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Paper Citation Record · LEDGER

Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations

As of 19 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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
raw_fallback, observed 2026-08-07T10:41:36.966055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:21.133143Z digest=sha256:b3ae1feb7db7b7e6c4f1531221d1bbb140c5428814b99766ea7773eb87be55bd

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:21.259948Z digest=sha256:8bdc31ac98c9a691c6b7e51a32f6df395f0d9481fb6c5032da5b6f4d3d44e63e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:21.400305Z digest=sha256:66a612bfdea4e06cba14bfc65a00f335e7a1c8a9003b2b56a590651b794ff85a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:21.575727Z digest=sha256:c48f4845cb49cb1b3c00d906c5af64191ce644c923c8d75c53f0f165cd039978

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:21.707476Z digest=sha256:4cc6c3cb2b84608a5118047eac2a29eb8123875519c4b4dabad916b82e7bb046

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:21.902807Z digest=sha256:9bebf338bd56db02cafdd882c3b92c93cfacedb4f3c1419514f7e20ac500e342

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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:22.045795Z digest=sha256:587e200ddb9c9779d6c861f862b085f7bc104adba5ddee2c3d403d04528d706a

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.

source=pdf_text observed=2026-08-07T10:41:22.119582Z digest=sha256:ee4fb363795c622bddacb12097a3d89b69d740812561d54d56c1233c619f7d57

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:bae3543fbfa3b87e3bc346a0ecdb8ac85a827f9aca8c3adecea737285bd431f7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:22.336835Z digest=sha256:a3bf522828eb2f4eec5ed02504109dcb6f41ed65aa3c36563740b23cb9abf58f

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.

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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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:22.562607Z digest=sha256:a8f9a2d0243fbfad214942c89eb46f23dd56ecd473f50fe14956fd6ee077bd5b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:22.629643Z digest=sha256:09b58793abfa72ca04bdafd001b711240d74bf24d1c7831abf642e0cfdde6db7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:22.722765Z digest=sha256:cbfc3556df5be031485b5a908fc5d3725e1c2aff8703ba99065140642f404119

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:22.866835Z digest=sha256:6b92a60625c6b3e0cc787d8627f9aa65f228d94b6b0ccf82201ecd789b5b63ad

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:22.932633Z digest=sha256:869bb0f6cbed78c8ab87523c49cbf7a317fc909ce837412e3687632852691e27

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:23.035740Z digest=sha256:0eeb82a67e4017ec92f2f0623a53bbf9c8aa5b4ae643c0dd2c67644e5a942f3b

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
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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=sha256:377fd2e0d96ae66e61168dc4edface9ecd1654805f81863143f6edf001d852dc

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:de2eda986e5b7fcd18ec333084d87daacd456c42a667b10a5972df0ea0f04162

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=sha256:40bfd9d77ea326b779e0c554811d6214b509daf1e1d3379e01d49b1d58186e95

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=sha256:346cf74114c3df386ca28af1ea94fd8e4e320b7b1bb782f9f6756f428d918889

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:23.533862Z digest=sha256:d90ed72240fa522cc9801130f8844ffa42e0ecdcc1d4b12204b7c7dfafb790af

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=sha256:35fe06a5490175d3390ea1dae830b93337db48a6c7be875acb626a3fe6a02539

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=sha256:5b9e5c535aae8882b93dff8758eff24e9ff5f0f1ec748cd982b6327bb1e9c64c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:23.846590Z digest=sha256:294af08b56a7f7b13a8a295281a039c6d150f43eb89319617cad1dfd74c060b8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:23.901970Z digest=sha256:eb3f2c1af54643a425e384da08cebaa6ed72b2ff935ec0a7d58a622a57a83057

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:23.963907Z digest=sha256:fbfe602bcdb7d882bc3295ff5471d8d6d9a8392404b7e5c3931ded0383267d36

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:24.121793Z digest=sha256:e9a16e7c41df02e93c9d2b1dff70f5861834fbf05c7ce86ed84521de5a922f42

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:c4646b48df0fda075ba86ccaab81a547c65c27152b48c1aa1f674710530e4ce4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:24.254352Z digest=sha256:60d1376b0eb7fabdbe37811426204a8f20e5353cde9565ac0a15703f2ac0c305

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:24.342330Z digest=sha256:8b63ede126b315a90c25986f94456ff96b311b0363961cc412c43270b943ad40

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:24.435903Z digest=sha256:9b15f7c349b96028de0955a92c44e3311cc2f749fc44b1a17be0f458700f6b3d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:24.498308Z digest=sha256:d73088a283ff74356b1feaf158cb03142ef70080e3441d28366b3ace59e73056

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:24.556247Z digest=sha256:189a7ef36b9b34dc337dd6f9aac51fc782f5c784e0cd539c8bdf533bc46fc73d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:24.620394Z digest=sha256:661a65a8b331e9f676660e95159e5d9cbcda9e5127010a1dc035f93ffad5aa66

