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Paper Citation Record · LEDGER

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis

As of 18 August 2026, this Paper Citation Record lists 88 of 88 outbound references and 4 inbound Pith citation observations for arXiv:2508.20068.

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

pith.paper-citation-record.v1
2508.20068 v1

Coverage vector

measured 88 of 88 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:17:55.059074Z

measured 92 of 92 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T00:46:17.094339Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:19:57.688152Z

Reference resolution

88 of 88 outbound references displayed

  • verified exact15
  • verified fuzzy30
  • unresolved42
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65aa66d3-3c9a-496c-bffb-c3f79779fff7 · outbound

This paper cites PaLM 2 Technical Report.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis PaLM 2 Technical Report

Reference 1

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no resolver link, observed 2026-08-05T15:17:54.815475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.815475Z digest=sha256:50ccc9e3fde0592af005e27eca644b08c5dcf8fa4904ca43b68103e211d26bd4

Observation da0d269f-9338-429a-8ee6-874d779849b0 · outbound

This paper cites Program Synthesis with Large Language Models.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Program Synthesis with Large Language Models

Reference 2

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no resolver link, observed 2026-08-05T15:17:54.819042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.819042Z digest=sha256:a01fcf6d2a75f1ca480e4e1019649dc59035fd30e28daacc08ad2c3d8710d62c

Observation ab7b93e2-b68d-48e7-bdfc-60b6ac92b281 · outbound

This paper cites Qwen2.5-VL Technical Report.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Qwen2.5-VL Technical Report

Reference 3

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no resolver link, observed 2026-08-05T15:17:54.822319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.822319Z digest=sha256:6988dca8eb98ccdfa9d2656d1b26747716ee9b73ae3aaef58d8bb7d6bdd0f66f

Observation 91f07fc5-dc43-4435-9764-e7a011911dff · outbound

This paper cites Time and cognitive load in working memory.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Time and cognitive load in working memory

Reference 4

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.200565Z

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=2026-08-05T15:17:54.825379Z digest=sha256:8f91d1b22583ecf788216453128f1e1fd960ac9c433a3ff4884bfa9e4123a674

Observation 26adf74b-0437-476a-8038-c6b2bb8ca9d8 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 5

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unresolved
no resolver link, observed 2026-08-05T15:17:54.828226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.828226Z digest=sha256:b4471a1824b34b3e160f8b4a9836c180b84ce52baa9435352bde6697eb6a4433

Observation 527c3a9d-fe9f-417f-b4d3-2f1e8a3617cc · outbound

This paper cites Inferring capabilities from task performance with bayesian triangulation.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Inferring capabilities from task performance with bayesian triangulation

Reference 6

Resolution
verified exact
raw_fallback, observed 2026-08-05T15:17:55.577393Z

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=2026-08-05T15:17:54.831394Z digest=sha256:857c576ab7d00055329c705c6227fd470dc8238c969af6882eb9e78c6e1fde08

Observation 8aa78c09-7f6b-4f4f-8dd5-e87683e5685d · outbound

This paper cites Spatial cognition and the brain.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Spatial cognition and the brain

Reference 7

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.192349Z

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=2026-08-05T15:17:54.834313Z digest=sha256:31435332cc9e4027276b303b21bbcf17bdb598a3b36f8be075445adb627b9c02

Observation 8ae1dd76-3579-4d63-b528-f6aac2bf53c2 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 8

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no resolver link, observed 2026-08-05T15:17:54.837083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.837083Z digest=sha256:bbdb9da1f3736ca60f266d0610846088db9d19ea8ce80bc0b0c81893ac3658b7

Observation cffe1f04-0fad-4f2f-84f5-aaa82078bcc5 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-05T15:17:54.839725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.839725Z digest=sha256:ab0c3b33510210534d6a415cc2ffad80856086557c8da4e08fc76fa0bf171ce7

Observation 844b561f-2e2d-4b52-b3e4-4ad55cc3dcfe · outbound

This paper cites and Mix, K.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis and Mix, K

Reference 10

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no resolver link, observed 2026-08-05T15:17:54.842396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.842396Z digest=sha256:0c345c5ac4c39076dd6370bfb48a8c0b6b98f35f180ec2388b215ba57b7ebc69

