Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T17:35:53.613108Z
Paper Citation Record · LEDGER
CEQuest: Benchmarking Large Language Models for Construction Estimation
As of 20 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T23:28:58.158507Z
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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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.