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Paper Citation Record · LEDGER

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling

As of 7 August 2026, this Paper Citation Record lists 91 of 91 outbound references and 0 inbound Pith citation observations for arXiv:2508.13833.

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

pith.paper-citation-record.v1
2508.13833 v1

Coverage vector

measured 91 of 91 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:54:21.787471Z

measured 91 of 91 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

91 of 91 outbound references displayed

  • verified exact8
  • verified fuzzy64
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 33f35f98-e5ca-43bb-b949-1bd8fa2561ca · outbound

This paper cites write newline.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling write newline

Reference 1

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:09.439685Z digest=sha256:58e76ad68d4c866b38dfb5a9fac20781662e293e6c9a778eaac47e686857e75e

Observation 4b4e03a2-f2a1-4061-b247-20caf49b34f6 · outbound

This paper cites write newline.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling write newline

Reference 2

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:09.604315Z digest=sha256:78a41165a7d8f574650b2dfee1626c3f8a76bbb5ea1fa5d12cd8a4fd3b464d9a

Observation e2d5eb2d-bb57-4fdc-99ee-bf8b34fd79c5 · outbound

This paper cites write newline.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling write newline

Reference 3

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unresolved
no resolver link, observed 2026-08-05T18:54:09.778993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:09.778993Z digest=sha256:90ff82b94307eaf0a4684961c1ec81a12c8477b0f6f655562870b16b4d65af0b

Observation efa961ec-49cc-4110-8570-4d7fe941aa56 · outbound

This paper cites A deep neural network-based method for deep information extraction using transfer learning strategies to support automated compliance checking.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A deep neural network-based method for deep information extraction using transfer learning strategies to support automated compliance checking

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:09.941013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:09.941013Z digest=sha256:7a55a12dcde572f532011377f6bc5fcd6ba8faefb6c3fd923e2d8cb27952b07e

Observation 2eebab7b-757c-4607-a37f-bc315bbe8a7d · outbound

This paper cites Semantic nlp-based information extraction from construction regulatory documents for automated compliance checking.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Semantic nlp-based information extraction from construction regulatory documents for automated compliance checking

Reference 5

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unresolved
no resolver link, observed 2026-08-05T18:54:10.052919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:10.052919Z digest=sha256:f6644166d3c1aa73e8875f6dc03395c4506c661e85136cfb4163e14f55cb7f5f

Observation 9038e3d6-3f44-4441-8ddc-93a664db01bd · outbound

This paper cites Ontology-based automated information extraction from building energy conservation codes.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Ontology-based automated information extraction from building energy conservation codes

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:10.219923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:10.219923Z digest=sha256:3f5df05def3b5de0a4cf0d15076fac73b8a3314a7e4c3b89746ee87f72c88a16

Observation 3d450564-584b-4fbf-8d4a-ec58569ab4aa · outbound

This paper cites Bidirectional lstm with attention mechanism and convolutional layer for text classification.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Bidirectional lstm with attention mechanism and convolutional layer for text classification

Reference 7

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unresolved
no resolver link, observed 2026-08-05T18:54:10.355900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 99d1ac46-c991-4658-bc8e-497a31326f85 · outbound

This paper cites CamemBERT: a Tasty French Language Model.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling CamemBERT: a Tasty French Language Model

Reference 8

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unresolved
no resolver link, observed 2026-08-05T18:54:10.502380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:10.502380Z digest=sha256:5378a61a33c04ef993254f9dd4a1b510dfd298292b05b2ae40d0aafbbc87d238

Observation 039219b8-42dc-4245-8691-4c0474253d50 · outbound

This paper cites Review on knowledge extraction from text and scope in agriculture domain.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Review on knowledge extraction from text and scope in agriculture domain

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:10.633350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:10.633350Z digest=sha256:68b3b6a07b69133b0536d69f646c68f08a7c0acc73975a8f6a80bdba6fbf5942

Observation b9f492d0-9e8d-4a17-8059-2ae79e854b83 · outbound

This paper cites Information extraction from text.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Information extraction from text

Reference 10

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unresolved
no resolver link, observed 2026-08-05T18:54:10.770789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:10.770789Z digest=sha256:2a39154f706938deafe7122da3eee7263585638dec86f3fdf93e2ab7d4100ca0