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:24.757815Z digest=sha256:403fc1696e2713d41eedb8d5c0bf59e873d76b246cfd87e960a7c66896ca2c75

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=sha256:7d99a3516fcae580f3296e37ebeb0bde6df58d6f98aa300759f077a9af65a8b4

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=sha256:612c5a8112aa3dba3388a07473b2c5896cfc69c245d70c0460b085b64809aea2

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=sha256:1538896d829ce7cf22af863331f2f44efebbb091059673cfc37dcfb597e22d8f

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=sha256:4815dc2852529416c845ccaf716576b972a5c0bc3ff8e5935094c5bf9b005c7f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.113565Z digest=sha256:d40044881f6028db6b95e757b74d095e34ec2216791a32bc6ce11abdd660c010

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.164567Z digest=sha256:d22b5ccea9fd0d23c9bb16657fb561fdecf1b801e9a2d611b4bb30f90f4996f9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.256258Z digest=sha256:056dc910d2c2d2e83e4b2d5324bf3cd01cdbf360a5e53f78257bcc3047152f9b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.360747Z digest=sha256:382b4f07112998a1b2a3c4ec56e03a92a36bcbbb15b71d470762023ab2055ee4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.418282Z digest=sha256:2eb237e05149d3cff7bc49a0d7dabf56091ce9f3f4026188e8ffcebeec621629

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.514932Z digest=sha256:04f0be554dfa94ef041d1be8b847b1b80d9aeb7dea33808c901e880a31b32fe8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.555845Z digest=sha256:41014c3f6fac6e63df8b4692aa83e763d08794fafb32d1a92ebd819b0e82ef8c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.686267Z digest=sha256:2a5cc799c89cac250117863fa14b61d45f09ec7d321d759b602c2ad163f144bb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.745416Z digest=sha256:1e96e114886f395faa3f9b1ad71dc86b1d47b83d7236fed5077615b8689dc5b7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.837699Z digest=sha256:ace5686f8fdeeb7f33a5f554831ec8a3d393a93c9e435a89c1819662452626b7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.912141Z digest=sha256:09640062adf3db336521809eebda0c290f729a7cf66dda32e229fbddb0c0607a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:25.987018Z digest=sha256:5631f30f2e841ff9b24c7066efb1b3a98cc2937628fdfe483fd8ae0ad212941f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:26.096545Z digest=sha256:f7d9ca6b70c61c08c63258e3f73eff00187c469809fe302d45e9d96a22c12666

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=sha256:8004b78c094dc50aa9b5d263e3f8a21e406584c6d9498b0704539fa5c0d991bc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:26.294741Z digest=sha256:6b491359e0799fd906d902e19be4a0d1e0015557212318e41eb0105acb62c8d1

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=sha256:42b87d7dcda0d5904e2227d86b2a387d572dea4dcd476e8768b88fd9cbca9068

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=sha256:43417a7d0321b8633ac83af9f3c766a08f87b19261616ab86e591afddc1e40e3

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=sha256:30797aad59637358f31f6609d00ab1516792e8b4c554ddb0856d9f3bb9fbcee8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:26.578960Z digest=sha256:d36ea152e3df3173fd362c7199710c9d35e7ca09aef7e6a08606e1fcd266dccb

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:fe089c0b11fadcc421d2915d15c09f1ff716334d0161f4b94f3c10e58a9b16a6

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 2026-08-18T06:34:40.430872+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:edf2eb9009c846f130b48feeca3814092ef27f93eae1e6c2ed4c743a03773ded

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:26.907731Z digest=sha256:6502f63a363e4299b58982697d774c18231bad8f7bbefa8e16d5dade5f6fb2bc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T10:41:26.959722Z digest=sha256:2f8fc914372553591617d5ee733a6cc427ece0b4942c38a62875c7319ac349d1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-16T22:57:04.802871Z digest=sha256:7bed09b7be3f6e815d1e164d95e88c690e91d6072b5de99b36f0a5b5c9e42e18

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=sha256:8482e3ce361f77287265d8326a8cdfe6fea5de65383cd59e2df62a85a47d21bb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-16T03:39:28.364183Z digest=sha256:0e68dfeb12d229a352493509736f2ea25493ecc68d6d78e5673d2fef3b2ce616

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-22T07:12:02.612292Z digest=sha256:1f523389a6a3f2c30375205fb02ded070d1337f615fbaff7525ee72046dcc221

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-26T00:46:17.094339Z digest=sha256:42e960d8362fc4210d3e359cbf05df90332b4e02fc4198d38e4331f5b545e444

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:af47c21c295fdc9275df447f5e97ec1bc03172edd215411d18f0bbc9ccf852d5

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=sha256:84eab427f25d0ea9bf43ce3bbbd28561c5069fe943bf4f91331f3b015ea0037a