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Paper Citation Record · LEDGER

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

As of 9 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 7 inbound Pith citation observations for arXiv:2506.04633.

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

pith.paper-citation-record.v1
2506.04633 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:41:26.959722Z

measured 79 of 79 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:27:53.149718Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:19:57.696188Z

Reference resolution

72 of 72 outbound references displayed

  • verified exact0
  • verified fuzzy45
  • unresolved25
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0912da52-be3f-4697-877a-14fb9aeea46e · outbound

This paper cites Thinking with sketches.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Thinking with sketches

Reference 1

Resolution
verified fuzzy
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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.

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Observation d951961e-f024-4272-8f90-b59d6863fe5d · outbound

This paper cites When it all falls down: The relationship between intuitive physics and spatial cognition.Cognitive research: principles and implications, 5:1–13, 2020.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations When it all falls down: The relationship between intuitive physics and spatial cognition.Cognitive research: principles and implications, 5:1–13, 2020

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:37.223116Z

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.

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Observation 4714438d-1363-4c42-9ee2-11a8272be7b6 · outbound

This paper cites Pip: Physical interaction pre- diction via mental simulation with span selection.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Pip: Physical interaction pre- diction via mental simulation with span selection

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:37.075925Z

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.

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Observation 43ecbf05-c71d-413d-b62d-7ad6b7cc771c · outbound

This paper cites Spatial ability for stem domains: Aligning over 50 years of cumulative psychological knowledge solidifies its importance.Journal of Educational Psy- chology, 101(4):817, 2009.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Spatial ability for stem domains: Aligning over 50 years of cumulative psychological knowledge solidifies its importance.Journal of Educational Psy- chology, 101(4):817, 2009

Reference 4

Resolution
verified fuzzy
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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.

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Observation 196d5666-a9d0-4534-b9a9-66f0d51539cc · outbound

This paper cites Simulation as an engine of physical scene understanding.Proceedings of the National Academy of Sciences, 110(45):18327–18332.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Simulation as an engine of physical scene understanding.Proceedings of the National Academy of Sciences, 110(45):18327–18332

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:36.857840Z

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.

source=pdf_text observed=2026-08-07T10:41:21.259948Z digest=sha256:a33852c5a094bb1a066baa46ed23eab92a2aeb745d54f7ebd8a7539222ac4e98

Observation 6d9429e0-eaa0-4e11-8162-ff16b7d9edca · outbound

This paper cites Mental rotation of three-dimensional objects.Science, 171 (3972):701–703, 1971.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Mental rotation of three-dimensional objects.Science, 171 (3972):701–703, 1971

Reference 6

Resolution
verified fuzzy
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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.

source=pdf_text observed=2026-08-07T10:41:21.400305Z digest=sha256:7fc8a600652635773e45b337246dac0d061d1db737d14a9317f50c07eb6045c1

Observation b7a74f73-af91-4e5a-a488-4b737b1de33d · outbound

This paper cites Mental animation: Inferring motion from static displays of mechanical systems.Journal of Experimental Psychology: Learning, Memory, and Cognition, 18(5):1084–1102, 1992.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Mental animation: Inferring motion from static displays of mechanical systems.Journal of Experimental Psychology: Learning, Memory, and Cognition, 18(5):1084–1102, 1992

Reference 7

Resolution
verified fuzzy
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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.

source=pdf_text observed=2026-08-07T10:41:21.575727Z digest=sha256:45fa88c2ec893b3d33159dd26f694c847be4c4ea08ac72cd0a74d5c2e12de72d

Observation e16b8699-13d4-40b7-bbaf-ba831b7559ad · outbound

This paper cites Training spatial cognition enhances mathematical learning in a randomized study of 17,000 children.Nature Human Behaviour, 5(11):1548–1554, 2021.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Training spatial cognition enhances mathematical learning in a randomized study of 17,000 children.Nature Human Behaviour, 5(11):1548–1554, 2021

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:36.481915Z

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.

source=pdf_text observed=2026-08-07T10:41:21.707476Z digest=sha256:ff086f0457e70bcaa13a75dc2469c204082457a0b6dacb13d63e165ca052d0e2

Observation 16cbcf72-e795-494c-bb45-d6f90efd16a7 · outbound

This paper cites an unresolved cited work.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Unresolved cited work

Reference 9

Resolution
unresolved
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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.