Observation d623c839-9899-46f0-9eee-d7a6d8691f11 · outbound

This paper cites ARC Prize 2024: Technical Report.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis ARC Prize 2024: Technical Report

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.845047Z digest=sha256:9833087abc8fc56356bd5073f3c3bcff23926721dacd55237eb9fea21092c8bd

Observation c82f956e-10ba-40e8-bb79-644548c1f781 · outbound

This paper cites ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systems.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systems

Reference 12

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no resolver link, observed 2026-08-05T15:17:54.847714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.847714Z digest=sha256:ee5966dd115cb3c418c0f750253ff04c4e07059e45c1a9fae8a2633817d96f9f

Observation c852b79b-a592-4cad-bdb7-e46c372bda1c · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 13

Resolution
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no resolver link, observed 2026-08-05T15:17:54.850643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.850643Z digest=sha256:9d4f3f6781f3d5c06405fab24accbb746c68664e61214b6c5dd3b89194ebff0c

Observation f0a6e20b-3c02-4e46-ad10-bd5835d99313 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.180754Z

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=2026-08-05T15:17:54.853093Z digest=sha256:41c6b4a853a48a36ed0395cb4d006170112dfd8d78efa4dec55de52af6ee6422

Observation 56e6d858-689b-4c0e-9c9c-613a6d670218 · outbound

This paper cites J., Penke, L., and Johnson, W.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis J., Penke, L., and Johnson, W

Reference 15

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.172993Z

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=2026-08-05T15:17:54.855907Z digest=sha256:b31897f4720cfca819cfa39c10a7e02f66d342ba8e40bdfd136546d54ea2a2c4

Observation 673f7b60-9b3d-452f-97bc-187764cfc469 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-05T15:17:54.858392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.858392Z digest=sha256:696adec85a837f915ea549360ce08a4b168dbde2548c7178c244ea0e7ecc689f

Observation c3db1a1c-a189-4a5b-aba8-a97c2af56610 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.860896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.860896Z digest=sha256:0374e87188ff4745f0b881e9f81e9b11a4a015046a28db19204a4cbeafcca8dc

Observation 88c51c94-55f8-4d33-af47-52fb1fe19b1f · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.863708Z digest=sha256:ec474c396e9ea569500cc4a3ded3e2ca4186b32ceef0ab5f81048340ac6f3909

Observation 595861de-8735-46c7-91a9-1a975cecb7d6 · outbound

This paper cites Gemini 2.5: Our most intelligent AI model.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Gemini 2.5: Our most intelligent AI model

Reference 19

Resolution
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no resolver link, observed 2026-08-05T15:17:54.866586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.866586Z digest=sha256:1acdeccf6a2864f80ca5c5dcf947ce61dc994a0b59321e2e8a3c4fafe31d932d

Observation 4038ee4a-b510-44b0-bcb6-19201be82a8c · outbound

This paper cites Spatial perspective taking: Effects of social, directional, and interactive cues.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Spatial perspective taking: Effects of social, directional, and interactive cues

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.889349Z

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=2026-08-05T15:17:54.871912Z digest=sha256:714543fb13b59a94ab113c50fce0d3e8956a4f7be495232e5137efe1be63f37d

Observation 7d722411-98ff-40ce-b12d-388ce7a9f495 · outbound

This paper cites Spatial ability, skills, reasoning or thinking: What does it mean for mathematics? In Leong, Y ., Kaur, B., Choy, B., Yeo, J., and Wong, L.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Spatial ability, skills, reasoning or thinking: What does it mean for mathematics? In Leong, Y ., Kaur, B., Choy, B., Yeo, J., and Wong, L

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.881585Z

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=2026-08-05T15:17:54.874291Z digest=sha256:594b5ad49f3bf052b465470d1ee3c15652e3de3d8f7cd02d65961852913944df

Observation e01f9ece-3085-470f-804d-bc5b9b2a5680 · outbound

This paper cites S., and Hirsh-Pasek, K.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis S., and Hirsh-Pasek, K

Reference 22

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raw_fallback, observed 2026-08-05T15:17:55.874717Z

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=2026-08-05T15:17:54.876807Z digest=sha256:9642da3601e3db4273a2761c797bffe851d8fa28d6e45b70d0245cf698f03bc2

