Image Captioning with Reflective Memory Vision language models are blind: Failing to translate detailed visual features into words

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:11:02.305599Z

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 507e832f-3a9e-4d07-b76f-eac62eab3c70 · inbound

S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models cites this paper.

S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models Vision language models are blind: Failing to translate detailed visual features into words

Reference 118

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:41:02.274527Z

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 53b4db02-75ec-40cf-9ebc-67c356f64060 · inbound

Context Unrolling in Omni Models cites this paper.

Context Unrolling in Omni Models Vision language models are blind: Failing to translate detailed visual features into words

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:21:04.871090Z

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 74437cb0-9d1c-4e63-bed6-ff4a7af29f26 · inbound

Mirror, Mirror on the Wall: Can VLM Agents Tell Who They Are at All? cites this paper.

Mirror, Mirror on the Wall: Can VLM Agents Tell Who They Are at All? Vision language models are blind: Failing to translate detailed visual features into words

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:36:18.598684Z

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 fdb723b4-7ba4-4341-8e5a-1cc979e0f73d · inbound

Do Vision-Language Models Understand 3D Scenes or Just Catalogue Objects? cites this paper.

Do Vision-Language Models Understand 3D Scenes or Just Catalogue Objects? Vision language models are blind: Failing to translate detailed visual features into words

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T06:59:45.707454Z

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 a0e4a19a-dfff-4ede-84aa-bc715d538aab · inbound

Do Vision-Language Models Understand 3D Scenes or Just Catalogue Objects? cites this paper.

Do Vision-Language Models Understand 3D Scenes or Just Catalogue Objects? Vision language models are blind: Failing to translate detailed visual features into words

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T17:54:57.786081Z

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 e5f8806d-6710-47e2-a050-161487d2d9e5 · inbound

Binding Visual Features Point by Point cites this paper.

Binding Visual Features Point by Point Vision language models are blind: Failing to translate detailed visual features into words

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T23:44:03.285291Z

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 d137ed69-6c52-4aad-b193-8cee47b04f23 · inbound

SpatialAct: Probing Spatial Reasoning-to-Action Capabilities of VLM Agents in 3D Scenes cites this paper.

SpatialAct: Probing Spatial Reasoning-to-Action Capabilities of VLM Agents in 3D Scenes Vision language models are blind: Failing to translate detailed visual features into words

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-28T22:52:45.666857Z

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 e26043c4-e69a-4fba-bf18-736ff1b56518 · inbound

Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding cites this paper.

Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding Vision language models are blind: Failing to translate detailed visual features into words

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T19:32:35.051325Z

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 8068ad65-ea6a-480c-9149-ba38d04dddc3 · inbound

MOSS-Video-Preview: Toward Real-Time Video Understanding via Cross-Attention cites this paper.

MOSS-Video-Preview: Toward Real-Time Video Understanding via Cross-Attention Vision language models are blind: Failing to translate detailed visual features into words

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:26:17.978721Z

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 a38d71dd-185c-4860-8360-5c4924cca342 · inbound

The Last Visible Pixel: Probing Fine-Scale Perception in Vision-Language Models cites this paper.

The Last Visible Pixel: Probing Fine-Scale Perception in Vision-Language Models Vision language models are blind: Failing to translate detailed visual features into words

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:37:14.439678Z

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 58793a2d-0661-4d17-a12c-6c5c5216f1e3 · inbound

Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients cites this paper.

Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients Vision language models are blind: Failing to translate detailed visual features into words

Reference 142

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:48:56.076380Z

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 287748e6-e590-4333-866d-e815b816a8c8 · inbound

Beyond 'One Language, One Script': Quantifying Orthographic Bias in Multilingual VLMs with PuMVR cites this paper.

Beyond 'One Language, One Script': Quantifying Orthographic Bias in Multilingual VLMs with PuMVR Vision language models are blind: Failing to translate detailed visual features into words

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:49:31.073799Z

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 1626bef0-46b0-43d5-9dcb-86301cac682a · inbound

Do vision-language models search like humans? Reasoning tokens as a reaction-time analog in classic visual-search paradigms cites this paper.

Do vision-language models search like humans? Reasoning tokens as a reaction-time analog in classic visual-search paradigms Vision language models are blind: Failing to translate detailed visual features into words

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-04T18:10:02.337868Z

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 fe5085fe-7473-43f1-869e-7b787f611cb6 · inbound

The inattentional gap in task conditioned AI models that omit otherwise reportable safety critical signals cites this paper.

The inattentional gap in task conditioned AI models that omit otherwise reportable safety critical signals Vision language models are blind: Failing to translate detailed visual features into words

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:19:50.238996Z

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 6dd3fd32-7674-4264-9f5e-f80b07eefd3f · inbound

The inattentional gap in task conditioned AI models that omit otherwise reportable safety critical signals cites this paper.

The inattentional gap in task conditioned AI models that omit otherwise reportable safety critical signals Vision language models are blind: Failing to translate detailed visual features into words

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T11:58:52.700648Z

Source-reported events for the cited work

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Observation 90a92488-f13b-4b92-a37b-504dac08ccda · inbound

The inattentional gap in task conditioned AI models that omit otherwise reportable safety critical signals cites this paper.

The inattentional gap in task conditioned AI models that omit otherwise reportable safety critical signals Vision language models are blind: Failing to translate detailed visual features into words

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T04:42:46.146973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9c3781e-bf2f-49f8-8d26-6fbf92dacf31 · inbound

Information-Regularized Attention for Visual-Centric Reasoning cites this paper.

Information-Regularized Attention for Visual-Centric Reasoning Vision language models are blind: Failing to translate detailed visual features into words

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-02T15:17:07.256397Z

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 64fac733-b34b-4efc-8a60-fa541118694f · inbound

An Exam for Active Observers cites this paper.

An Exam for Active Observers Vision language models are blind: Failing to translate detailed visual features into words

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T21:12:06.631736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.