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Observation 7ab4ad9a-44f0-4339-b57b-967ec4163f50 · outbound

This paper cites Mechanical reasoning by mental simulation.Trends in Cognitive Sciences, 8(6):280– 285, 2004.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Mechanical reasoning by mental simulation.Trends in Cognitive Sciences, 8(6):280– 285, 2004

Reference 10

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9947dae2-1db0-4cbe-9cb3-69068dd8cb74 · outbound

This paper cites Johnson, Justin.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Johnson, Justin

Reference 11

Resolution
verified fuzzy
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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.

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Observation f0d1917b-42e7-42e1-af76-11d18fb9d67d · outbound

This paper cites an unresolved cited work.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:41:35.986089Z

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.

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Observation 2f90151b-c29b-49e8-a583-2b5a5a478caf · outbound

This paper cites an unresolved cited work.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:41:35.816294Z

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.

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Observation b1df8b67-9f1d-4672-8595-0c32531dd4e3 · outbound

This paper cites Space: A simulator for physical interactions and causal learning in 3d environments.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Space: A simulator for physical interactions and causal learning in 3d environments

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:35.562021Z

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.

source=pdf_text observed=2026-08-07T10:41:22.045795Z digest=sha256:4769d615e57d137086fc38314247fb75efb993b88cc80d8c68b86b62cbe0c1a0

Observation e583c68e-66cb-4a18-9371-f75ea814b02e · outbound

This paper cites On the Measure of Intelligence.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations On the Measure of Intelligence

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:22.119582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5c065fe2-87e3-400e-9b7f-268312a508bb · outbound

This paper cites Does Spatial Cognition Emerge in Frontier Models?.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Does Spatial Cognition Emerge in Frontier Models?

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:22.206726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:22.206726Z digest=sha256:7d97381025176459a00f0f9b1002f79380ec8949aee9a8ff418f9628b33d730a

Observation 5da8caa2-74c4-4d63-9aef-f68807319458 · outbound

This paper cites Spatial perspective taking: Effects of social, directional, and interactive cues.Memory & cognition, 47:1031–1043, 2019.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Spatial perspective taking: Effects of social, directional, and interactive cues.Memory & cognition, 47:1031–1043, 2019

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:35.259045Z

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.

source=pdf_text observed=2026-08-07T10:41:22.336835Z digest=sha256:8d494e8aa8d7865dd661b710c5d626e98429adbcec5e940f60d871e4393ff0c2

Observation 32d4fd57-1bd4-4b63-94be-886ab500accb · outbound

This paper cites Shepard and Christine Feng.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Shepard and Christine Feng

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:22.447633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:22.447633Z digest=sha256:7a2d18be2770cd2924dbd8b267ad7241e36481c60d205abd0abd7429c5b91856

Observation 272fb89b-8626-40c3-a459-36e36b4e9736 · outbound

This paper cites Identifying cognitive processes and neural substrates of spatial transformation in a mental folding task with cognitive modeling.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Identifying cognitive processes and neural substrates of spatial transformation in a mental folding task with cognitive modeling

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:34.982381Z

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.

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Observation 728e303a-4dca-4fd1-8920-a6eae48f7500 · outbound

This paper cites Tangram solved? prefrontal cortex activation analysis during geometric problem solving.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Tangram solved? prefrontal cortex activation analysis during geometric problem solving

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:34.724854Z

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.

