Paper Citation Record · LEDGER

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery

As of 6 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2604.21102.

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

pith.paper-citation-record.v1
2604.21102 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T00:11:27.472537Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

33 of 33 outbound references displayed

verified exact2
verified fuzzy27
unresolved0
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malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9426beb1-8e29-469e-924b-0c09840f3083 · outbound

This paper cites International Journal of Housing Policy19(1), 1–16 (2019).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery International Journal of Housing Policy19(1), 1–16 (2019)

Reference 1

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Observation 68891695-de10-4713-a873-5ebe467be4af · outbound

This paper cites In: Proceedings of Architectural Research Centers Consortium Annual Con- ference (2025).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of Architectural Research Centers Consortium Annual Con- ference (2025)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.786820Z

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Observation bc104f7d-37a6-43f8-8e1d-f02a7cb46c0d · outbound

This paper cites ACM Computing Survey55(13s), 284– 128425 (2023).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery ACM Computing Survey55(13s), 284– 128425 (2023)

Reference 3

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Observation 768fd5b8-959c-4f84-bc5e-19e9d632b25d · outbound

This paper cites Building and Environment250, 111126 (2024).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Building and Environment250, 111126 (2024)

Reference 4

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Observation 527f057e-efad-46a6-a532-9e43e88f09d8 · outbound

This paper cites In: Proceedings of Interna- tional Symposium on Visual Computing, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of Interna- tional Symposium on Visual Computing, pp

Reference 5

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Observation a8829ed5-0088-4724-b355-00b90f395724 · outbound

This paper cites Scientific Reports15, 19998 (2025) 15.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Scientific Reports15, 19998 (2025) 15

Reference 6

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Observation cace648f-9da8-45d4-b60f-40e1f69ce96a · outbound

This paper cites In: Proceedings of International Symposium on Visual Computing, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of International Symposium on Visual Computing, pp

Reference 7

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Observation b9dd72ee-9d97-44b0-b6d8-266c09f7d137 · outbound

This paper cites Computa- tional Intelligence and Neuroscience2018, 7913952 (2018).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Computa- tional Intelligence and Neuroscience2018, 7913952 (2018)

Reference 8

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Observation c9140814-564f-402f-8487-dc01f4a09882 · outbound

This paper cites Jour- nal of Performance of Constructed Facilities 38(6), 04024050 (2024).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Jour- nal of Performance of Constructed Facilities 38(6), 04024050 (2024)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.797679Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1e5fdc0b-d22d-48d4-8487-94a0ce06f75d · outbound

This paper cites ISPRS Jour- nal of Photogrammetry and Remote Sensing 175, 298–310 (2021).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery ISPRS Jour- nal of Photogrammetry and Remote Sensing 175, 298–310 (2021)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.804813Z

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Observation 9ba0d3b3-f42d-4094-990e-f4dd81cb5745 · outbound

This paper cites In: Pro- ceedings of ACM SIGSPATIAL International Workshop on Spatial Big Data and AI for Industrial Applications, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Pro- ceedings of ACM SIGSPATIAL International Workshop on Spatial Big Data and AI for Industrial Applications, pp

Reference 11

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Observation b8c8a5f0-fcd3-40a4-8bdd-89880b46695f · outbound

This paper cites In: Proceedings of AGILE Walking the X-min City Workshop (2025).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of AGILE Walking the X-min City Workshop (2025)

Reference 12

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Observation 64e3106c-9593-4b45-8346-9ee3cd5ffa24 · outbound

This paper cites In: Proceedings of IEEE Vehicular Technology Conference, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of IEEE Vehicular Technology Conference, pp

Reference 13

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Observation 0144379c-5c05-4c7d-b284-809fe92db100 · outbound

This paper cites BuildingView: Constructing Urban Building Exteriors Databases with Street View Imagery and Multimodal Large Language Mode.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery BuildingView: Constructing Urban Building Exteriors Databases with Street View Imagery and Multimodal Large Language Mode

Reference 14

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Observation 49257bd7-e383-440c-a9c5-e70ee9c55435 · outbound

