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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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=sha256:4713d15accb9ec7fc77859f43025947d31a2bbbfc082b2192fee1d3e65b75299

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=sha256:9ad3147eaa83f1cfbc5559f59374e235ec2028c4bd9d7487916d2f485b32f38f

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=sha256:742d3e513df6be53c4001195a2e956da411b91d5447de3a61dab6942e59c5edf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.825379Z digest=sha256:c4c0cf46b3b6f549d963c703ac8abdfeddd1858ad945adf9851bdb3d2b66016c

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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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=sha256:396d1b706b8e351225fce0597894471ae0565938bf9603fb345b95c4983c39dd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.831394Z digest=sha256:d04a262aa9ec711f8ec03760f1f9b49afc3bf490da9ac6b79fa9d5ac2328273e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.834313Z digest=sha256:f18b5c286109d644b6f01031164df652d9f321dd865147fc51a07613bbd5322f

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:f6a305200837e3869914725228b9359bd1d36678dde4b237b93f51ff1933c9ef

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=sha256:7611a671ed1d4d05ed7692fc6f516e0d51ca5d27f1f8168e2b6fb2332c554390

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=sha256:1229cf6e494e1049ecf4581fdc1f9570d4ee2b4159304bf4dec67e1a466a69b4

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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no resolver link, observed 2026-08-05T15:17:54.845047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.845047Z digest=sha256:e582794b016570ccceae0e1b2cbdb67de9fe8d71be7f5d44053018fffa2e92f2

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.847714Z digest=sha256:60cd3de3728d6a53a55433d6be5792d20faf51baff850d821ece6154c133e049

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

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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=sha256:83ef26241ef98d74712ee3434e1b84a9ddad0e9996206e58b52933b00bf53d04

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.853093Z digest=sha256:46e7ccbd792dbc0a320c3cdc81277516f85604d491020f8d5621bbb51d176ee5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.855907Z digest=sha256:7db6a68912477fcff5f806ce2024eb987c456f10701827b2daa9d08b19599524

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.858392Z digest=sha256:12742be87bea9c7c4b2aa470a4df8013ee9af8b8bd22ad71e131e08dd42ab5b9

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

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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=sha256:853e53448b5a53c69b0c28e04e5bcf2cdf6a4fc0937de44adef3d5d48f0b7b6b

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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no resolver link, observed 2026-08-05T15:17:54.863708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.863708Z digest=sha256:ced86492f7de47b61ba1361724ef3a3d98f6a55f8f01dc7e3e77ab4b597166c2

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

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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=sha256:12c42b2ffe757df3d2fb55845348932802e5e09299f35ba5faa06a10aa6ce09c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.871912Z digest=sha256:994827ff25791540982037efd62a198cd94d45f028ca9e52b219b0f6d421f9d3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.874291Z digest=sha256:98124cc88ff9225dea6182c7a96eb8c5a71c5f3b4900913b3ce353857576eb0b

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.876807Z digest=sha256:e046d40bfbbfe5bc3577cda0f9e5363e62942dc79a1dd7a1be0f76901202a93a

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

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.879405Z digest=sha256:78d059f03f5a26b7661cd8e167371217401372dbdf294ca0ac0ffe45ae72092d

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=sha256:71d089b0609243def6460b25f33214aced36f54236d6566308f6231074bcebdf

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=sha256:54ea57da03fe9fd60ddcbf1e007111f0db303fbe4b5ee034d96fbf0aa83d4ee4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.888862Z digest=sha256:3bc6d3761f7e22cbc32b2077c248bcd516c0954c1232a0830333525f9873f8e9

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.891896Z digest=sha256:3198a1061fc87497e11c289bf3af0993eb3bc620ecc324a82e565ad3ecb5b894

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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no resolver link, observed 2026-08-05T15:17:54.894883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:17:54.894883Z digest=sha256:e05670a9ed77f3ad14e9a849544669f7791ebc4c54946a1d8f11910966b5ac16

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.898550Z digest=sha256:1cafac677f0dfccf94616ef831c7091ad7f65e7ddee7878647bf3eba294e211b

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.901162Z digest=sha256:bcb41fa4105c828edc2b0f61bed9d1d289b948613e20d9e3c49209d11f86aed6