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Observation 98eed9c3-9a7b-49bd-b0e2-33afe924847c · outbound

This paper cites Smith, Elizabeth Bonawitz, and Tomer D.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Smith, Elizabeth Bonawitz, and Tomer D

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:34.524806Z

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.

source=pdf_text observed=2026-08-07T10:41:22.629643Z digest=sha256:ded31df18c0f89652ed45ce8708294b43e0375798f5b28ccff0c75b5e7ad2a6f

Observation 137906f4-b475-4eb8-9326-5ad47ca6aa2b · outbound

This paper cites Allen, Samuel J.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Allen, Samuel J

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:34.292203Z

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.

source=pdf_text observed=2026-08-07T10:41:22.722765Z digest=sha256:a87acbb05b3547190343c2fc850c9fa7a0ed53baf064e9f261c05ad41795aba2

Observation 73aee774-5037-4bf3-adb2-ea12c514ccb3 · outbound

This paper cites IsoBench: Benchmarking multimodal foundation models on isomorphic representations,.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations IsoBench: Benchmarking multimodal foundation models on isomorphic representations,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:34.129317Z

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.

source=pdf_text observed=2026-08-07T10:41:22.866835Z digest=sha256:b1a5bef091dde0f5a947f9729b5d87b008332930c5b20b49cf4447f991aa69c8

Observation 608d7af6-1083-442a-8b45-04f47c7150df · outbound

This paper cites Inter- gps: Interpretable geometry problem solving with formal language and symbolic reasoning.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Inter- gps: Interpretable geometry problem solving with formal language and symbolic reasoning

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:33.867088Z

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.

source=pdf_text observed=2026-08-07T10:41:22.932633Z digest=sha256:17a94bcc25b71c66ba34ae8ae5ae84d1cd7296cde1003043deae54419e1ea8f7

Observation cd024bb7-94d0-4865-9987-0348153c6fc5 · outbound

This paper cites Naturalbench: Evaluating vision-language models on natural adversarial samples.European Conference on Computer Vision, 2024.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Naturalbench: Evaluating vision-language models on natural adversarial samples.European Conference on Computer Vision, 2024

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:33.598352Z

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.

source=pdf_text observed=2026-08-07T10:41:23.035740Z digest=sha256:3657d7547a0e5b7940d607f8b4d18f3694472266fe870e3141d4a1c8f7fd2f68

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

This paper cites Eyes Wide Shut? Exploring the Visual Shortcomings of Multimodal LLMs.

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.

source=pdf_text observed=2026-08-07T10:41:23.165468Z digest=sha256:913183242e9f7d1250985e9905d752dbb303d7dbe7505068f726bf25c0f8d899

Observation 858d4b93-a6c5-4dbe-9a08-d68c203ae2d6 · outbound

This paper cites V*: Guided Visual Search as a Core Mechanism in Multimodal LLMs.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations V*: Guided Visual Search as a Core Mechanism in Multimodal LLMs

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:23.231324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:23.231324Z digest=sha256:2084b1c27578655e341f8800e7aac8894290e0b55ac1552013e7609f631b5ffd

Observation 0ecb08d9-d824-4b1f-abdb-58bfcb12287a · outbound

This paper cites BLINK: Multimodal Large Language Models Can See but Not Perceive.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:23.368760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:23.368760Z digest=sha256:d0de576d043b37577f5290e878b73da80bcddbf445f03d188df9c8b91fa6fb25

Observation 2f356048-f564-4d2b-af18-91a3b81ec9cd · outbound

This paper cites Kiva: Kid-inspired visual analogies for testing large multimodal models.arXiv preprint arXiv:2407.17773, 2024.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Kiva: Kid-inspired visual analogies for testing large multimodal models.arXiv preprint arXiv:2407.17773, 2024

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:23.464893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:23.464893Z digest=sha256:a176befec2322f4d5e30da9c12c2eaec7dd076f28c09ca713e7b8b683f327c08

Observation 7ab2be5d-134c-4f4d-b7c7-0dcf42280bc0 · outbound

This paper cites Stratified rule-aware network for abstract visual reasoning.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Stratified rule-aware network for abstract visual reasoning

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:33.347493Z

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.

source=pdf_text observed=2026-08-07T10:41:23.533862Z digest=sha256:2b52a5c38d7aa7d55881c9d61c791d4d66fc84842d271c11c22e1ce2a1424052

