Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:56:21.553021Z
Paper Citation Record · LEDGER
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models
As of 18 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 6 inbound Pith citation observations for arXiv:2501.00316.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T14:23:24.072935Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T05:57:41.472084Z
Reference resolution
49 of 49 outbound references displayed
- verified exact0
- verified fuzzy26
- unresolved22
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 2bff3acc-4bf4-40d1-9f3a-8372c64ebe60 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 1
- Resolution
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- raw_fallback, observed 2026-08-10T22:56:22.170166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0bf4287f-c96d-4930-9c68-845f0e33334b · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:22.158659Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 014a6351-0e92-45d1-badd-701a43fe7d44 · outbound
This paper cites Zoom level 1 Figure 9.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Zoom level 1 Figure 9
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:22.148148Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f2b80fd1-97ea-4013-b4d4-44f5a5795d71 · outbound
This paper cites option_no.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models option_no
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:22.103199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 19a497ec-86ab-40b2-a7fa-62e59035a0fc · outbound
This paper cites We can see that all models struggled, with the best accuracy being only 51.06%.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models We can see that all models struggled, with the best accuracy being only 51.06%
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:22.137318Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 73e3b3dd-b9c5-4f5d-9890-1865e41d71e7 · outbound
This paper cites Here LLMs showed significant variability.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Here LLMs showed significant variability
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:22.125442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e2b90dfa-2e8b-4dfe-a952-9633fcbf404d · outbound
This paper cites option_no.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models option_no
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:22.114260Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6f846084-337b-4a9c-b5a3-9d3e2675ec56 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:22.055374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 81ceb39a-6009-4d70-a5b3-7d7b32a34ce8 · outbound
This paper cites Latitude: Seurasaari (60.1856) is slightly north of Helsinki Central Station (60.1719) 2.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Latitude: Seurasaari (60.1856) is slightly north of Helsinki Central Station (60.1719) 2
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:22.091909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e4be4abe-8a8d-4252-a62a-264a350eca8e · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:22.080089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e63ca45d-d874-4ab5-94ea-0405ecdcf1f0 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:22.066962Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fc8fb448-1875-465b-938c-98d8ef6a0f6c · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 14
- Resolution
- unresolved
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0d9658c6-e946-410e-8f80-f6075d2f2983 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:22.030930Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0cd803d3-5a43-4559-a74b-fb55b1a74d19 · outbound
This paper cites These are: A&W Canada (open 24 hours), Quik Sushi (open 9:00 AM - 7:00 PM), and Big Pita (open 10:30 AM - 9:00 PM).
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models These are: A&W Canada (open 24 hours), Quik Sushi (open 9:00 AM - 7:00 PM), and Big Pita (open 10:30 AM - 9:00 PM)
Reference 18
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f4802a8d-bdc9-482f-bdbc-6e65dc90adbc · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 19
- Resolution
- unresolved
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bc6617b5-dfbf-470c-bd31-20fc70fb7775 · outbound
This paper cites option_no.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models option_no
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:22.018953Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b8425f85-4413-4444-8e1c-17b8c2a243b4 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.981505Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f04f09ec-40b1-48a8-a3d8-5825a937c9a4 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.969954Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 964f129e-1e32-4e7f-abeb-25333addc6dd · outbound
This paper cites option_no.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models option_no
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.958677Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7226bf1a-7a69-4801-8df8-67c9de4916e2 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.947605Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 20464efd-f7d4-47e8-9412-6716b2746167 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.935653Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0e26b6ba-17f4-4ff6-ac0f-26be9ca5a6e2 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.924153Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5fb3d4a0-5e0d-4f0c-b9aa-9608cfe2ef8b · outbound
This paper cites Calude-3.5-Sonnet: Option 3 is the most suitable schedule based on the given information.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Calude-3.5-Sonnet: Option 3 is the most suitable schedule based on the given information
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.911445Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ddad3bc9-9906-49f6-8de8-a917d7b3eeb0 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.898048Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation caf04516-b216-445a-9dc0-9811799e5e96 · outbound
This paper cites Nearby Cafes of Petaling Jaya are (sorted by distance in ascending order):.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Nearby Cafes of Petaling Jaya are (sorted by distance in ascending order):
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.885279Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 83ab84c9-34ba-47c1-acb0-64b95ed6d1bf · outbound
This paper cites - Rating: 5.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models - Rating: 5
Reference 30
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bb21cff5-f64f-4884-824c-127a81d6b78c · outbound
This paper cites option_no.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models option_no
Reference 31