Observation 88966b68-af9a-4391-851d-d3c6760f5b4d · outbound

This paper cites Information extraction and ontology population using car insurance reports.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Information extraction and ontology population using car insurance reports

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:10.928267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:10.928267Z digest=sha256:b8e46ba2e6119d80b531dfac0cda9f94e1bb45d8cb4b270fd9fe820aadd8f2ba

Observation 1cbbfb46-0dd6-45c0-82b9-8badbb419595 · outbound

This paper cites Semantic bim reasoner for the verification of ifc models.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Semantic bim reasoner for the verification of ifc models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:11.058136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:11.058136Z digest=sha256:478e8711b21d57e023a91500981eda8bc1e1c102568d344e94488530d1ea4d7f

Observation 83e02253-0da5-4c9c-99ab-8451f8c32074 · outbound

This paper cites Information extraction.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Information extraction

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:11.194277Z digest=sha256:eed9c9a6346d369da357825fba8e9d1085bd02ce8fd17c3062503a150f21a53b

Observation c6296780-c2a7-4a9b-99f3-2d3be43fe255 · outbound

This paper cites Computational methods for text analysis and text classification.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Computational methods for text analysis and text classification

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.973294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:11.334191Z digest=sha256:73bbc87d14dc59c5ec9558fce48664276f6e804688ed4e9e2c49084ee241d624

Observation 99f7f611-6591-4d19-9597-943d24475dfd · outbound

This paper cites A frame semantic overview of nlp-based information extraction for cancer-related ehr notes.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A frame semantic overview of nlp-based information extraction for cancer-related ehr notes

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.962352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:11.463425Z digest=sha256:9edd6df88ac2e9efd1a50fe7ea685d9d55ebf677e5684ec5a41b8c3fa52c97a5

Observation f648e801-2149-4a15-b268-dcadf8785bd2 · outbound

This paper cites Automated analysis of free-text comments and dashboard representations in patient experience surveys: a multimethod co-design study.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Automated analysis of free-text comments and dashboard representations in patient experience surveys: a multimethod co-design study

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.951703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:11.603491Z digest=sha256:744aa0c53c3f9e445b53b55c0df8308aed97f10f548de2aa0c5a11b71b0dcd87

Observation 6820c443-f36c-4a62-89cb-8e29f320326a · outbound

This paper cites Natural language processing of requirements for model-based product design with enovia/catia v6.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Natural language processing of requirements for model-based product design with enovia/catia v6

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.941121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:11.713570Z digest=sha256:ed66143c4704f52a438858a69305f14249e8e1fab778b74d86a4558d01cf5645

Observation c96d99e1-ea5c-4c02-8656-37e0d3c93763 · outbound

This paper cites Extracting medication information from french clinical texts.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Extracting medication information from french clinical texts

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.930747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:11.869750Z digest=sha256:fdaf5c5eac9afc663363919b8f975aeb287b0d183e020cec430da3c3d5f9088f

Observation 104bcf42-abe1-4ead-b254-be5dc1e4fa2e · outbound

This paper cites A rule-based named entity recognition for drug-related crime news documents.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A rule-based named entity recognition for drug-related crime news documents

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.920178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.026692Z digest=sha256:2a50334bc7f75350d9e30e0dedbbb2fd3c79e1eac7fcdbf3724164ae13bae692

Observation 36cbcb37-9c70-471c-a26e-ff25fb0aeca5 · outbound

This paper cites Semantic rule-based construction procedural information extraction to guide jobsite sensing and monitoring.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Semantic rule-based construction procedural information extraction to guide jobsite sensing and monitoring

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.909209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.194827Z digest=sha256:ec8fc711a084988952504fd81220297db04938cbc287e277d269fb3f1a16b5ad

Observation a32acae0-1cf0-4e62-bfb8-62bdabf801c3 · outbound

This paper cites Rule-based information extraction for mechanical-electrical-plumbing-specific semantic web.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Rule-based information extraction for mechanical-electrical-plumbing-specific semantic web

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.898084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.332882Z digest=sha256:df822afeb6add1944691e6ed51cef4daea756a8ce7898f99e92cc96ff83fd091

Observation 4c6d6dd4-b068-477c-9279-cb838060ee8f · outbound

This paper cites Dictionary-based automated information extraction from geological documents using a deep learning algorithm.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Dictionary-based automated information extraction from geological documents using a deep learning algorithm

