Paper Citation Record · LEDGER

What's "up" with vision-language models? Investigating their struggle with spatial reasoning

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 25 inbound Pith citation observations for arXiv:2310.19785.

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

pith.paper-citation-record.v1
2310.19785 v1

Coverage vector

measured 0 of 0 reference resolution

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Source: paper_references, paper_reference_links

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 25 of 25 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:29:05.587498Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T14:28:31.500278Z

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External citation measurements

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Outbound references

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Pith citing papers

Observation 557c7b6f-1b2d-44cc-86b2-e53dbf62dc5f · inbound

Do Multimodal Language Models Really Understand Direction? A Benchmark for Compass Direction Reasoning cites this paper.

Do Multimodal Language Models Really Understand Direction? A Benchmark for Compass Direction Reasoning What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 22

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Observation 18fd7e79-80ef-4760-a495-0665976837fb · inbound

Visual Agentic AI for Spatial Reasoning with a Dynamic API cites this paper.

Visual Agentic AI for Spatial Reasoning with a Dynamic API What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 19

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Observation cdc2aa98-44b8-4a7a-84fd-17e49a9bb7ad · inbound

AutoSpatial: Visual-Language Reasoning for Social Robot Navigation through Efficient Spatial Reasoning Learning cites this paper.

AutoSpatial: Visual-Language Reasoning for Social Robot Navigation through Efficient Spatial Reasoning Learning What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 32

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Observation e32d6721-ca23-4bb3-b7a1-fb4433f8dd39 · inbound

IKIWISI: An Interactive Visual Pattern Generator for Evaluating the Reliability of Vision-Language Models Without Ground Truth cites this paper.

IKIWISI: An Interactive Visual Pattern Generator for Evaluating the Reliability of Vision-Language Models Without Ground Truth What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 41

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Observation 95fe4f56-daef-4ca4-a7de-5b3962301881 · inbound

Synthetic Visual Genome cites this paper.

Synthetic Visual Genome What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 35

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Observation 14cc2461-dbfe-4320-a637-c8ec647f4f39 · 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 What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 18

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Observation f48f0d58-acf1-479d-8c51-4fe3d9fbbf72 · inbound

Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing cites this paper.

Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 27

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Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes? cites this paper.

Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes? What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 24

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Beyond Accuracy: Metrics that Uncover What Makes a 'Good' Visual Descriptor cites this paper.

Beyond Accuracy: Metrics that Uncover What Makes a 'Good' Visual Descriptor What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 7

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Scene Graph-Guided Proactive Replanning for Failure-Resilient Embodied Agent cites this paper.

Scene Graph-Guided Proactive Replanning for Failure-Resilient Embodied Agent What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 15

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Observation bde968c4-e17f-4545-828d-34d1439b738c · inbound

Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation cites this paper.

Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 16

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Long Story Short: Disentangling Compositionality and Long-Caption Understanding in Contrastive VLMs cites this paper.

Long Story Short: Disentangling Compositionality and Long-Caption Understanding in Contrastive VLMs What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 18

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Test-Time Matching: Unlocking Compositional Reasoning in Multimodal Models cites this paper.

Test-Time Matching: Unlocking Compositional Reasoning in Multimodal Models What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 9

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Observation a74d0c71-6a7e-4dac-b709-2950e1d0698a · inbound

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards cites this paper.

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 19

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Observation f189b524-7a18-4198-b363-cc1395db5a7b · inbound

SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning cites this paper.

SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-14T22:08:04.645102Z

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Observation 97ef63b7-0aa3-4bc8-b432-d0f4a972e6c8 · inbound

GeoWorld-VLM: Geometry from World Models for Vision-Language Models cites this paper.

GeoWorld-VLM: Geometry from World Models for Vision-Language Models What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-20T17:58:49.613832Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1ba9306a-6720-45c0-a11f-1bfb7f5151b3 · inbound

GeoWorld-VLM: Geometry from World Models for Vision-Language Models cites this paper.

GeoWorld-VLM: Geometry from World Models for Vision-Language Models What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-06-30T19:05:00.601449Z

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Observation 43b3f88c-b657-4af1-baa6-fd6a107c9f6f · inbound

CaMo: Camera Motion Grounded Evaluation and Training for Vision-Language Models cites this paper.

CaMo: Camera Motion Grounded Evaluation and Training for Vision-Language Models What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:28:04.389858Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 826c224a-d034-4193-96e7-0ed9924d3630 · inbound

VisAnalog: A Diagnostic Suite for Visual Concept Transfer on Natural Images cites this paper.

VisAnalog: A Diagnostic Suite for Visual Concept Transfer on Natural Images What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 10

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation be9305c5-d739-4711-8cd3-db43cf1edadf · inbound

PhotoFlow: Agentic 3D Virtual Photography Missions cites this paper.

PhotoFlow: Agentic 3D Virtual Photography Missions What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-25T04:35:21.037827Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 746f3939-9725-45d9-9779-085f47d937c9 · inbound

Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning cites this paper.

Reason, Then Re-reason: Cross-view Revisiting Improves Spatial Reasoning What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-03T08:47:48.101396Z

Source-reported events for the cited work

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Observation c77cc03e-5404-452b-bcb8-d46ae99592b1 · inbound

Cross-Modal Masked Compositional Concept Modeling for Enhancing Visio-Linguistic Compositionality cites this paper.

Cross-Modal Masked Compositional Concept Modeling for Enhancing Visio-Linguistic Compositionality What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 37

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Observation c6c3fe19-3c6a-4e47-ac0c-3de9fa4e25c9 · inbound

Decodable Is Not Grounded: A Vision-Ablation Arbiter for VLM Spatial Reasoning cites this paper.

Decodable Is Not Grounded: A Vision-Ablation Arbiter for VLM Spatial Reasoning What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:35:41.057127Z

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Observation 90abfc1b-b3ca-4c13-82c4-3fb339e1d8ea · inbound

JigShape: Evaluating Visual-Geometric Reasoning in VLMs through Jigsaw Puzzles cites this paper.

JigShape: Evaluating Visual-Geometric Reasoning in VLMs through Jigsaw Puzzles What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 11

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JigShape: Evaluating Visual-Geometric Reasoning in VLMs through Jigsaw Puzzles cites this paper.

JigShape: Evaluating Visual-Geometric Reasoning in VLMs through Jigsaw Puzzles What's "up" with vision-language models? Investigating their struggle with spatial reasoning

Reference 11

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