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ee5577e0-c4cc-4c64-a784-97af085dcf24 · outbound
This paper cites action" values:.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models action" values:
Reference 32
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c39013b3-cca1-4e07-a608-20e06b4d5df3 · outbound
This paper cites action":.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models action":
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.828937Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0d26c86e-783e-4958-909a-62c1eb77b443 · outbound
This paper cites action":.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models action":
Reference 34
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4103ff9c-7068-4ad2-9bc3-be0383d53b28 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 35
- Resolution
- unresolved
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cd8db914-5384-4645-bed0-b985feb4872d · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 36
- Resolution
- unresolved
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fb50b198-c841-4ee4-a8e1-3235ec212020 · outbound
This paper cites action":.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models action":
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.779310Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 18680bcb-fa09-485f-9ec1-cb7f675f588a · outbound
This paper cites Baltusrol Golf Club.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Baltusrol Golf Club
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.765894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 07857143-40f0-46ac-9018-af7c69b93708 · outbound
This paper cites Maison William Caldwell Cottingham.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Maison William Caldwell Cottingham
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.754120Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4ece20f3-ab04-435f-9265-d75527b3e964 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 40
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-10T22:56:21.740369Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 849c2cf0-0aa3-4721-91d2-8027bc3010d7 · outbound
This paper cites 67 TOMAS ESPORA.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models 67 TOMAS ESPORA
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.727210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 410b099e-2100-4bf6-8684-f20b500ac7b4 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.714610Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 58978663-3319-4245-8a76-0e8cca98aff6 · outbound
This paper cites 0) Unanswerable.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models 0) Unanswerable
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.699516Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0097d4f0-c614-43c8-aa8a-257d4f8f4723 · outbound
This paper cites 23 km". Therefore, the correct answer is.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models 23 km". Therefore, the correct answer is
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.686536Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ab6c8ecd-c846-4b39-bb12-7fcd1f7c4922 · outbound
This paper cites 1. Square Hospital.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models 1. Square Hospital
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.674675Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e75de669-3e7f-47b4-92d2-fc6a3258a259 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.662370Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 086e66d3-059d-45cd-8fe3-e59046a553ef · outbound
This paper cites Square Hospital.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Square Hospital
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.650105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation eff43bb7-6c86-419b-948c-31afbc0954a0 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.638389Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 00ca3cb6-5836-42dc-a38c-bfc708cf6cd4 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:21.626191Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2c9e66a1-027e-4b4c-a1e1-591e16fc1445 · outbound
This paper cites Llama-3-VILA1.5-8B: The answer is 4.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Llama-3-VILA1.5-8B: The answer is 4
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.613948Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 71cafa61-ecc2-4563-8caa-fc1d8b1da6a6 · outbound
This paper cites 1) Car Museum.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models 1) Car Museum
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T22:56:21.600819Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e5a1f925-a848-465e-ac01-6b3ad58af3a7 · outbound
This paper cites Qwen2.5-VL Technical Report.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Qwen2.5-VL Technical Report
Reference 735
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:56:21.349552Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb2c7a1e-8e48-4256-8706-fb1c8330e313 · outbound
This paper cites an unresolved cited work.
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Unresolved cited work
Reference 2024
- Resolution
- unresolved
- raw_fallback, observed 2026-08-10T22:56:22.181799Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Pith citing papers
Observation 35330b28-ff86-491e-a8e7-8cb93430f099 · inbound
V-RoAst: Visual Road Assessment. Can VLM be a Road Safety Assessor Using the iRAP Standard? cites this paper.
V-RoAst: Visual Road Assessment. Can VLM be a Road Safety Assessor Using the iRAP Standard? MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T22:08:30.506709Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 65eeae8c-36e2-48ce-8939-8ceb51a810c7 · inbound
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models cites this paper.
Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T14:23:24.072935Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebc2d221-7450-4dcc-83ce-0268a572ada5 · inbound
MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.
MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T20:16:34.479823Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7716c7b3-5e74-4fac-83de-fb7942fae0e4 · inbound
MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.
MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T10:31:25.088668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9df3ad2f-1f12-4762-b45b-5fd336ace813 · inbound
MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.
MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:00:05.110597Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 558c7c35-07ff-4421-a589-0026961c302d · inbound
The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.
The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T05:57:41.473453Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.