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.886915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.416300Z digest=sha256:9a81dc50991011246256534e7b68fe4905ae122b484e1456a5b99dbf7e612ae2

Observation 29adc278-7c69-42c9-a5ce-18806e2259c0 · outbound

This paper cites Named entity recognition over electronic health records through a combined dictionary-based approach.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Named entity recognition over electronic health records through a combined dictionary-based approach

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.876124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.548166Z digest=sha256:67f214e8eef3584af06bf0d6a4b104a6b8c1fc465767420d2db0ce025ae6d9b4

Observation 7e02063f-2cb9-42a9-8f4c-978260706ffa · outbound

This paper cites Biomedical Named Entity Recognition via Dictionary-based Synonym Generalization.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Biomedical Named Entity Recognition via Dictionary-based Synonym Generalization

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:54:23.498045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.638286Z digest=sha256:5ebae3a1efc5d073b84cc55099618fd5e512642d456d28d5671b6b456bcbe36b

Observation 531b05b7-7822-4a84-8744-c919ec82d67a · outbound

This paper cites Design information extraction from construction specifications to support cost estimation.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Design information extraction from construction specifications to support cost estimation

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.864913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.781233Z digest=sha256:43419882bdc8143ff4b3c1c6e176010b2a681950a96f9b20fc2fef7d9d20dfcb

Observation 41809dcc-7202-4a43-a7b7-3ddb4cf8e08a · outbound

This paper cites Project-based as-needed information retrieval from unstructured aec documents.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Project-based as-needed information retrieval from unstructured aec documents

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.853820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.879468Z digest=sha256:75179ef3688c4b88cfe8a7628fd3d73104df5849d39c8e4d977c778b9c711739

Observation 9ca93b89-a2a6-4463-88db-fae4fadc839b · outbound

This paper cites Machine learning for information extraction in informal domains.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Machine learning for information extraction in informal domains

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.843329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:12.994771Z digest=sha256:2e7573101af66092e52776be981ca7559b0581b802cf7a4367eecc6b0a0b4835

Observation e731777a-677e-46a5-9d3a-aea3deb32f2f · outbound

This paper cites A comprehensive study of named entity recognition in chinese clinical text.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A comprehensive study of named entity recognition in chinese clinical text

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.832065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:13.137505Z digest=sha256:aba9426c6a6cdc4cee630773c7335d68aea154cda09df4555863926713574200

Observation a76aba93-c099-477d-9efd-6086b298178b · outbound

This paper cites Named entity recognition using hidden markov model (hmm).

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Named entity recognition using hidden markov model (hmm)

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.821083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:13.251576Z digest=sha256:77081658bbde0062821c7d71e9bf00521e38d2b24948bf26cc0798fcbcb54e41

Observation 5b31b496-abc2-4e98-ba74-33ecfbcb2ec2 · outbound

This paper cites Automatic recognition of disorders, findings, pharmaceuticals and body structures from clinical text: An annotation and machine learning study.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Automatic recognition of disorders, findings, pharmaceuticals and body structures from clinical text: An annotation and machine learning study

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.810226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:13.371984Z digest=sha256:6c7710fcaac523a6280f1c5d1f571a31f2794376af550809dc88845a61deb0f3

Observation f5215434-1623-4130-9fd1-a6b9abf583ed · outbound

This paper cites Named entity recognition using conditional random fields.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Named entity recognition using conditional random fields

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.798717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:13.434670Z digest=sha256:194acbdbda15d5506ddc83792250a72bb0c2beff5a6c4940dfacccf0ace70b23

Observation f219e29d-26d7-4905-ba47-9e352042525b · outbound

This paper cites A proposed model for bengali named entity recognition using maximum entropy markov model incorporated with rich linguistic feature set.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A proposed model for bengali named entity recognition using maximum entropy markov model incorporated with rich linguistic feature set

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.787552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:13.539512Z digest=sha256:f2ac13ada0a0e6d25762b45db9d7d5711473b330f12ae3ae96a138ca2582b64c

Observation 9e9631c3-ba15-4dda-ad98-1adac3f5a99d · outbound

This paper cites Medical named entity recognition in arabic text using svm.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Medical named entity recognition in arabic text using svm

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.776841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:13.654689Z digest=sha256:7900df533f207008a14d8a0b523eb899341740523839eb8efeb0754614c118cd

