Paper Citation Record · LEDGER

Large Language Models in Architecture Studio: A Framework for Learning Outcomes

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2510.15936.

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

pith.paper-citation-record.v1
2510.15936 v3

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T11:09:51.226454Z

measured 16 of 16 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

16 of 16 outbound references displayed

verified exact0
verified fuzzy0
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9be91b74-c209-47f7-b996-45c0084861d7 · outbound

This paper cites The study explores the role of large language models (LLMs) in the context of the architectural design studio, understood as the pedagogical core of architectural education.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes The study explores the role of large language models (LLMs) in the context of the architectural design studio, understood as the pedagogical core of architectural education

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:49.338060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 936cdd23-4361-4496-afcb-618a44da98ef · outbound

This paper cites learning in architecture studies,.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes learning in architecture studies,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:49.435673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f04376b-3905-4369-b040-1e3312d8672b · outbound

This paper cites When studying the precedents, students struggle to remember, analyze and relevant precedents.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes When studying the precedents, students struggle to remember, analyze and relevant precedents

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:49.639566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1546074-46d1-4da6-bd51-28d7620b51d1 · outbound

This paper cites Remember.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Remember

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:49.755822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fea95a0e-4b36-405d-9209-886ff57e94e1 · outbound

This paper cites The complexity of design problems requires students to manage multiple knowledge types, often leading to cognitive overload.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes The complexity of design problems requires students to manage multiple knowledge types, often leading to cognitive overload

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:49.860538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3f3bbe1-c4ac-41ca-853e-628e13908845 · outbound

This paper cites an unresolved cited work.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:49.976733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51abcfa5-f59f-48ab-9eb2-8e3471e1082c · outbound

This paper cites These simulated exchanges improve argumentation, metacognitive reflection, and reduce anxiety before live juries (Liu et al., 2024; Kjærsdóttir & Tzortzopoulos, 2024).

Large Language Models in Architecture Studio: A Framework for Learning Outcomes These simulated exchanges improve argumentation, metacognitive reflection, and reduce anxiety before live juries (Liu et al., 2024; Kjærsdóttir & Tzortzopoulos, 2024)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:50.067276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53f2863d-ac4a-43b0-98a2-8c7af76d4e7e · outbound

This paper cites As depicted in Figure 8, these models strengthen the entire feedback cycle—from critique delivery to evaluative reasoning—across four pedagogical domains.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes As depicted in Figure 8, these models strengthen the entire feedback cycle—from critique delivery to evaluative reasoning—across four pedagogical domains

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:50.219256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7f80103-2f85-4a08-a7d4-5159970673c3 · outbound

This paper cites an unresolved cited work.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:50.317450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf2dfa25-8a3e-4d31-b9fe-89b9e2b1cc94 · outbound

This paper cites an unresolved cited work.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:50.435030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c81a90d-5cd7-4886-aa5d-5a3a41fde24f · outbound

This paper cites an unresolved cited work.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Unresolved cited work

Reference 177

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:50.558657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a76d16-9125-429a-907e-961543262c5f · outbound

This paper cites an unresolved cited work.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Unresolved cited work

Reference 356

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:51.226454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9db7662f-3898-44cb-a7ce-5a3f9376bf0f · outbound

This paper cites Y., & Chen, W.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Y., & Chen, W

Reference 1287

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:50.675304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7db018bd-4394-4652-bce5-badec75c8477 · outbound

This paper cites Embedded and Hopeful: A Curriculum for Change.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Embedded and Hopeful: A Curriculum for Change

Reference 1613

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:50.924384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e647801-fc2f-4586-b6a5-581c1359d931 · outbound

This paper cites Fine-Grained Bias Detection in LLM: Enhancing detection mechanisms for nuanced biases.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes Fine-Grained Bias Detection in LLM: Enhancing detection mechanisms for nuanced biases

Reference 2971

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:51.042408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9436a434-0538-424e-bb17-2bec4d3a3703 · outbound

This paper cites BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs.

Large Language Models in Architecture Studio: A Framework for Learning Outcomes BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs

Reference 3928

Resolution: unresolved; no resolver link, observed 2026-08-04T11:09:50.794417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.