Observation b6f331fc-0c1b-42ac-a41a-a2d9b74eadab · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 23

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.164692Z

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=2026-08-05T15:17:54.879405Z digest=sha256:4313aeb28039b4f3e2198e6d208e8f01f61fb486d643e5572ff3e96c365e477e

Observation 6c6d2183-d902-4069-bf65-ac0ebcffed57 · outbound

This paper cites and Waller, D.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis and Waller, D

Reference 24

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no resolver link, observed 2026-08-05T15:17:54.882227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.882227Z digest=sha256:8abb9edfa42d56ff9e569ec7855aacb3f28e4af2caf58c7a285e95dd71e88a0c

Observation cb19b9c9-c1c5-4af7-9563-aec14bd9ac4b · outbound

This paper cites Measuring Massive Multitask Language Understanding.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Measuring Massive Multitask Language Understanding

Reference 25

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no resolver link, observed 2026-08-05T15:17:54.885066Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.885066Z digest=sha256:0f498cdec779d1be51bc548b786e8bf2bdc853d1f61ccfe8ec4c92216c04aa64

Observation 67cd3ef8-a9e9-4fd5-8f1c-9f0127b1e4d6 · outbound

This paper cites A., Tolmie, A.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis A., Tolmie, A

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.868004Z

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=2026-08-05T15:17:54.888862Z digest=sha256:eb19807b4b6b7c87e4399057fddce4faf64ef56d9b440d35708e6ac5f5e87588

Observation b177e75d-e9c8-4c31-8d92-3a32a77bdbe3 · outbound

This paper cites A., Tolmie, A.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis A., Tolmie, A

Reference 27

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.153259Z

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=2026-08-05T15:17:54.891896Z digest=sha256:bd8606e19a4a80cd9e106ca966bff8b176b18cc4a4cc194ece6fa628efb651aa

Observation 47104cbf-1ac2-4bd5-b5f5-3ccd1b994fba · outbound

This paper cites GPT-4o System Card.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis GPT-4o System Card

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.894883Z digest=sha256:255de205b26883f0069638edb02ce4a73ab025c14e6578a1212efd56451192e6

Observation 75e1bcac-eaea-4782-927a-58001310fd6d · outbound

This paper cites and Nachev, P.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis and Nachev, P

Reference 29

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.145765Z

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=2026-08-05T15:17:54.898550Z digest=sha256:4ebb25958eb0d7061b2cfa05cb134e72a95c4221dc41af0549050c55db4399f9

Observation 73a39651-0602-4f48-ac07-2871ce0839ab · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.861315Z

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=2026-08-05T15:17:54.901162Z digest=sha256:c41c89b7c62ab59c4d4b8689a9964afdf58bea7c16a3928cbd74c879635f2c09

Observation 10a65e91-6d40-4d06-b1bf-432d4e4f54da · outbound

This paper cites L., and Girshick, R.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis L., and Girshick, R

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.853771Z

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=2026-08-05T15:17:54.904033Z digest=sha256:4883ac838aec6b7363daac3108b102f8d220a4a027edaa21116a22551a51eaa0

Observation a3158dac-3de5-42ac-a417-e65b14788af2 · outbound

This paper cites F., Barron, L.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis F., Barron, L

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.846382Z

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=2026-08-05T15:17:54.906817Z digest=sha256:be3dc2ed82cef9a8c4ad5d27abe2fe407605a2d4455bf3dd7cf8cede3319c278

Observation 1b0beb23-39bd-4eb6-a85b-813305b372bf · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.839299Z

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=2026-08-05T15:17:54.909530Z digest=sha256:e97dfae3b8fa04a6aab12885228d84b0d37dd6529497c507a3aafe49649e9dc0

Observation 5fb70bfd-68b4-44ac-9a6b-3b482a0aecc4 · outbound

This paper cites Spatial versus object visualizers: A new characterization of visual cognitive style.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Spatial versus object visualizers: A new characterization of visual cognitive style

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.832456Z

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=2026-08-05T15:17:54.912214Z digest=sha256:6f64a68a0a3606aad95b836848170fd4eda49ec959e4df5fc37e7a6647a56395

Observation 26df8614-8bc1-4959-a5aa-a8f1b2c03ce3 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 35