Observation bc34a378-23e8-45d3-b8ce-fdd70b97f84e · outbound

This paper cites Incorporating dictionaries into deep neural networks for the chinese clinical named entity recognition.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Incorporating dictionaries into deep neural networks for the chinese clinical named entity recognition

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.766470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:13.733870Z digest=sha256:07ed88d18b63b5f6e0a2bfc3d0e30516c4465165dad8038116fadf1fbc010ae3

Observation 5a9e4a9b-4ffe-48a3-9ecc-d466f1ed472c · outbound

This paper cites Character-level neural network for biomedical named entity recognition.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Character-level neural network for biomedical named entity recognition

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.756655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:13.894355Z digest=sha256:5316b0fb37dae6d06a0a39c95635e4ca5e5926e1029486048a04102bc3773c1b

Observation e2ecf801-08e0-4812-9d71-a5d732b7ca12 · outbound

This paper cites Power entity recognition based on bidirectional long short-term memory and conditional random fields.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Power entity recognition based on bidirectional long short-term memory and conditional random fields

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.744980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:14.005053Z digest=sha256:dc2b870bd15e7b042a3c69aeb9ae3db7b28b2ea0a9e8e24a6a718e7a4ddd0ef6

Observation 54e156bf-b54b-4e51-a84e-e68536956f3c · outbound

This paper cites Building a large annotated corpus of english: The penn treebank.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Building a large annotated corpus of english: The penn treebank

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.734208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:14.097414Z digest=sha256:3ffcc63f827642d76c2c33212297b61eb1788d1f5f9ff2a0148a8ed5bcec58ca

Observation 3341a537-081b-45a3-a5c8-ea8288914e13 · outbound

This paper cites Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:14.264286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:14.264286Z digest=sha256:4fa25de474a590dd72bbc9c98e81d6bc81aaf771c454fde718bb9dead6fbf6e6

Observation 9bef7beb-7d8d-4048-848c-fd3e8fd57f5e · outbound

This paper cites Deep syntax annotation of the sequoia french treebank.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Deep syntax annotation of the sequoia french treebank

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.485663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:14.391100Z digest=sha256:3aff78f16b068df1133969f51042f90e161e7db2228337f617089a5812210f3f

Observation dcb57ce4-dbe3-4609-b209-d1e31eed3783 · outbound

This paper cites A survey on deep transfer learning.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A survey on deep transfer learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:30.223177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:14.516419Z digest=sha256:0f8912a714b49b11a75ed1fa81f69abd30f1d8f9d225b0d8b890b4673a591b95

Observation 80bf2ba2-d46e-4897-a01a-9013dff1408a · outbound

This paper cites https://spacy.io/usage/spacy-101, 2023.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling https://spacy.io/usage/spacy-101, 2023

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:29.995629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:14.643980Z digest=sha256:8b9a78461ef936354dd9fbc11b664095d3a4ae87beb032bdb535de60e53cf615

Observation 8d9715c0-3639-4959-a699-e16a0e30d422 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:14.809604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:14.809604Z digest=sha256:7b3a4099378e09b7a0789c7e8eeacca0f6e0d5bfe33134d3baf61af01402a2cf

Observation 9b77d142-0522-4c32-be05-e2a30a2c5fb8 · outbound

This paper cites FlauBERT: Unsupervised Language Model Pre-training for French.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling FlauBERT: Unsupervised Language Model Pre-training for French

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:14.930260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:14.930260Z digest=sha256:7482e3ae827906ff95e6e06c72965f7dbfacf5b86234bee60d212d55f91c3db1

Observation def4e67e-ad3f-4cfd-af8d-c517eb7a33f5 · outbound

This paper cites Attention Is All You Need.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Attention Is All You Need

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:15.037817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:15.037817Z digest=sha256:5101bb4f0fbd84d98065a8d6cc015b712e0cbf916c1e385d86a7f8fa978cb340

Observation c3310f0f-2278-4771-addf-dcc4ebb95ee9 · outbound

This paper cites Pretrained Domain-Specific Language Model for General Information Retrieval Tasks in the AEC Domain.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Pretrained Domain-Specific Language Model for General Information Retrieval Tasks in the AEC Domain

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:54:23.281698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:15.131258Z digest=sha256:26db8c8b1196b963db96459666ab4b1b952bf93fdfad1b097822a41c9d24c49c

Observation 6ea4eebb-83e4-4ee6-812c-59815b17915a · outbound

This paper cites Improving language understanding by generative pre-training.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Improving language understanding by generative pre-training