Observation d3b7c65a-97f1-40cf-874c-6901c03898b7 · outbound

This paper cites TurtleBench: A Visual Programming Benchmark in Turtle Geometry.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations TurtleBench: A Visual Programming Benchmark in Turtle Geometry

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:23.611836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:23.611836Z digest=sha256:8442c2dfeb7cf341c71bd7a22ad1e980e6fde0015affc43750fb3647a24c7b8a

Observation 0f79e3a9-2926-4dbb-a7b8-f7c5ce3d8331 · outbound

This paper cites Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:23.680831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:23.680831Z digest=sha256:d63a847fb856b41bf4089734d3f5646cf2ce3130aee492af2dc1e27816aa6013

Observation 74c7ba02-5f4b-417b-bc58-20c3b568562c · outbound

This paper cites Matplotlib: Visualization with python.https://matplotlib.org/, 2012.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Matplotlib: Visualization with python.https://matplotlib.org/, 2012

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:33.159340Z

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.

source=pdf_text observed=2026-08-07T10:41:23.846590Z digest=sha256:7ea65ec9bc8f89b43b295c6c91cac197ed8b61c5346ea2a37415125ca5cf9def

Observation cd965a02-8ab3-450d-a21e-5c0d562acc3b · outbound

This paper cites Lawrence Zitnick, and Ross Girshick.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Lawrence Zitnick, and Ross Girshick

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:32.919995Z

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.

source=pdf_text observed=2026-08-07T10:41:23.901970Z digest=sha256:6a91d76c0f9e0f2e341368a5c575d78827b18ede1037f6d5314859a3fac335ba

Observation f9877b0b-b59d-4196-a61a-f61a68e0ecce · outbound

This paper cites Blender is free software.https://www.blender.org/.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Blender is free software.https://www.blender.org/

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:32.648660Z

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.

source=pdf_text observed=2026-08-07T10:41:23.963907Z digest=sha256:bd178076309e432f37562f6b41fd7516fe8e7a8133f08b7b867dd412e5526784

Observation c19a609b-3691-442e-9c62-ce6501ac2aba · outbound

This paper cites Objectron: A large scale dataset of object-centric videos in the wild with pose annotations.Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Objectron: A large scale dataset of object-centric videos in the wild with pose annotations.Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:32.352822Z

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.

source=pdf_text observed=2026-08-07T10:41:24.121793Z digest=sha256:ae06fb2c5d9dae43c716e64796ab7bc74d4b46c4963b362a2a825ee91e32fde3

Observation 47a74958-324e-48c0-8dac-bc770a1119da · outbound

This paper cites Habitat-Matterport 3D Dataset (HM3D): 1000 Large-scale 3D Environments for Embodied AI.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Habitat-Matterport 3D Dataset (HM3D): 1000 Large-scale 3D Environments for Embodied AI

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:24.193550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:24.193550Z digest=sha256:f2944f23ab3d24c635696ec8c2173cad018e8079b638b071012288fbe12977c4

Observation 1f4a1073-a72f-40cd-85e1-abc1d38e76c9 · outbound

This paper cites Habitat: A Platform for Embodied AI Research.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Habitat: A Platform for Embodied AI Research

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:32.095636Z

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.

source=pdf_text observed=2026-08-07T10:41:24.254352Z digest=sha256:80bb60a89403abe18a80d0dd2ff9fd569f9db835b6750ad735fcf3237729cefa

Observation f6d896dd-9c9d-46e2-a11c-6e7da8eb5341 · outbound

This paper cites Habitat 2.0: Training home assistants to rearrange their habitat.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Habitat 2.0: Training home assistants to rearrange their habitat

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:31.880284Z

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.

source=pdf_text observed=2026-08-07T10:41:24.342330Z digest=sha256:d3aaa42d974abc4774e2ca2115c2b12b5c0cae9446785ed72c3e15604db608d8

Observation 99575760-05d8-4964-97d8-c36a26e5f764 · outbound

This paper cites Habitat 3.0: A co-habitat for humans, avatars and robots, 2023.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Habitat 3.0: A co-habitat for humans, avatars and robots, 2023