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.138662Z

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=2026-08-05T15:17:54.914985Z digest=sha256:4e71cad870a616f02296f2db5d9749ff9ef67d807715132dbb4a20d40e5d5f3c

Observation f9bd6ee0-4369-4ecf-9810-edbfb27ae950 · outbound

This paper cites Ds-1000: A natural and reliable benchmark for data science code generation.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Ds-1000: A natural and reliable benchmark for data science code generation

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.824285Z

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=2026-08-05T15:17:54.917544Z digest=sha256:ff5d22194c98a5af0dbfd7bbe18d7fe74c4028ecfb95458051e4fcf5068adf4a

Observation ce8b5870-01bd-4005-a3cf-939b45c01fee · outbound

This paper cites S., and Stoyanchev, S.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis S., and Stoyanchev, S

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.817014Z

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=2026-08-05T15:17:54.920163Z digest=sha256:88280521d5aeede0eddc658236e8f8fdba8b3ed7030dd367ddf8fa253b231e98

Observation 6625740d-a25b-4fe8-977e-80134231e8da · outbound

This paper cites TopViewRS: Vision-language models as top-view spatial reasoners.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis TopViewRS: Vision-language models as top-view spatial reasoners

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.922642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.922642Z digest=sha256:d71e1b46a62333793bb0f80293a77b79ce5574a5c812602b298d3787d26c46dc

Observation a0f631f3-b739-4bf1-8fbe-8779dded022b · outbound

This paper cites Imagine while Reasoning in Space: Multimodal Visualization-of-Thought.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Imagine while Reasoning in Space: Multimodal Visualization-of-Thought

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.925206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.925206Z digest=sha256:20016b0d7ddd5d0308d7aac0cc60e497119a51446b52d5e896c9397c7b3c5ad6

Observation 0c6642cd-7778-40e9-bbe7-383f61073e94 · outbound

This paper cites Large language models are miscal- ibrated in-context learners.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Large language models are miscal- ibrated in-context learners

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.927922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.927922Z digest=sha256:7b070e6520d5c054c9fa932477bc55b49885b3a42f32298a85c37a32e27d9d21

Observation 78ca0067-aebf-42fa-9e9f-6a23946ec5a2 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 41

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.123412Z

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=2026-08-05T15:17:54.930599Z digest=sha256:fe65ae881ae12494521194cb8a89dc8d46d4d67075620cacb7c3004610d74789

Observation b8875e25-9141-41e7-b147-699aa427d864 · outbound

This paper cites and Forbus, K.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis and Forbus, K

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.809276Z

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=2026-08-05T15:17:54.933634Z digest=sha256:db5dc01d9d53982ddd59e1d42eaf206e7fc14d10eee702547cb35d98433c17b7

Observation fc7dad49-5a02-46b4-a431-03bd4afc8b28 · outbound

This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.802066Z

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=2026-08-05T15:17:54.936019Z digest=sha256:7ad9e7d26fb59d54fb00b2b6aada39d5a7e567193a7ca3708f36f2bdf98a71b8

Observation 92693e01-5aff-4c80-8218-8627220d1014 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 44

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.115940Z

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=2026-08-05T15:17:54.938507Z digest=sha256:f26e7f62f969c69043bf09fb946f1655dae3bbfe2b170c7f9d705ada4e1e70af

Observation 62d55d3b-f814-4293-8990-03528f3795c5 · outbound

This paper cites B., Guilford, J.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis B., Guilford, J

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.795226Z

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=2026-08-05T15:17:54.941088Z digest=sha256:e45b1022f0e32802f8de847dbe99608cc341842d6d6eff88251edbb6db077633

Observation 85e39178-81a5-48bd-82d7-1c441bf1fbb9 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.788649Z

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=2026-08-05T15:17:54.943681Z digest=sha256:9ebe9237460de666a93b4b55ca1112b3be71752c2983355ddbf4c2b0eac59271

Observation 0a76d238-aa37-4188-aa9f-50862f9389fe · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.780238Z

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=2026-08-05T15:17:54.949960Z digest=sha256:eedbcb13c055bdd7b9febb2a12c1d9799320786ed9e1219abe3e4f73b7c2bc8d

Observation f74f2e1a-7b41-4c97-94ac-14af491fd8da · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.773667Z