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:15.239488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:15.239488Z digest=sha256:cfc270bbd47eb383f99e405313d0cd51988ab5460bc629502c3e3b431919fbf0

Observation a565a862-df40-4f8f-9637-4c167479d203 · outbound

This paper cites The learnability of in-context learning.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling The learnability of in-context learning

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:29.588128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:15.323184Z digest=sha256:64650fada13c86f3a20d5213b9fdd0de478972000c27b0b3f90b1b8d659ebd6d

Observation 0aa0a6a5-91a9-4021-b55f-f9b21a0991b2 · outbound

This paper cites 2iner: Instructive and in-context learning on few-shot named entity recognition.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling 2iner: Instructive and in-context learning on few-shot named entity recognition

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:29.225408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:15.476037Z digest=sha256:f735b1d40d825b02c72f505d7e7b054c15162306ac71e4eb33b2d39ae853e23f

Observation 81cf862a-a6f4-42ed-8049-f7947a4fce18 · outbound

This paper cites Relex—relation extraction using dependency parse trees.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Relex—relation extraction using dependency parse trees

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:29.143272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:15.609289Z digest=sha256:eb84a20773b7b18e80ef2bffbca0ce48a9b66a885d357fa183bbe2e0840e3248

Observation 3d089cef-8642-4105-95e7-3b6315374239 · outbound

This paper cites A review of relation extraction.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A review of relation extraction

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:29.026169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:15.742173Z digest=sha256:1363f2cd0547970cb4a79f9d03a61abb97d056317465457e70e629b34eb32da1

Observation 0e076dc8-0e7c-4d30-80d4-de6ce1a16997 · outbound

This paper cites Combining lexical, syntactic, and semantic features with maximum entropy models for extracting relations.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Combining lexical, syntactic, and semantic features with maximum entropy models for extracting relations

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:28.886900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:15.905327Z digest=sha256:58727aa2d037e93026c1821ab92a18cbe0ca390346ab74444b8badb1537bc10c

Observation a3f7dabb-c286-42cc-814d-25040ce9e538 · outbound

This paper cites Utd: Classifying semantic relations by combining lexical and semantic resources.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Utd: Classifying semantic relations by combining lexical and semantic resources

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:28.710769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:16.072909Z digest=sha256:54b130ee7acf90a40c5c3f5f71cdf0e0f9328fba6f7e8c8ddf7f72db6d15d1f8

Observation 89b2fdc5-d371-4bce-8a96-1efb3c592e97 · outbound

This paper cites Exploring syntactic structured features over parse trees for relation extraction using kernel methods.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Exploring syntactic structured features over parse trees for relation extraction using kernel methods

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:28.593861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:16.251102Z digest=sha256:4fd086c22800851c4d0c67d6d3bf8653ae93e86a07240b249fa8678188ee7cf0

Observation 5a704095-8167-436b-8f03-b24cef5fdf51 · outbound

This paper cites Open language learning for information extraction, June 5 2014.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Open language learning for information extraction, June 5 2014

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:28.452138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:16.365472Z digest=sha256:5a8a4334c9df96a2f1056682d62f3e85247cbcf573d30077df017a582e4872e9

Observation 4c247ea6-befe-4850-a602-05f46fe9c72a · outbound

This paper cites Distant supervision for relation extraction without labeled data.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Distant supervision for relation extraction without labeled data

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:28.297360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:16.526636Z digest=sha256:6d2ba86593e3d7f839cf378e474740884dcfec523e24bc51c927c062de5136bb

Observation 9aa9628c-4274-43a9-9c66-0cf682d57875 · outbound

This paper cites Distant Supervision for Relation Extraction beyond the Sentence Boundary.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Distant Supervision for Relation Extraction beyond the Sentence Boundary

Reference 56

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:54:23.072069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:16.623261Z digest=sha256:0ebd6b53c5a03e8dcc2bbf1b37d1a9c08d18c1a8def79211ef9102c14665c372

Observation 3c560309-3343-4e21-89a4-d2af23290968 · outbound

This paper cites Robust Distant Supervision Relation Extraction via Deep Reinforcement Learning.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Robust Distant Supervision Relation Extraction via Deep Reinforcement Learning

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:54:22.879173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:16.755547Z digest=sha256:0f75e9b898b8eff4c0be662bb69c0534a723e0ae4080807be57045e9b24f7180