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:31.650767Z

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.

source=pdf_text observed=2026-08-07T10:41:24.435903Z digest=sha256:262ce0b5b2b9da12179cd21c4aea440b62188065d44bafac5202364de8140120

Observation 47cd2fbe-f174-44c1-be00-5d79ff6c3c5a · outbound

This paper cites Hello gpt-4o.https://openai.com/index/hello-gpt-4o/.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Hello gpt-4o.https://openai.com/index/hello-gpt-4o/

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:31.439938Z

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.

source=pdf_text observed=2026-08-07T10:41:24.498308Z digest=sha256:b1f2591ac7dfc184dda1f1740aae60b302fe37aac44420c1055b9ed0c056bde3

Observation 78305623-c890-4349-b476-f6f84620f118 · outbound

This paper cites Claude 3.5 sonnet.https://www.anthropic.com/news/claude-3-5-sonnet.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Claude 3.5 sonnet.https://www.anthropic.com/news/claude-3-5-sonnet

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:31.136921Z

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.

source=pdf_text observed=2026-08-07T10:41:24.556247Z digest=sha256:5d5024633e423bb05256ccfe60b34641ffb84a705822c87eef453161949cb8c7

Observation 238a24c9-fffa-44c4-9a20-bbe2932c9c65 · outbound

This paper cites Introducing gemini 2.0: our new ai model for the agentic era.https://blog.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Introducing gemini 2.0: our new ai model for the agentic era.https://blog

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:30.985638Z

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.

source=pdf_text observed=2026-08-07T10:41:24.620394Z digest=sha256:b09e32a495c84000d5f99480a17295b0d6c769d0a7449ae98fe6396bc44c972b

Observation 190756dc-a3b5-40b1-a9ab-3b76cf6e22b6 · outbound

This paper cites Gemini 2.0 flash thinking mode.https://ai.google.dev/gemini-api/docs/ thinking-mode,.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Gemini 2.0 flash thinking mode.https://ai.google.dev/gemini-api/docs/ thinking-mode,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:30.797788Z

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.

source=pdf_text observed=2026-08-07T10:41:24.757815Z digest=sha256:57d815efadd66553a8fe90fa3ae4642946ace69dca8a4e8254689985ca77f59e

Observation 700a4672-8683-4bf7-8009-fda172910fb3 · outbound

This paper cites OpenAI o1 System Card.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations OpenAI o1 System Card

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:24.806986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:24.806986Z digest=sha256:a0fb17b7cb2cbc4d7ac78f425ba9c7a42eff4ce6bae9ff6c626fb0f3f447d89d

Observation 51ba985d-e5f8-4465-bb94-ac09104a5b5d · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:24.877137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:24.877137Z digest=sha256:defd3ec66388b729c8fdffa966cf86a4a4ca5a385c3f3c078509425385f8f94c

Observation f881925d-1a23-4036-822a-89b24315b25b · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations LLaVA-OneVision: Easy Visual Task Transfer

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:24.956325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:24.956325Z digest=sha256:3ae9f73448e22e599a402edbceaf9195b54828bb4f6ff3b677c0c72458217b26

Observation 1301a3c2-07f1-4dae-98f7-a35039693bd2 · outbound

This paper cites Qwen2.5-VL Technical Report.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Qwen2.5-VL Technical Report

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:25.029195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:25.029195Z digest=sha256:24e17e82871b18e27956d085f4032b09b952f9ddb2a8c065374c1c9e758d4d77

Observation cc904712-0516-4acf-9106-242c2791267a · outbound

This paper cites Structure-mapping: A theoretical framework for analogy.Cognitive Science, 7(2):155– 170, 1983.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Structure-mapping: A theoretical framework for analogy.Cognitive Science, 7(2):155– 170, 1983

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:30.576846Z

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.

source=pdf_text observed=2026-08-07T10:41:25.113565Z digest=sha256:e86e1e02cd56a542fd1d0ced4cc82341d956a81048630ee44fe80d6bac7f5519