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.904033Z digest=sha256:f19445fe251d8d15ffa26a6886c6461d3034a6e0fd27fd2a0e9a9222aa12b461

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.906817Z digest=sha256:50b6cdd0437876e92cc06b62584fa32073a57c34bd3e56e9571647a696b94570

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.909530Z digest=sha256:6eed7139b562cd91df430bb97199f7fc07c0e71e8ce51a4a4265114717efdb23

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.912214Z digest=sha256:a50f3aa5163323ad76e72339f262a4062bac00f0ee317d7a2446ada37daa012e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.914985Z digest=sha256:c643e1365c1e0678cdb539517cd62fc35b61237132d4132e1589e3f2937bb09f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.917544Z digest=sha256:29a9586f385db187692d4474fa7afa5b025e140259ee2ee4d6bf0ff358a2cae1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.920163Z digest=sha256:687082dd1fb4f238f08c658b94f38c9554860165edb7fa97ab7e5ae01f90a9c9

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:c240a91abde1639e1f56f3c256f428e63257680ade16bbc1b2287c98c19388e0

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=sha256:1e4a0b7f38f13070c0c4ac495ade82c721d55ffbd55bbbbddfc4b7319c455e66

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:be96df6ce882ba6df2b2a4685d4f414db23038373dee57d910a0cfc2120d21e7

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.930599Z digest=sha256:956f8587acaa30cafd33f8245dcd1a7332c30c717d4cca0a029eb707a67c4e00

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.933634Z digest=sha256:47743f9eef8859cfc83eeea295fb9194ebc4eee2e3c67c6fe8fb6f19a1e9b7e6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.936019Z digest=sha256:f0f54fce340b9be93297c7dce2cbfc5064a64337fe13a3273e1dd436832259b0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.938507Z digest=sha256:605c624ad4a50db5527a3675b96e18c86ba4879caac0c19f0626def84d8c81cc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.941088Z digest=sha256:8f1a7f43075554be4ef4e11ac993de39c679e58883edf7a27e00e0410b9d02ea

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.943681Z digest=sha256:5800be654813ea29f739ce922f15cf5023e46ced2b6f9a9bf9edd8379e9d0d7b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.949960Z digest=sha256:f10bf2a3e7b5d98f146b193e48699dbb1f392d5db638a414b3354429916f6757

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.953412Z digest=sha256:7e4e95c9343372c09a84be8cd96a24d3dc941d23daecf0c405ada0e442670908

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.956130Z digest=sha256:6c5f72b1c7e33772a84834eef1b242c153308ab2692d98aeb07f3dbc81c691cc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.959670Z digest=sha256:8aa03eede247fd2a479e1908086009952ceac15efecc0a959c2f1f203cb8d6fa

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.962435Z digest=sha256:fb802575445dbb6fc9727ce5be704b1468fea6fe21adc544e19d4eb6dc49a44b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.965063Z digest=sha256:0985d1b3b3ef59df3494cdc1bbdebadb4bf4d77836568fc6c51ae62f23aef07f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.967765Z digest=sha256:21276d688e367d2c4358b86a5f600a0b4c499e2f3ce747cd6acd429224a666b6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.971060Z digest=sha256:d04225f30a49c67fb05d4c3f3d69072ac18a8a44a7ee74a4f5d4407adc37f34b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.973677Z digest=sha256:95a5f1ac387d74469746f927a64f5e07561f0c64f30ab28af2d2ecbbd92710c3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.976453Z digest=sha256:2f7d89a3bce4495e4dce4f6bfc535087afd6f148ca3a17f317c213276707219a

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=sha256:11b6c07d423706b5c8d9aaa44952b527682ff8b0233eed7ceea1c5ee70b1f4f6

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:c359d490c7ad744e85289a4b6297408f33a4dd74f59512ee9737b73cd7e7145d

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:f3732422476497928a7838bb4aea7ea2f56ed50e580d19d5ca9b2b3d220a9572

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.988023Z digest=sha256:382fe2df57523affa85847506fe79a1e0350374ceb7afcedab1f256f301bd7d7

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=sha256:694bddc93fe79f5658933f6ccb6a4a0757ce466459000f9fc0af1e07cbd5eddf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.993219Z digest=sha256:89f7d1e16919373f10d124ab7d78af038a49d6249e58d8e32bf6ca0279b76708