Observation 0a7c6f10-8092-477e-814e-0b6a9ffd2013 · outbound

This paper cites Discovering relations among named entities from large corpora.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Discovering relations among named entities from large corpora

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:28.105773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:16.902372Z digest=sha256:2770ba4b27670c253b0ac2ba9f20ee44f9d66c1f085dec29ede1a859e36b2e44

Observation d93cc0df-003a-49fe-aa22-02a1da96158d · outbound

This paper cites Unsupervised feature selection for relation extraction.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Unsupervised feature selection for relation extraction

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:27.979376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:16.970067Z digest=sha256:1521213b374129151da55dc10b51a328af219ba41cdc99d97ae8b31c95cf75aa

Observation bba66a14-3e07-4acf-a419-35c1d23ff231 · outbound

This paper cites A Survey of Deep Learning Methods for Relation Extraction.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A Survey of Deep Learning Methods for Relation Extraction

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:54:22.608201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:17.151821Z digest=sha256:afb51364d0f7496d10704165295add7148264337d226faa212af6562af61d579

Observation 9495885e-02ae-4819-a3f9-706b2da92c1d · outbound

This paper cites Multi-path convolutional neural network for distant supervised relation extraction.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Multi-path convolutional neural network for distant supervised relation extraction

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:27.823858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:17.329260Z digest=sha256:ba0def67ad981faac23318715938a85a76b5d0bf2d316b9f16ab1bcd1bde11c0

Observation 2b40552d-5c77-4e5d-bb0d-3107905babc6 · outbound

This paper cites Relation Classification via Recurrent Neural Network.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Relation Classification via Recurrent Neural Network

Reference 62

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:54:22.446215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:17.486152Z digest=sha256:7765f88c75777b45423253a7a1afe4931bc61727f69d8bb363ae45d660a0b4ce

Observation 2e4c6bc9-5239-4c0b-a6c2-148510840928 · outbound

This paper cites Classifying relations via long short term memory networks along shortest dependency paths.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Classifying relations via long short term memory networks along shortest dependency paths

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:27.666556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:17.705105Z digest=sha256:4928014a2cfcef5c225df0c03779adf090edf1e6ffd03eb1e89a23c666ea72c8

Observation 4f81f3bf-b499-42c4-b7a6-44c8c80c8977 · outbound

This paper cites Bidirectional long short-term memory networks for relation classification.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Bidirectional long short-term memory networks for relation classification

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:27.526116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:17.881738Z digest=sha256:1163efb7cf6a30e2a4645d6f8bebb9ee926e24d58f8169c607f27a9c05b92154

Observation d48e1b5e-19ee-4d19-a2d7-1c592183dc94 · outbound

This paper cites Span model for open information extraction on accurate corpus.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Span model for open information extraction on accurate corpus

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:27.368842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:18.045776Z digest=sha256:94b62fb3ca884cef799e0b15bc37c557b6e7a71ede640ad284d0bb373018475f

Observation 50d5bd67-5801-4260-84e2-c627fad69e62 · outbound

This paper cites Effective modeling of encoder-decoder architecture for joint entity and relation extraction.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Effective modeling of encoder-decoder architecture for joint entity and relation extraction

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:27.234298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:18.252411Z digest=sha256:9a2ec7dca51747cbfa8e6f902f005abe06230e1a968e825691589ec7dbb4bfe6

Observation f3dc0f18-6037-4d1e-ae54-4bb1337f6b57 · outbound

This paper cites Transformer based network for open information extraction.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Transformer based network for open information extraction

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:27.070596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:18.434035Z digest=sha256:626f849f7b2990fa33bf1a965f191f8402ca41abcf239783ef5383e53a6a44a7

Observation ac027ab5-2031-4241-bd65-d5a5035794ab · outbound

This paper cites Multi$^2$OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERT.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Multi$^2$OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERT

Reference 68

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:54:22.203484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:18.570823Z digest=sha256:f80a1ad184d97718f13c8789cce3d3390971faf56fb99984607aef1f03ba8f33

Observation e37f7cad-dff6-4579-9b1e-42c71e8394d0 · outbound

This paper cites Negation-based transfer learning for improving biomedical named entity recognition and relation extraction.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Negation-based transfer learning for improving biomedical named entity recognition and relation extraction