Observation 55976ec1-29c8-4560-8a5b-0c0fdcc8dfb4 · outbound

This paper cites Carpenter, M.A.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Carpenter, M.A

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:30.414906Z

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.

source=pdf_text observed=2026-08-07T10:41:25.164567Z digest=sha256:9b758763da85e0283c3a2735518510ab736ca1520da9c3df8ac676ad9cd470ca

Observation de84bb20-eed0-4d11-9cae-dcc2f20c9010 · outbound

This paper cites Lovett and K.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Lovett and K

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:30.236791Z

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.

source=pdf_text observed=2026-08-07T10:41:25.256258Z digest=sha256:3f11c749ff0e97d346a85ad6f28c16266e3e9ea6cad38a3b8acf095c22d9b3bd

Observation f055fbe3-4abf-4804-b5ba-9f7518a971eb · outbound

This paper cites Holyoak, Alan Yuille, and Hongjing Lu.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Holyoak, Alan Yuille, and Hongjing Lu

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:30.077936Z

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.

source=pdf_text observed=2026-08-07T10:41:25.360747Z digest=sha256:305bfa5192224f270c3a077febcf7710499d5b50f9b9eb9a21407e73afa4f6e6

Observation 1d0097be-2514-44b6-9f94-3e3387068081 · outbound

This paper cites Zero-shot visual reasoning through probabilistic analogical mapping.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Zero-shot visual reasoning through probabilistic analogical mapping

Reference 54

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T10:41:27.249937Z

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.

source=pdf_text observed=2026-08-07T10:41:25.418282Z digest=sha256:d746553c2bcd62d9f1c7d88f20b66e3a72646e89c18b96ab79f8064bcfa04a1d

Observation c4ee8a0b-c1ed-4f9a-9b18-0a19369a228d · outbound

This paper cites Ichien, Q.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Ichien, Q

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:29.897215Z

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.

source=pdf_text observed=2026-08-07T10:41:25.514932Z digest=sha256:b63a862760b34b1a2fc05ed8f720af9d5950514a1653b00aa0bcc32331e5afc0

Observation 33724b69-fa75-4fa2-b992-a47e394f0bc0 · outbound

This paper cites an unresolved cited work.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:41:29.717618Z

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.

source=pdf_text observed=2026-08-07T10:41:25.555845Z digest=sha256:6550e120952ca560b87cf58c5362497f2b974d1db88fdecac0b5476e3bb29151

Observation 2169253e-d8ad-4a4a-8f86-dac3eb855701 · outbound

This paper cites Barsalou.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Barsalou

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:29.510138Z

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.

source=pdf_text observed=2026-08-07T10:41:25.686267Z digest=sha256:8291df3be429aa17aca4850c9d46bd08fa3196fff1ae2b56b1aef5fe5bd2d60e

Observation 902ffa29-f1d8-416d-b3d8-6be5d139885d · outbound

This paper cites Battaglia, J.B.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Battaglia, J.B

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:29.332951Z

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.

source=pdf_text observed=2026-08-07T10:41:25.745416Z digest=sha256:3cf5fa9a5d6700f15be696d4e42dac91e650725fa36196f610ced74031dd9808

Observation 18f74f4c-9079-4f9b-9ea2-cd0eae9c750e · outbound

This paper cites Tenenbaum, T.L.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Tenenbaum, T.L

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:29.148878Z

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.

source=pdf_text observed=2026-08-07T10:41:25.837699Z digest=sha256:d65adacfdda4e9e05ba10377e51f44f4e8de4441ee9949aa3f877ce5e5df738f

Observation 01a12c99-8406-4aca-a230-6c64c059c027 · outbound

This paper cites Ullman, E.S.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Ullman, E.S

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:28.975241Z

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.

source=pdf_text observed=2026-08-07T10:41:25.912141Z digest=sha256:4e92a6bc9d0261e4e59217d737def602a18065858731c7e5a3ce21741e62b61c

Observation 0605e0aa-ed6d-418d-8cce-9801eac4b99c · outbound

This paper cites Neural prediction errors enable analogical visual reasoning in human standard intelligence tests.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Neural prediction errors enable analogical visual reasoning in human standard intelligence tests