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=2026-08-05T15:17:54.953412Z digest=sha256:2d82074a7d0e5f618811ef3a36b812b84a3e8388522b97b295bd0d5fea34c9d0

Observation 3fe0ee36-9f5e-4d5a-8302-0a01c6180bd0 · outbound

This paper cites Introducing OpenAI o1.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Introducing OpenAI o1

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.765883Z

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=2026-08-05T15:17:54.956130Z digest=sha256:61f92e5e253a2db6faca89078493d6cfb9664b2bb7e1ec50cfc6d575be28cc5f

Observation e24becb2-74de-4c81-8189-7f87f3daf5e5 · outbound

This paper cites Introducing GPT-4.1 in the API.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Introducing GPT-4.1 in the API

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.758952Z

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=2026-08-05T15:17:54.959670Z digest=sha256:b26ed82a796abfde929cc2119a541dd5913e7e113819b7fce17bb4996fd22b85

Observation 10230653-0ca8-421b-a6aa-bf13c2bb53ed · outbound

This paper cites Introducing OpenAI o3 and o4-mini.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Introducing OpenAI o3 and o4-mini

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.751942Z

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=2026-08-05T15:17:54.962435Z digest=sha256:bc337229a45c622e937fdab440ad4825c974a4a3881462b7aba1a4e32bc2c249

Observation 88e6cbab-0646-4b3d-9ad0-09c41394579e · outbound

This paper cites Training language models to follow instructions with human feedback.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Training language models to follow instructions with human feedback

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.744013Z

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=2026-08-05T15:17:54.965063Z digest=sha256:9751c61c77fbd14c5e6038bc4f04c2735f1e4301c72a41dee1e690eeb48c2e91

Observation 5609c12c-7032-46f5-84d6-1a5ab538ed02 · outbound

This paper cites and Cutts, Q.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis and Cutts, Q

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.736971Z

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=2026-08-05T15:17:54.967765Z digest=sha256:73e8a9bb1b3534833546f049b83f2771b4a1b415433276ab27afc2225c11b179

Observation 78ea0663-03ce-4a4a-a46b-a74ddf4e8413 · outbound

This paper cites C., DeLange, N., and Hazelrigg, M.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis C., DeLange, N., and Hazelrigg, M

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.729475Z

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=2026-08-05T15:17:54.971060Z digest=sha256:e451be35c9f31ed5d9d69de197131d8166c34cd84bb48765383577d8ab3148b9

Observation a45444c3-79f8-4be0-80d7-4c1afa9a4dff · outbound

This paper cites and Gandevia, S.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis and Gandevia, S

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.722567Z

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=2026-08-05T15:17:54.973677Z digest=sha256:924d773da543c17beecfc7255cf513a26bf0ce66a88bbb607b2b31c7333a99be

Observation 51902083-abed-45b2-a779-0c3e4e236302 · outbound

This paper cites K., Wijmans, E., Krähenbühl, P., and Koltun, V.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis K., Wijmans, E., Krähenbühl, P., and Koltun, V

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.715492Z

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=2026-08-05T15:17:54.976453Z digest=sha256:404fa61034be784191144b6c7e409f62a900b2b223def5b39f11a3125ca47830

Observation 84b5c969-a2f2-4d6c-81c2-077ab77dcd24 · outbound

This paper cites Entanglement Routing in Quantum Networks: A Comprehensive Survey.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Entanglement Routing in Quantum Networks: A Comprehensive Survey

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.979604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.979604Z digest=sha256:89214ef84f495345188bbce21f2ebbb115def2a962a14de2b6365e5a832c86a1

Observation e4325ca9-4455-44a4-9a18-f083b576ee45 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.982426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.982426Z digest=sha256:d1342bb0d925b6b22c19639624c53cfaa730d93aa59651368bdc3bb0e2e528fc

Observation ec0f8b2d-5d41-4e09-9d27-c29f62d69267 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.985323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.985323Z digest=sha256:f250912229c13b15f5d4d79bac8027ba788d362372a977a10351c815afd27ec2

Observation 071f55fc-38b4-4a7a-9103-6e8eea31ae2a · outbound

This paper cites G., Yu, X., Haffari, G., and Li, Y .-F.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis G., Yu, X., Haffari, G., and Li, Y .-F

