Towards Scope Detection in Textual Requirements

Holter OM, Ell B (Accepted)
Presented at the LDK 2021 – 3rd Conference on Language, Data and Knowledge, Zaragoza, Spain.

Konferenzbeitrag | Angenommen | Englisch
 
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Autor*in
Holter, Ole Magnus; Ell, BasilUniBi
Abstract / Bemerkung
Requirements are an integral part of industry operation and projects. Not only do requirements dictate industrial operations, but they are used in legally binding contracts between supplier and purchaser. Some companies even have requirements as their core business. Most requirements are found in textual documents, this brings a couple of challenges such as ambiguity, scalability, maintenance, and finding relevant and related requirements. Having the requirements in a machine-readable format would be a solution to these challenges, however, existing requirements need to be transformed into machine-readable requirements using NLP technology. Using state-of-the-art NLP methods based on end-to-end neural modelling on such documents is not trivial because the language is technical and domain-specific and training data is not available. In this paper, we focus on one step in that direction, namely scope detection of textual requirements using weak supervision and a simple classifier based on BERT general domain word embeddings and show that using openly available data, it is possible to get promising results on domain-specific requirements documents.
Erscheinungsjahr
2021
Konferenz
LDK 2021 – 3rd Conference on Language, Data and Knowledge
Konferenzort
Zaragoza, Spain
Konferenzdatum
2021-09-01 – 2021-09-03
Page URI
https://pub.uni-bielefeld.de/record/2954915

Zitieren

Holter OM, Ell B. Towards Scope Detection in Textual Requirements. Presented at the LDK 2021 – 3rd Conference on Language, Data and Knowledge, Zaragoza, Spain.
Holter, O. M., & Ell, B. (Accepted). Towards Scope Detection in Textual Requirements. Presented at the LDK 2021 – 3rd Conference on Language, Data and Knowledge, Zaragoza, Spain.
Holter, O. M., and Ell, B. (Accepted).“Towards Scope Detection in Textual Requirements”. Presented at the LDK 2021 – 3rd Conference on Language, Data and Knowledge, Zaragoza, Spain.
Holter, O.M., & Ell, B., Accepted. Towards Scope Detection in Textual Requirements. Presented at the LDK 2021 – 3rd Conference on Language, Data and Knowledge, Zaragoza, Spain.
O.M. Holter and B. Ell, “Towards Scope Detection in Textual Requirements”, Presented at the LDK 2021 – 3rd Conference on Language, Data and Knowledge, Zaragoza, Spain, Accepted.
Holter, O.M., Ell, B.: Towards Scope Detection in Textual Requirements. Presented at the LDK 2021 – 3rd Conference on Language, Data and Knowledge, Zaragoza, Spain (Accepted).
Holter, Ole Magnus, and Ell, Basil. “Towards Scope Detection in Textual Requirements”. Presented at the LDK 2021 – 3rd Conference on Language, Data and Knowledge, Zaragoza, Spain, Accepted.

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