Extracting Structured Requirements from Unstructured Building Technical Specifications for Building Information Modeling | Paper Citation Record

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

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

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

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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

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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

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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

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

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

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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

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

Reference 10

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

Reference 11

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

Reference 12

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

Reference 13

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

Reference 14

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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

Reference 31

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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

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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

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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

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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

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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

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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

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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

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

Reference 39

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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

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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

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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

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

Reference 43

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

Reference 44

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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

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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

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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

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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

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

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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

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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

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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

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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

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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

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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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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

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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 2026-08-09T06:31:02.800959+00:00.

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.

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 2026-08-09T06:31:02.800959+00:00.

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 2026-08-09T06:31:02.800959+00:00.

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