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.708402Z

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=2026-08-05T15:17:54.988023Z digest=sha256:7566cd70aeb2eee702e1739d591a923f43fd81edc11f9653d0f089f49fb18f37

Observation f1ff9a6f-f2be-416f-a1c5-4836384f0f1a · outbound

This paper cites Mind the Gap: Benchmarking Spatial Reasoning in Vision-Language Models.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Mind the Gap: Benchmarking Spatial Reasoning in Vision-Language Models

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.990372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.990372Z digest=sha256:d5a7a22d9dc1bc88514e20e2681f28c718f9a1cf652f496c44c0205b00e7fc57

Observation f9ed70d7-c767-4953-86a5-4c2822c843bd · outbound

This paper cites A corpus for reasoning about natural language grounded in photographs.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis A corpus for reasoning about natural language grounded in photographs

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.701284Z

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=2026-08-05T15:17:54.993219Z digest=sha256:b5efac191c8655ca5d9345909b7b236a65dd7b717dc5f1a6bf0036e812ff4703

Observation d1e99b21-3053-47d2-8499-4e77ac7ffe8d · outbound

This paper cites Gemma 3 Technical Report.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Gemma 3 Technical Report

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.995690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.995690Z digest=sha256:87582ed3e8ffc8bd5aab149c6ec86fb66227895a52c7aa9cbe81bb44a4902bc0

Observation 0240814a-2145-4756-8b73-befc27d86f0f · outbound

This paper cites H., Meadow, N.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis H., Meadow, N

Reference 64

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.098294Z

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=2026-08-05T15:17:54.998469Z digest=sha256:d015f61331c94c4f21970b4cca9b41aef371101bccce06739e45b54286d2ecb7

Observation dac9ac32-1cbd-430a-a375-b6fe0bf1d2f6 · outbound

This paper cites H., McKee, K., Simms, N., Hegarty, M., and Newcombe, N.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis H., McKee, K., Simms, N., Hegarty, M., and Newcombe, N

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.694073Z

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=2026-08-05T15:17:55.001192Z digest=sha256:26938d290a27e3e4d3864899edbe2b71df26bbbd82907b720cf76073bb16d7e3

Observation 9b5ad1dc-8ec4-4522-8c96-446709276acf · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.685467Z

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=2026-08-05T15:17:55.003605Z digest=sha256:cb4d3ec159cf3bd23d76489b0d2862b21dc0ea6b06850fa1dcba03071ac7b971

Observation 2a71a0d1-d178-4bd9-90bf-37cca828afb4 · outbound

This paper cites Wing Optimisation for a tractor propeller driven Micro Aerial Vehicle.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Wing Optimisation for a tractor propeller driven Micro Aerial Vehicle

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:55.006050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:55.006050Z digest=sha256:59396be78361515b55d9daf5767d319c25bb344f598f20fe060595ca115c55e0

Observation 57e2a77b-89bc-4523-a2ef-f52743108f15 · outbound

This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Measuring multimodal mathematical reasoning with math-vision dataset

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.678152Z

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=2026-08-05T15:17:55.008573Z digest=sha256:74edc266bfaee886679155995a96126cd723bc8504ecbc165cefd0fe558f5eb1

Observation 37ec238a-97a9-4c21-aef3-84f0a555d724 · outbound

This paper cites Mathcoder-VL: Bridging vision and code for enhanced multimodal mathematical reasoning.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Mathcoder-VL: Bridging vision and code for enhanced multimodal mathematical reasoning

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.670713Z

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=2026-08-05T15:17:55.011530Z digest=sha256:08de1dfdc1f47399b61137bab35138175d418913b7269424a1ccf200f7fbe2f6

Observation d34c12f4-83f4-4149-b99e-be734b16ff96 · outbound

This paper cites X., Anson, E.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis X., Anson, E

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.661629Z

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=2026-08-05T15:17:55.014020Z digest=sha256:d3b425757821916298cafa63f6b1effaad6446a569c6b4f703abfd10c6ce304d

Observation d0b86643-8c46-4a19-ad04-c83ea3a6a46e · outbound

This paper cites J., Reuel, A., Roberts-Gaal, X., Calcott, R., Coxon, E., and Deshpande, C.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis J., Reuel, A., Roberts-Gaal, X., Calcott, R., Coxon, E., and Deshpande, C

