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Paper Citation Record · LEDGER

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models

As of 9 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2608.03804.

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

pith.paper-citation-record.v1
2608.03804 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:09:35.798671Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

  • verified exact2
  • verified fuzzy5
  • unresolved21
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 720f7f12-ea09-48a4-a96a-715c26975e48 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T12:09:42.137018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation eb1a16ca-673b-4499-863a-afd5d251d141 · outbound

This paper cites satel- lite imagery, GIS data, aerial photos) in your research? (Select one.) Daily / Weekly / Monthly / A few times a year / Rarely or never.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models satel- lite imagery, GIS data, aerial photos) in your research? (Select one.) Daily / Weekly / Monthly / A few times a year / Rarely or never

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:09:41.951560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation abf15950-930b-48ae-b39a-403006af30a9 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T12:09:41.748779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5b19c852-a60b-424f-ba35-e75036c5cf41 · outbound

This paper cites (Scale: 1-No Experience to 5-Expert, one rating per row.) Desktop GIS Software (e.g.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models (Scale: 1-No Experience to 5-Expert, one rating per row.) Desktop GIS Software (e.g

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:09:41.518798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 4d96a70b-1be9-4003-8cb2-2b29efcfab69 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 5

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 89aa75cf-fdaa-439e-ad2f-3819ae039f4d · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 6

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation fc1d8075-ab90-4015-b8c0-618ff6ac37f9 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 7

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 343e3e70-c95e-4b5f-9cba-327a2cd247fc · outbound

This paper cites geospatial founda- tion models.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models geospatial founda- tion models

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T12:09:40.344154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 0c3f02dd-09b1-407a-9121-7ae96054521a · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 9

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation f369d501-99f2-49f2-a146-e4c49907bd21 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 10

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 0ca70f20-4219-401e-af9c-3afe1eb6aaf9 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 11

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1e9aa210-39e0-44d2-b7a8-8be992d00986 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T12:09:39.563410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 2d2334af-0339-4237-86ea-1bc01cafba96 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T12:09:39.361886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5908ec62-b32a-477e-b38b-81cccd70b191 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 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 2026-08-08T06:32:00.761636+00:00.

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Observation 75bdcbf4-4d96-4724-9ad9-0a131e98ef96 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 15

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 909c2316-86d3-4c03-a360-17ad1112f3a9 · outbound

This paper cites GEE, ArcGIS, QGIS).

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models GEE, ArcGIS, QGIS)

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 3fb04835-98d3-4fcf-a718-81e708b18b09 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 17

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b23a318c-5134-48f0-8b5c-1ab036882c62 · outbound

This paper cites black box.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models black box

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 2026-08-08T06:32:00.761636+00:00.

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Observation 639e5dc6-e11a-4705-9483-ae9532e09491 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 20

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 335efdd2-a382-4c0c-b825-377928ead3fb · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 24

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e2d306d1-2e5f-4314-9f39-615eb28e4bab · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 26

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 5ea36c0a-dac8-4577-9ccb-59cf82c6dd7c · outbound

This paper cites Clay, Clay foundation model, 2024.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Clay, Clay foundation model, 2024

Reference 142

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e5a4d3c3-f070-4976-b3aa-0ecb6ede4cbd · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 331

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a8ada6af-bc33-4d9e-878f-1c633e7811cc · outbound

This paper cites Analytical Insight of Earth: A Cloud-Platform of Intelligent Computing for Geospatial Big Data.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Analytical Insight of Earth: A Cloud-Platform of Intelligent Computing for Geospatial Big Data

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-05T12:09:32.213213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation de877398-cc37-4462-b648-78df83c0290d · outbound

This paper cites Lightweight, Pre-trained Transformers for Remote Sensing Timeseries.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Lightweight, Pre-trained Transformers for Remote Sensing Timeseries

Reference 2024

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e703dcc9-052f-4d53-9f30-bf192bb0121b · outbound

This paper cites arXiv:2503.16426.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models arXiv:2503.16426

Reference 2025

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 148adb07-55a7-49b7-b628-75f7ccd093da · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 4392

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b5b44ca1-de00-4879-8e66-a78a16c46ba4 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 8205

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 104c0609-20db-44f2-bb9a-795e215c70b1 · outbound

This paper cites an unresolved cited work.

How Usable Are Geospatial Foundation Models? A Systematic Evaluation of 89 Models Unresolved cited work

Reference 9887

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.