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:28.782655Z

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.

source=pdf_text observed=2026-08-07T10:41:25.987018Z digest=sha256:a8735deb597e12025cd2aed1384bbb0fab0d6eb98153b171960a10a1839eb1d0

Observation 52be10b7-122e-4afa-883d-2b09bc09c9e5 · outbound

This paper cites Piloto, Ari Weinstein, Peter Battaglia, and Matthew Botvinick.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Piloto, Ari Weinstein, Peter Battaglia, and Matthew Botvinick

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:28.579771Z

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.

source=pdf_text observed=2026-08-07T10:41:26.096545Z digest=sha256:1f3196f6e0ec6bc0e6362d19107463c764a27ea66e5dccdea949803d753473b6

Observation acb7d4b5-1705-478c-be8b-542af256c6ee · outbound

This paper cites Physion: Evaluating Physical Prediction from Vision in Humans and Machines.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Physion: Evaluating Physical Prediction from Vision in Humans and Machines

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:26.158910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:26.158910Z digest=sha256:1443bf9f93490d889fe7c181aef98d617fbe47d45fb7abf87e8cca5220a27f0a

Observation ab197545-2096-4f0a-98b8-231ae628caa7 · outbound

This paper cites Lawrence Zitnick, and Devi Parikh.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Lawrence Zitnick, and Devi Parikh

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:28.394898Z

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.

source=pdf_text observed=2026-08-07T10:41:26.294741Z digest=sha256:fa9552972e2a178e65b7aa52293590ad2ab123a719649a696b8567b20b1fe364

Observation 7c3e3b65-7e0b-4cb5-b0c5-9f8587c67033 · outbound

This paper cites MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:26.360267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:26.360267Z digest=sha256:d00407fabb7b8eba1b3cb9df25ff113687bc44b7fe1696658cdcb449d2aadfd3

Observation f0a73e54-397b-46bd-a860-c7eac0958067 · outbound

This paper cites Humanity's Last Exam.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Humanity's Last Exam

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:26.394433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:26.394433Z digest=sha256:ea49fcb870c77a3f3d046a6dde92c00bc850254219d74ba95d4b5e5a0f15aee5

Observation f2508680-8974-4c03-8c77-d035eea972e6 · outbound

This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:26.476410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:26.476410Z digest=sha256:3205dffe6da1b24c5e9890aa0674bbb3b2be44343eaebb7a343a696162dacbb3

Observation fe53eb07-c3cc-4db5-975a-09d59b22efc1 · outbound

This paper cites Aljunied, Chang Gao, Yew Ken Chia, and Lidong Bing.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Aljunied, Chang Gao, Yew Ken Chia, and Lidong Bing

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:28.270034Z

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.

source=pdf_text observed=2026-08-07T10:41:26.578960Z digest=sha256:bd3dd0a1ebdfd365f3c481ff115e18258faf01e75c6e1509b7ff3a88466db27b

Observation 4b90d319-04a4-458d-ad51-00b43c934761 · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:26.638248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:26.638248Z digest=sha256:175a92d118c4f25faba0ca50d2f3dffadaf3c52e55fc79568bb2fde3d4811c26

Observation 2c880e4f-4445-4f60-ab82-80e29622e449 · outbound

This paper cites MMBench: Is your multi-modal model an all-around player? InProceedings of the European Conference on Computer Vision (ECCV), 2024.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations MMBench: Is your multi-modal model an all-around player? InProceedings of the European Conference on Computer Vision (ECCV), 2024

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:28.090543Z

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.