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.653643Z

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=2026-08-05T15:17:55.016980Z digest=sha256:94f73bcde5c5254a3b85cba96ae73f68917e14adf54eb8da041c07faa2caced9

Observation 2829b09d-8231-45f2-aa8d-f0a922134227 · outbound

This paper cites Defining and Evaluating Visual Language Models' Basic Spatial Abilities: A Perspective from Psychometrics.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Defining and Evaluating Visual Language Models' Basic Spatial Abilities: A Perspective from Psychometrics

Reference 72

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local_arxiv, observed 2026-08-05T15:17:55.310213Z

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=2026-08-05T15:17:55.019463Z digest=sha256:1f771dec77781d9824d1de3f85ff8a9f2d8c0f5d7317b3a83593401ac6c69c7b

Observation b95c83ff-e693-4b1a-ad3f-14ae159aa2ff · outbound

This paper cites Visual planning: Let’s think only with images.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Visual planning: Let’s think only with images

Reference 73

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no resolver link, observed 2026-08-05T15:17:55.022266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:55.022266Z digest=sha256:993965ea306f0b3165a167416812c76b48b4991caff4d30a2b528c79b063b096

Observation 6a537de0-0f33-47e1-869a-3dfe68323025 · outbound

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

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 74

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no resolver link, observed 2026-08-05T15:17:55.025750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:55.025750Z digest=sha256:565117d68d0ef40524640dfce4e91d5ac43e81a42bca2e8a84badebd8214fd04

Observation 705cfcda-b501-4173-b70b-169a7483e77f · outbound

This paper cites Spatialsense: An adversarially crowdsourced bench- mark for spatial relation recognition.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Spatialsense: An adversarially crowdsourced bench- mark for spatial relation recognition

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.645256Z

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=2026-08-05T15:17:55.028430Z digest=sha256:06a555566fac4067a8ef973f6b6118d715b44ec219320eeb15c9f819d6582d60

Observation 8bfa5b60-875e-430a-8386-ff21e66ce366 · outbound

This paper cites WikiQA: A challenge dataset for open-domain question answering.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis WikiQA: A challenge dataset for open-domain question answering

Reference 76

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no resolver link, observed 2026-08-05T15:17:55.031238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:55.031238Z digest=sha256:017832ad7d24c32f54d22935e052dab39bb4dc2c7975742c3a84f67cdca219d4

Observation dd2ab4ce-a34b-4fa0-9a3f-7b0c3d2a7ef2 · outbound

This paper cites B., and Kohli, P.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis B., and Kohli, P

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.636418Z

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=2026-08-05T15:17:55.033613Z digest=sha256:7b61e9b2036b82b172103e58556ad6decbc0cf118731496b8fd951363871c4eb

Observation 80601ed4-8562-4135-89d2-13fe0fb09c9c · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.627666Z

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=2026-08-05T15:17:55.036290Z digest=sha256:784e082b728d4280f20cffff77c2c9392d9ceff1a14636e0b023dbef3669bbef

Observation dfabdd0b-a398-4199-9685-ab6452281975 · outbound

This paper cites Scaling and Beyond: Advancing Spatial Reasoning in MLLMs Requires New Recipes.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Scaling and Beyond: Advancing Spatial Reasoning in MLLMs Requires New Recipes

Reference 79

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no resolver link, observed 2026-08-05T15:17:55.038720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:55.038720Z digest=sha256:0031c2e0885421b80b140576740bd236519cd4fecbb188c1a926b7a463591bc5

Observation 6484d952-4f41-4021-b785-b8be2d5c1b51 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.620107Z

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=2026-08-05T15:17:55.041408Z digest=sha256:b94c6ddb0b6663d9a8dfd1ac7b13715e8e38f0bca2fa470ae34b423196da8457

Observation 2e7917d2-ba30-45a1-bb2e-01e313cbb795 · outbound

This paper cites Predictable Artificial Intelligence.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Predictable Artificial Intelligence

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:55.044241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:55.044241Z digest=sha256:988319edade7c0adce7db11c1151331b5b9e80af3b3e939a308847f880ad8d1b