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:26.939304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:18.744731Z digest=sha256:a37264eae985110b49fd28cb2cb493e8bc1a5aa078188de8af7acbc5b6721492

Observation 9755bba8-180d-49ab-96c0-a15d22961690 · outbound

This paper cites Semantic frame-based information extraction from utility regulatory documents to support compliance checking.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Semantic frame-based information extraction from utility regulatory documents to support compliance checking

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:26.794084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:18.955746Z digest=sha256:2c58b767101fb88e8a3ec49f1b61a06e82d77e92076039a7125eeca7e93d0480

Observation 8e7a4667-6104-41c4-926c-a066090ac7f5 · outbound

This paper cites Model validation using invariant signatures and logic-based inference for automated building code compliance checking.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Model validation using invariant signatures and logic-based inference for automated building code compliance checking

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:26.663289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:19.095691Z digest=sha256:2170d47bc5ef4ed4ad7c8cd2056f020c64f9564bf4fcf9d8fe697544cb9c50df

Observation 20f5e661-24fc-4e21-89eb-e0835e5348f4 · outbound

This paper cites A semantic approach for automated rule compliance checking in construction industry.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling A semantic approach for automated rule compliance checking in construction industry

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:26.534002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:19.282283Z digest=sha256:3f9bd815ba489d0b874f37f7a0aefd9304bb3b548c980bec1c3c294a3f3b81eb

Observation 43967da2-ff91-4b53-b43c-2fed86c72fe1 · outbound

This paper cites Model validation for automated building code compliance checking.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Model validation for automated building code compliance checking

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:26.345582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:19.452697Z digest=sha256:42b999ec63005d2556db032daded731d971a6573a6b109bdb264f6d643a5855a

Observation 79974b59-0a53-4ce2-85bb-30c915346e90 · outbound

This paper cites o nfelder and Markus K \.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling o nfelder and Markus K \

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:26.193601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:19.647340Z digest=sha256:663bb078c9a117acd08a816da4666d2c6fb2c8471f093b52f753098b6d19e03b

Observation 26d1b14f-351b-4ce9-9c4c-25a88a60e7c9 · outbound

This paper cites Automated construction specification review with named entity recognition using natural language processing.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Automated construction specification review with named entity recognition using natural language processing

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:26.024251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:19.778479Z digest=sha256:aab76a00e71eec95cfde8f135ac2dd6b61c0abe793617dc3243fc5efcc0a4d16

Observation fc82f069-c4d9-4fa5-a440-4c4ac27ac0df · outbound

This paper cites Bridge damage recognition from inspection reports using ner based on recurrent neural network with active learning.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Bridge damage recognition from inspection reports using ner based on recurrent neural network with active learning

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:25.865232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:19.974131Z digest=sha256:3c8108bb609b9e317acd8909847f356b36c4ced184cc30a0dd5fdf786c81937f

Observation 0526e1a0-99ae-474b-aba1-57acce1297b2 · outbound

This paper cites Automated system for construction specification review using natural language processing.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Automated system for construction specification review using natural language processing

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:25.700346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:20.155668Z digest=sha256:8a1a5ae4f8d6c98323b0cb98e0abc2d4ea4076b76876c36470424b5ca738e806

Observation 6f3939ba-a9f6-49f2-a20e-5b9e49c7f789 · outbound

This paper cites Enhancement and validation of ifcowl ontology based on shapes constraint language (shacl).

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Enhancement and validation of ifcowl ontology based on shapes constraint language (shacl)

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:25.593007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:20.372950Z digest=sha256:e6c1f3183f8daedc9eb76fdd82b64d88838b4addeb14070a3169aed2d26ac39e

Observation 166ab7b3-24d7-47f4-bd8b-fc37deeba461 · outbound

This paper cites The levenshtein algorithm.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling The levenshtein algorithm

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:25.397022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:20.569290Z digest=sha256:446151c218027f717e1b31a89109d106a40454077460959d4bc0b3cd8138c846

Observation 4bd77f12-79d8-4dfe-a72d-e6215e867a50 · outbound

This paper cites https://plan-bim-2022.fr/actions/ptnb-axe-c-le-dictionnaire-national-de-proprietes-pobim/le-dictionnaire-national-de-proprietes-pobim/, 2022.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling https://plan-bim-2022.fr/actions/ptnb-axe-c-le-dictionnaire-national-de-proprietes-pobim/le-dictionnaire-national-de-proprietes-pobim/, 2022