This paper cites Computers, Environment and Urban Systems117, 102243 (2025).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Computers, Environment and Urban Systems117, 102243 (2025)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.779437Z

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Observation a9407f93-dcdc-4659-b5f1-fa47ba9b1a4f · outbound

This paper cites OpenFACADES: An Open Framework for Architectural Caption and Attribute Data Enrichment via Street View Imagery.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery OpenFACADES: An Open Framework for Architectural Caption and Attribute Data Enrichment via Street View Imagery

Reference 16

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 60b7dc56-54d8-4d04-b29a-da9ccf20b64c · outbound

This paper cites Computer-Aided Civil and Infrastructure Engineering (2025).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Computer-Aided Civil and Infrastructure Engineering (2025)

Reference 17

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1e20ca6d-e190-48f0-9ffe-500d7830101d · outbound

This paper cites The Innovation (2026).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery The Innovation (2026)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.837187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5ea5b2de-49ec-4942-84d7-d0508524b185 · outbound

This paper cites In: Proceedings of Annual Conference on Neural Information Processing Systems, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of Annual Conference on Neural Information Processing Systems, pp

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.829884Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 97c7e801-a405-4aa4-ae85-cddb0ad93d2c · outbound

This paper cites In: Proceedings of ACM Symposium on User Interface Software and Technology, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of ACM Symposium on User Interface Software and Technology, pp

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.844490Z

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Observation 12758f01-115f-4339-a286-203d09cc2afe · outbound

This paper cites Neither Valid nor Reliable? Investigating the Use of LLMs as Judges.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Neither Valid nor Reliable? Investigating the Use of LLMs as Judges

Reference 21

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f66d7189-9a81-41e3-96e5-2e0ecb93794e · outbound

This paper cites In: Proceedings of Findings of the Association for Computational Linguistics, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of Findings of the Association for Computational Linguistics, pp

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.767017Z

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Observation 701ee49d-2be2-4a96-83fe-ae8969a08327 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Gemma: Open Models Based on Gemini Research and Technology

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T15:54:09.189864Z

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This paper cites In: Pro- ceedings of IEEE International Conference on Machine Learning, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Pro- ceedings of IEEE International Conference on Machine Learning, pp

Reference 24

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Observation a9728edf-c1b4-4220-8b4c-405b576bb9d3 · outbound

This paper cites In: Proceedings of Advances in Neural Information Processing Systems, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of Advances in Neural Information Processing Systems, pp

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.756107Z

Source-reported events for the cited work

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Observation 31a40d4a-9faf-4403-838a-ecd09fc56326 · outbound

This paper cites In: Proceedings of Advances in Neural Information Processing Systems (2023).

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of Advances in Neural Information Processing Systems (2023)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.749065Z

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This paper cites https://mistral.ai/news/mistral-small-3.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery https://mistral.ai/news/mistral-small-3

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.759605Z

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Observation 9527ad8c-fbf6-4348-9100-722004cb57b2 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery LLaMA: Open and Efficient Foundation Language Models

Reference 28

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Observation 1647bdac-33c3-43ac-bc55-29b09f4331cf · outbound

This paper cites Qwen Technical Report.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery Qwen Technical Report

Reference 29

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Observation 4b701fee-4fd4-42cf-a1a6-60e8eb461144 · outbound

This paper cites In: Proceedings of IEEE Conference on Com- puter Vision and Pattern Recognition, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of IEEE Conference on Com- puter Vision and Pattern Recognition, pp

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.801276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 646e4e61-9564-4e7e-bb39-fc08eb97573a · outbound

This paper cites In: Proceedings of IEEE Inter- national Conference on Computer Vision, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of IEEE Inter- national Conference on Computer Vision, pp

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.771093Z

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Observation a5c21669-96c4-4f2a-9735-426b4daea90f · outbound

This paper cites In: Proceedings of IEEE International Conference on Machine Learning, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of IEEE International Conference on Machine Learning, pp

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.775003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0e71573d-d85e-4392-bb24-e62a7fa33a80 · outbound

This paper cites In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp.

Leveraging Multimodal LLMs for Built Environment and Housing Attribute Assessment from Street-View Imagery In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-23T11:42:55.826257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.