Matches in SemOpenAlex for { <https://semopenalex.org/work/W3037506221> ?p ?o ?g. }
- W3037506221 abstract "System behavior is often based on causal relations between certain events (e.g. If event1, then event2). Consequently, those causal relations are also textually embedded in requirements. We want to extract this causal knowledge and utilize it to derive test cases automatically and to reason about dependencies between requirements. Existing NLP approaches fail to extract causality from natural language (NL) with reasonable performance. In this paper, we describe first steps towards building a new approach for causality extraction and contribute: (1) an NLP architecture based on Tree Recursive Neural Networks (TRNN) that we will train to identify causal relations in NL requirements and (2) an annotation scheme and a dataset that is suitable for training TRNNs. Our dataset contains 212,186 sentences from 463 publicly available requirement documents and is a first step towards a gold standard corpus for causality extraction. We encourage fellow researchers to contribute to our dataset and help us in finalizing the causality annotation process. Additionally, the dataset can also be annotated further to serve as a benchmark for other RE-relevant NLP tasks such as requirements classification." @default.
- W3037506221 created "2020-07-02" @default.
- W3037506221 creator A5005079284 @default.
- W3037506221 creator A5022998651 @default.
- W3037506221 creator A5035534033 @default.
- W3037506221 creator A5050966259 @default.
- W3037506221 creator A5052075856 @default.
- W3037506221 date "2020-06-29" @default.
- W3037506221 modified "2023-10-01" @default.
- W3037506221 title "Towards Causality Extraction from Requirements" @default.
- W3037506221 cites W1423339008 @default.
- W3037506221 cites W1452131965 @default.
- W3037506221 cites W1560064054 @default.
- W3037506221 cites W1887754209 @default.
- W3037506221 cites W1935624361 @default.
- W3037506221 cites W1966385235 @default.
- W3037506221 cites W1991018417 @default.
- W3037506221 cites W1991145427 @default.
- W3037506221 cites W2052535355 @default.
- W3037506221 cites W2058818941 @default.
- W3037506221 cites W2109485526 @default.
- W3037506221 cites W2129250947 @default.
- W3037506221 cites W2152506470 @default.
- W3037506221 cites W2153579005 @default.
- W3037506221 cites W2161740415 @default.
- W3037506221 cites W2189114279 @default.
- W3037506221 cites W2251939518 @default.
- W3037506221 cites W2403194270 @default.
- W3037506221 cites W2758181130 @default.
- W3037506221 cites W2760476066 @default.
- W3037506221 cites W2806716360 @default.
- W3037506221 cites W2889363461 @default.
- W3037506221 cites W2889470921 @default.
- W3037506221 cites W2892809998 @default.
- W3037506221 cites W2937815589 @default.
- W3037506221 cites W2955483668 @default.
- W3037506221 cites W2962739339 @default.
- W3037506221 cites W2963341956 @default.
- W3037506221 cites W2965427957 @default.
- W3037506221 cites W2985212515 @default.
- W3037506221 cites W3047655012 @default.
- W3037506221 cites W3103536442 @default.
- W3037506221 cites W53390990 @default.
- W3037506221 cites W118699291 @default.
- W3037506221 hasPublicationYear "2020" @default.
- W3037506221 type Work @default.
- W3037506221 sameAs 3037506221 @default.
- W3037506221 citedByCount "1" @default.
- W3037506221 countsByYear W30375062212021 @default.
- W3037506221 crossrefType "posted-content" @default.
- W3037506221 hasAuthorship W3037506221A5005079284 @default.
- W3037506221 hasAuthorship W3037506221A5022998651 @default.
- W3037506221 hasAuthorship W3037506221A5035534033 @default.
- W3037506221 hasAuthorship W3037506221A5050966259 @default.
- W3037506221 hasAuthorship W3037506221A5052075856 @default.
- W3037506221 hasConcept C113174947 @default.
- W3037506221 hasConcept C119857082 @default.
- W3037506221 hasConcept C121332964 @default.
- W3037506221 hasConcept C13280743 @default.
- W3037506221 hasConcept C134306372 @default.
- W3037506221 hasConcept C154945302 @default.
- W3037506221 hasConcept C185798385 @default.
- W3037506221 hasConcept C199360897 @default.
- W3037506221 hasConcept C204321447 @default.
- W3037506221 hasConcept C205649164 @default.
- W3037506221 hasConcept C2776321320 @default.
- W3037506221 hasConcept C33923547 @default.
- W3037506221 hasConcept C41008148 @default.
- W3037506221 hasConcept C50644808 @default.
- W3037506221 hasConcept C62520636 @default.
- W3037506221 hasConcept C64357122 @default.
- W3037506221 hasConcept C77618280 @default.
- W3037506221 hasConcept C98045186 @default.
- W3037506221 hasConceptScore W3037506221C113174947 @default.
- W3037506221 hasConceptScore W3037506221C119857082 @default.
- W3037506221 hasConceptScore W3037506221C121332964 @default.
- W3037506221 hasConceptScore W3037506221C13280743 @default.
- W3037506221 hasConceptScore W3037506221C134306372 @default.
- W3037506221 hasConceptScore W3037506221C154945302 @default.
- W3037506221 hasConceptScore W3037506221C185798385 @default.
- W3037506221 hasConceptScore W3037506221C199360897 @default.
- W3037506221 hasConceptScore W3037506221C204321447 @default.
- W3037506221 hasConceptScore W3037506221C205649164 @default.
- W3037506221 hasConceptScore W3037506221C2776321320 @default.
- W3037506221 hasConceptScore W3037506221C33923547 @default.
- W3037506221 hasConceptScore W3037506221C41008148 @default.
- W3037506221 hasConceptScore W3037506221C50644808 @default.
- W3037506221 hasConceptScore W3037506221C62520636 @default.
- W3037506221 hasConceptScore W3037506221C64357122 @default.
- W3037506221 hasConceptScore W3037506221C77618280 @default.
- W3037506221 hasConceptScore W3037506221C98045186 @default.
- W3037506221 hasLocation W30375062211 @default.
- W3037506221 hasOpenAccess W3037506221 @default.
- W3037506221 hasPrimaryLocation W30375062211 @default.
- W3037506221 hasRelatedWork W2019701229 @default.
- W3037506221 hasRelatedWork W2063748751 @default.
- W3037506221 hasRelatedWork W2064314529 @default.
- W3037506221 hasRelatedWork W2117955260 @default.
- W3037506221 hasRelatedWork W2128326923 @default.
- W3037506221 hasRelatedWork W2139703022 @default.