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:bea55041ac4cee97f56efcb6c3c9f66310053d49367f51fbd3ad0ba41ab6cc11

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.998469Z digest=sha256:81a718b7d6422f548af0e383fc683bb5c0592e0e173c989e1104aeef7277e882

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.001192Z digest=sha256:52a05533c29c8fce98b98e2b4ff2949e3af0abcbf29716c4102a3c3a48da3b33

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.003605Z digest=sha256:da89dbb1f53bb5462c183199f0ce9139b92382009c879ec38008b1666eb650f8

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=sha256:7c1baae0a93885a1ff87338dc0474d026c862b085661dca5a9bff425e8a83871

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.008573Z digest=sha256:2f14805b304be0318f1867c2ea9713d37aa6823856bd3274b0a92719fac9cb64

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.011530Z digest=sha256:aad11f8cbe62f2483803348106bef1df22683783574a5a61820e2ba90a3a53cb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.014020Z digest=sha256:8bbb30ba0666d063440ba4785937dd94624a9c9dc715933af84bf3015234d82a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.016980Z digest=sha256:741a6421e0b49cac5c4eeb99964fef122cab6f2d1aa24a962c3d8213a828fb76

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.019463Z digest=sha256:21f3667347e1d13567a0c3f5c416a920ae04dc68d263710e45b36c2552a608ee

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=sha256:8b73e266958ee4918986b225cf3d0c89ecf47523228d612d38390f40adf6d6a3

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

Resolution
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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=sha256:86fe0364d4a78d791d190e57e2d2841402cd13753e97bddca8ea5cf82e4c7d1e

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.028430Z digest=sha256:d65590e6cf45a10c55156afa34d4391ab43d6779416478f25579bda17a91fa76

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=sha256:74262b7ffec30fadf690035399b82dbf90007ce59d0e4c0c65c59148e558c5fb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.033613Z digest=sha256:4a5aac7d217edda8c3f7f2a27fbdb548a7555fbc74f9c14eb5d60bab0a8ae225

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.036290Z digest=sha256:967caba7cc98605c14be4ccf7fe7f1332acbb8f4b5f715ce2e5757aa8d1ef02c

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:f06507ad1c64f411269ef26ebfb84c9689f5dc43b6b26a244011caea768d398d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.041408Z digest=sha256:99d9b33fd008be1e52eeac7e97854a252b795a32016d3959622889da0c977a7b

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=sha256:462b2a10d3c6c2f711f7eb13b170537e35b9d9c9db225170c736c34bb61c7ec6

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:c16ac0ed9213a30a2c7c8c8a863b5138276a0deea1de0cd4e7c04a2e5218280a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.050082Z digest=sha256:281376dab75a91fdd9e190cde211115029f33428f0ad403ea3fdc879528b19ab

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.052638Z digest=sha256:a103b9de4db0d327605159f5771360f3471cba84d0d69dbdc280ef2d2a265bfd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.056025Z digest=sha256:ffc9b6a803ee5def3aa8c9abd88de3b37e5e6be98dc8ecb9f26da5f7c412e231

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:55.059074Z digest=sha256:e8b174395ac5886dd3e66fba2ca292ea656ba42c931f178d234a9d73c0469665

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T15:17:54.946437Z digest=sha256:8e68dbe71e5405c8d6157642f374e96a1b2fa38dba7d5814efb0536badc3d60b

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=sha256:25201cfeb31e9d71d642cacab250ed933d3ec9b2009944bedfd80651ce6c74a0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T12:10:58.988705Z digest=sha256:55bd98eb908797d7bca9670bc1d9471d96d9e3ec5c442073a2b23bd11b94d4f3

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-13T23:12:27.333405Z digest=sha256:a35fa2ed31150f84ba38f4176801122b96e32ff95383964a5d80038442f7427a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-12T03:24:01.933339Z digest=sha256:3597893fdfca1ddb1f378613a1d7fb3a74a5b0f6599b24ef5d8199d15eeb7846

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-26T00:46:17.094339Z digest=sha256:5f776b1625ca074bcb8b70f07e518060b7be8496b381a8feeaf3b790a2774413