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:25.276533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:20.726555Z digest=sha256:28865c098e25962a49d49c8a683a58973c002a1aac7f0418f0653a8f587c5105

Observation 2da3056a-ad95-49a5-bc3f-6b1d1396afe4 · outbound

This paper cites Le cen, pour une norme européenne en matière d’interopérabilité.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Le cen, pour une norme européenne en matière d’interopérabilité

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:25.103469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:20.862198Z digest=sha256:c052330c35c056bd71936fb345bea7589fd20a33f13cdf80707efd472f82b13a

Observation 9b243d9d-ec8c-475b-a9c1-b782f138b394 · outbound

This paper cites Rapport Mission Numérique Bâtiment.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Rapport Mission Numérique Bâtiment

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:24.914899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:20.981952Z digest=sha256:c533da799a9107420c1bf72853cbfce1ae0fca1b51a8051ad274d055350a7984

Observation 7f4057eb-3a58-4a5f-87d6-62ae5db411df · outbound

This paper cites The impact of using different annotation schemes on named entity recognition.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling The impact of using different annotation schemes on named entity recognition

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:24.717160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:21.043452Z digest=sha256:3f1375e7c67db42567a719e8c549046433552c5f4003eb6c61946ca552e1832e

Observation 1657f166-7960-4aab-a9f8-a629f9dce4bc · outbound

This paper cites Named entity recognition in estonian.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Named entity recognition in estonian

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:24.541780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:21.096221Z digest=sha256:c8b1ea9beb13162d0d7b9cc843543c0d7acdc0a46abc16e543deaada97a2f648

Observation dabc26ed-f949-4e6b-8a9c-2c71cf8b1df5 · outbound

This paper cites Fine-grained named entity recognition using conditional random fields for question answering.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Fine-grained named entity recognition using conditional random fields for question answering

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:24.339313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:21.205556Z digest=sha256:54cf52d2e70b4bf9a1f6f82905fde9054eceec18728fc7dd9ac27e86ae8f54a6

Observation 6ce05815-8e07-4396-97d1-57938c214c07 · outbound

This paper cites Incorporating non-local information into information extraction systems by gibbs sampling.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Incorporating non-local information into information extraction systems by gibbs sampling

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:24.144526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:21.288953Z digest=sha256:0b366d0955c129ca2e1ed72b56fb934cd8f15ce0804c4d637ec87128aa420166

Observation ba88f3e6-6089-4760-95e3-6953e07ef6e8 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:21.368257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:21.368257Z digest=sha256:9dc4978ee97d2d7a7b1efef0754ee98b6227aa67f4826a503f9664294426571e

Observation d5e92043-edc5-4a33-9869-3f377b2ded04 · outbound

This paper cites Multiple features for clinical relation extraction: A machine learning approach.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Multiple features for clinical relation extraction: A machine learning approach

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:23.918142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:21.482542Z digest=sha256:9251bb024cbfa110af57885659987bb5bc77757d696bf88d20886e7285082266

Observation 73e1d854-593c-4dae-ae7f-b0a97e759b77 · outbound

This paper cites word2vec Parameter Learning Explained.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling word2vec Parameter Learning Explained

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-05T18:54:21.570151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T18:54:21.570151Z digest=sha256:fea72459158e00f1e3c08958fd097e7b0a9bbd4f20b2aa95d2d98447aa935b77

Observation 9473e0fd-bef0-45a2-af6f-70bfe198ebdc · outbound

This paper cites Chemical-protein relation extraction with ensembles of SVM, CNN, and RNN models.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Chemical-protein relation extraction with ensembles of SVM, CNN, and RNN models

Reference 90

Resolution
verified exact
local_arxiv, observed 2026-08-05T18:54:21.990952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:21.675880Z digest=sha256:92ad442ceb064c46bdae603d1239e996322062a070e27a408db0ff2e42e97066

Observation d18314d9-1973-40f4-aa93-04eaa8d4a361 · outbound

This paper cites Biomedical document relation extraction with prompt learning and knn.

Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling Biomedical document relation extraction with prompt learning and knn

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T18:54:23.683478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-05T18:54:21.787471Z digest=sha256:64e20c0f50f5fe7ac4cbd41fd9b1e96228b718358634aa095add692adf00c1bd

Pith citing papers

No inbound Pith citation observations are available.