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Observation c4bcaab8-ae48-4db9-ab60-0dfbb21133f0 · outbound

This paper cites Perception Tokens Enhance Visual Reasoning in Multimodal Language Models.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Perception Tokens Enhance Visual Reasoning in Multimodal Language Models

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-07T10:41:26.797359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:41:26.797359Z digest=sha256:fc205d203447f5830f0100bc4186ebf91b061aac6246195eeee283dfc13a578a

Observation 24c91b08-54a4-4551-a1c7-ffff36c535d7 · outbound

This paper cites Gon- zalez, Hao Zhang, and Ion Stoica.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations Gon- zalez, Hao Zhang, and Ion Stoica

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:41:27.980779Z

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.

source=pdf_text observed=2026-08-07T10:41:26.907731Z digest=sha256:d47a4eb9464d92dfd51d3b68c536ae61a4868ee0a91447035bb88bc03a4c85f8

Observation 35eaf973-71fa-4837-ae78-edde39f956f5 · outbound

This paper cites just in time,.

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations just in time,

Reference 73

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T10:41:27.839293Z

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.

source=pdf_text observed=2026-08-07T10:41:26.959722Z digest=sha256:f225e94bd0277c52047a9150a6f48ec447b516aab0bd9a8fdfbfa227f228276f

Pith citing papers

Observation cd63e26c-445d-4a10-95c2-ca6f34c69f95 · inbound

Mull-Tokens: Modality-Agnostic Latent Thinking cites this paper.

Mull-Tokens: Modality-Agnostic Latent Thinking Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-16T22:58:38.627648Z

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.

source=pdf_text observed=2026-05-16T22:57:04.802871Z digest=sha256:a4a370f0b1d19afcfd31429456acf5380ad5e5cd58137b8383b2a4cf90412390

Observation 69efb2fc-e3d1-422b-aba1-8d09447f2e97 · inbound

MentisOculi: Revealing the Limits of Reasoning with Mental Imagery cites this paper.

MentisOculi: Revealing the Limits of Reasoning with Mental Imagery Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-03T05:23:33.575141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T05:23:33.575141Z digest=sha256:023b2ad105907304773c9149ac2ae7a921d7014d233cda77d689aef1698ddc4e

Observation 6117d801-52b2-4a3b-b5aa-ebf127aeafc7 · inbound

Do MLLMs Really Understand Space? A Mathematical Reasoning Evaluation cites this paper.

Do MLLMs Really Understand Space? A Mathematical Reasoning Evaluation Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-16T03:40:33.064422Z

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.

source=pdf_text observed=2026-05-16T03:39:28.364183Z digest=sha256:ebea9876919a5d51d56e40f39049870cd0cd79ef0933d8857e1c31be764a7103

Observation d511db07-233c-4a58-94fa-4d685ac5172b · inbound

VGenST-Bench: A Benchmark for Spatio-Temporal Reasoning via Active Video Synthesis cites this paper.

VGenST-Bench: A Benchmark for Spatio-Temporal Reasoning via Active Video Synthesis Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-22T07:14:42.787822Z

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.

source=pdf_text observed=2026-05-22T07:12:02.612292Z digest=sha256:591331d896e54d90ac4fe7fc056df7fa04050085de8a1c90cc186b0088931208

Observation 45cd9437-65a1-4a2e-8d80-bb147c1c1eda · inbound

PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought cites this paper.

PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-07-04T16:19:57.697686Z

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.

source=pdf_text observed=2026-06-26T00:46:17.094339Z digest=sha256:99e20f1cbaf77d9e45a220aa8b8fd436f61913328a641c38447e9d46bba4f21a

Observation d8dd0d06-f4fa-44d6-bcbc-8191e22529af · inbound

HumanCLAW: Can Vision-Language Models Act Through a Body? cites this paper.

HumanCLAW: Can Vision-Language Models Act Through a Body? Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Reference 25

Resolution
unresolved
no resolver link, observed 2026-07-30T13:52:46.970573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-30T13:52:46.970573Z digest=sha256:d306618ec594b3f1f6da15469c9885be50bd1aa76a86795432ad497725c21ad7

Observation b14b3cb5-72ac-49e0-b444-a6d3609feed1 · inbound

HumanCLAW: Can Vision-Language Models Act Through a Body? cites this paper.

HumanCLAW: Can Vision-Language Models Act Through a Body? Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T04:27:53.149718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T04:27:53.149718Z digest=sha256:0725e68f85dee1065c60f2235c5acef9ce242977223d9bde5cff68c5e86ef438