Observation 71d82b43-601d-4638-ab7a-9394cf6a4bf3 · outbound

This paper cites General Scales Unlock AI Evaluation with Explanatory and Predictive Power.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis General Scales Unlock AI Evaluation with Explanatory and Predictive Power

Reference 82

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no resolver link, observed 2026-08-05T15:17:55.046871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:55.046871Z digest=sha256:925d3233708cee5dde1701179074a360a3427349768a7dcf5a962a0d0f792d82

Observation c6621381-35c9-4023-b890-f62c9c8aa1fe · outbound

This paper cites G., Plomin, R., and Malanchini, M.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis G., Plomin, R., and Malanchini, M

Reference 83

Resolution
verified exact
doi, observed 2026-08-05T15:17:55.084993Z

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=2026-08-05T15:17:55.050082Z digest=sha256:e9e7a4ee33b70209e1a2163b33766f92d31167909e70f42a0cbe2db4ab0fcf92

Observation 6dfa3a34-589d-45fe-8933-9c3039c5d9b4 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.612762Z

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=2026-08-05T15:17:55.052638Z digest=sha256:1bd4380b1d071534f04c1454161df06b2ba6685cb027160152d2f320bba81824

Observation 4e7aaa9b-6666-4dc9-843b-0b37afd11ada · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:17:55.605448Z

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=2026-08-05T15:17:55.056025Z digest=sha256:ab396502378b63877fc2ebc41c409869120efe07ac9d1e7326ff9d79654ba07f

Observation c1ddc4ff-5376-4cc4-b279-e122badf581a · outbound

This paper cites Part X of A points toward C.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Part X of A points toward C

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:17:55.598125Z

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=2026-08-05T15:17:55.059074Z digest=sha256:e0879e8c9e403f20ff2ee708fb7b33615099696ecde9deb5cb467f3615a9c224

Observation a26f3f31-001a-4cac-bb57-17cb49cea3c7 · outbound

This paper cites an unresolved cited work.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Unresolved cited work

Reference 2009

Resolution
verified exact
raw_fallback, observed 2026-08-05T15:17:55.398805Z

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=2026-08-05T15:17:54.946437Z digest=sha256:b3f3f538d4209ab30c1c56300795aaa588361e0ef97352e7d1410b64f951bd6a

Observation 3cd6815d-c55e-4bf7-b4ca-7f5252b58a5b · outbound

This paper cites Accessed: 2025-05-09.

11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis Accessed: 2025-05-09

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T15:17:54.869401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.869401Z digest=sha256:029562893c8cc4905d8cf97efcfe9f111136439e79c22a82d80bb0dcda727048

Pith citing papers

Observation 907e2a05-f280-41c0-bcf4-63d35f00652b · inbound

How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction-Driven Image Editing cites this paper.

How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction-Driven Image Editing 11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis

Reference 1

Resolution
malformed identifier
arxiv_id, observed 2026-05-22T12:11:31.121162Z

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=2026-05-22T12:10:58.988705Z digest=sha256:ced4b9c8dddfb8cba59ae0319072031b3b169d0273621583dc73b7f26f27bf8c

Observation 179ef87d-16d3-4aaf-9e64-856002f86a91 · inbound

Multimodal Language Models Cannot Spot Spatial Inconsistencies cites this paper.

Multimodal Language Models Cannot Spot Spatial Inconsistencies 11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis

Reference 20

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T23:13:24.789953Z

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=arxiv_source observed=2026-05-13T23:12:27.333405Z digest=sha256:1240d8b451710c43184f30dc7ef002cbae709ee971e6a25b990a59862a4ee722

Observation 1fe42ddd-d223-43f1-8530-d7018ca6c9ed · inbound

Do multimodal models imagine electric sheep? cites this paper.

Do multimodal models imagine electric sheep? 11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T03:26:19.585485Z

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=2026-05-12T03:24:01.933339Z digest=sha256:38543ce705f6d24835c10e6acfe2c5e56a30252ca9716344a4d159c91d4e440e

Observation f8d643b8-ec8d-4a66-b3a2-59e13411a101 · 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 11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-07-04T16:19:57.689662Z

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=sha256:82ee707eba314714fee14d3524a01e8435afcefa6436ce71b34a68bdef9d8150