Paper Citation Record · LEDGER

CEQuest: Benchmarking Large Language Models for Construction Estimation

As of 21 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2508.16081.

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

pith.paper-citation-record.v1
2508.16081 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:35:53.613108Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T23:28:58.158507Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact5
verified fuzzy1
unresolved33
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 590ae536-1c0a-42b7-b2d6-853be98d75db · outbound

This paper cites Phi-4 Technical Report.

CEQuest: Benchmarking Large Language Models for Construction Estimation Phi-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:50.549638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b1d5d6a-4026-4924-a80d-5bd6225815a6 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.956553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 241d76b2-1827-4e63-929c-e31648fb7d68 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.794612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aca315d3-8ab7-4828-aba5-ed5310ccaa4c · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.652917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eec2dd21-9d80-4bff-b0ae-8aa60c050b8c · outbound

This paper cites Yu, Qiang Yang, and Xing Xie.

CEQuest: Benchmarking Large Language Models for Construction Estimation Yu, Qiang Yang, and Xing Xie

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:50.871712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a11b6e1-fc2d-4dec-909d-3951648a7bdd · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.552965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8cb4c5f2-169e-4d32-9849-deac611be1a8 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.470068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 490e579b-75f6-4834-ac58-bf4d7b1b905c · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

CEQuest: Benchmarking Large Language Models for Construction Estimation Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:51.142034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a3f7e9-88bd-4631-b9bf-7b334a91d00c · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.368505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f508a0f5-dcca-4b6b-8826-186da9cd3ac8 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 10

Resolution: verified exact; raw_fallback, observed 2026-08-05T17:35:55.072519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e524cd8e-8e26-4810-aa65-5016fd862182 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.275122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d97fe9c7-0a67-44e2-abf4-143dcc1bfb29 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 12

Resolution: verified exact; doi, observed 2026-08-05T17:35:54.249879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation febf42f4-9113-4911-81ff-aa9d024b6ba3 · outbound

This paper cites The Llama 3 Herd of Models.

CEQuest: Benchmarking Large Language Models for Construction Estimation The Llama 3 Herd of Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:51.596558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6f81c63-b85f-4c60-a9aa-72d5665015d8 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.186007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f65d8436-c9b0-4342-b853-b5ac97bed1f8 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 15

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T17:35:54.868954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e1a7b664-7240-481c-a0a5-a585785af2c4 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 16

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T17:35:54.611478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6da3481e-e23e-42f2-a150-9077ba7bf5d5 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:57.058175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f02004b5-f52d-4f48-9484-26080652c668 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:52.049681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4830a42c-5c8e-44ed-ad9c-2556a232c3ea · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

CEQuest: Benchmarking Large Language Models for Construction Estimation Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:35:56.874199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 40b38eaf-228c-4468-83be-4436d4e84c41 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:56.720579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5257a2aa-caf4-4c5f-b11d-2aba380401b9 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:52.350379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbbe207c-2a6b-4256-b05b-e2da31e26ece · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:52.501954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65a93e41-561f-4e21-995e-8228f4c1181d · outbound

This paper cites Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey.

CEQuest: Benchmarking Large Language Models for Construction Estimation Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:52.568215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27d1232e-ffa5-43ca-8242-80dec76ecbde · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:56.604504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6c56867d-8a4b-44fe-a905-e0f44f4239dd · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:56.449966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f0280608-29dd-4f66-bd7c-964139b2746c · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:56.317347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a24e3db5-c8cf-4006-9259-6cfc961e4eb0 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:56.143746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 60b15ac1-4300-4642-a4a2-3fad2d5375c8 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:55.996485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c3a672ad-128c-41c6-8a76-adfd9c9309f5 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:55.822861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 32ecbf26-9c15-4510-b27a-e0fc9c3b5cd9 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-05T17:35:53.950157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e423de1c-cbb1-4547-9a94-0fa4ac2861bc · outbound

This paper cites Deep Learning and Foundation Models for Weather Prediction: A Survey.

CEQuest: Benchmarking Large Language Models for Construction Estimation Deep Learning and Foundation Models for Weather Prediction: A Survey

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:53.118589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4996f5c2-5a69-492e-ac5c-4bc78c23e3c6 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:55.586787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8392c25d-76c2-415e-b8dc-732779528e0a · outbound

This paper cites Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey.

CEQuest: Benchmarking Large Language Models for Construction Estimation Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:53.280877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b8b37b0-1b04-44b6-b6fe-08dad086959a · outbound

This paper cites Gemma 3 Technical Report.

CEQuest: Benchmarking Large Language Models for Construction Estimation Gemma 3 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:53.386540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27950f63-b783-4912-964b-fd34403b080c · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:35:55.378543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8341abcd-774b-4cd6-8090-ebd2c5b25560 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 36

Resolution: verified exact; doi, observed 2026-08-05T17:35:53.829465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4213c11f-d8d3-4d30-83d6-712e7fad9bd6 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:53.613108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 992a7f2c-402e-4c1f-914c-5be2c42ee392 · outbound

This paper cites an unresolved cited work.

CEQuest: Benchmarking Large Language Models for Construction Estimation Unresolved cited work

Reference 250

Resolution: verified exact; doi, observed 2026-08-05T17:35:54.082360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f6a95496-c2f1-4be0-9eec-9e936057a3a2 · outbound

This paper cites Transactions of the Association for Computational Linguistics 7 (08 2019), 453–466.

CEQuest: Benchmarking Large Language Models for Construction Estimation Transactions of the Association for Computational Linguistics 7 (08 2019), 453–466

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:52.225066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d4b2f83-e7f3-4dd9-af61-1f7a21656a24 · outbound

This paper cites In 2021 IEEE/CVF International Conference on Computer Vision (ICCV).

CEQuest: Benchmarking Large Language Models for Construction Estimation In 2021 IEEE/CVF International Conference on Computer Vision (ICCV)

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:51.320109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceea4f4b-e7e5-402d-9f02-9523b826f697 · outbound

This paper cites Holistic Evaluation of Language Models.

CEQuest: Benchmarking Large Language Models for Construction Estimation Holistic Evaluation of Language Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T17:35:52.415560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1fccdb11-93ab-4db5-bf61-051684911134 · inbound

DrawingVQA: A Real-World Benchmark for Multi-Depth Visual-Textual Reasoning on Construction Drawings cites this paper.

DrawingVQA: A Real-World Benchmark for Multi-Depth Visual-Textual Reasoning on Construction Drawings CEQuest: Benchmarking Large Language Models for Construction Estimation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T23:28:58.158507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.