FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380080770> ?p ?o ?g. }

• W4380080770 endingPage "28" @default.
• W4380080770 startingPage "1" @default.
• W4380080770 abstract "Processing large and heterogeneous numbers of ideas submitted to crowdsourcing contests is a regular challenge for idea evaluators. The aim of this study is to investigate a potential use case for AI-based innovation management and to extend the knowledge of using automated novelty detection in idea evaluation processes. AI-based language models can automatically allocate short texts according to their semantic similarity in an embedded space. We represent the semantic content of crowdsourced ideas with the three contemporary text embeddings – Doc2Vec, SBERT, and GPT-3-based Ada Similarity – and compute their semantic distance to different reference sets using different novelty detection algorithms. We then compare the algorithm-generated scores with human novelty assessments to validate them. While selected novelty scores based on text embeddings correlate with humans, our results show that scores based on SBERT embeddings best match human novelty assessments. We also find that AI-based novelty detection approaches perform better for ideas below the median word count and when compared to a set of existing solutions, suggesting that the chosen language model is not the only factor influencing the applicability of the proposed approach. Furthermore, the study highlights important features and limitations of automatically generated novelty scores that need to be considered when complementing evaluators searching for new ideas in crowdsourcing contests and beyond." @default.
• W4380080770 created "2023-06-10" @default.
• W4380080770 creator A5018320806 @default.
• W4380080770 creator A5040742026 @default.
• W4380080770 creator A5044629693 @default.
• W4380080770 creator A5073316564 @default.
• W4380080770 date "2023-06-09" @default.
• W4380080770 modified "2023-10-09" @default.
• W4380080770 title "AI-based novelty detection in crowdsourced idea spaces" @default.
• W4380080770 cites W1521430234 @default.
• W4380080770 cites W1990969594 @default.
• W4380080770 cites W2078455308 @default.
• W4380080770 cites W2088234011 @default.
• W4380080770 cites W2112177229 @default.
• W4380080770 cites W2129281431 @default.
• W4380080770 cites W2139111678 @default.
• W4380080770 cites W2144182447 @default.
• W4380080770 cites W2157983719 @default.
• W4380080770 cites W2161343059 @default.
• W4380080770 cites W2168697680 @default.
• W4380080770 cites W2171960331 @default.
• W4380080770 cites W2215536724 @default.
• W4380080770 cites W2250539671 @default.
• W4380080770 cites W2324355742 @default.
• W4380080770 cites W2511081032 @default.
• W4380080770 cites W2602748104 @default.
• W4380080770 cites W2618694545 @default.
• W4380080770 cites W2841888663 @default.
• W4380080770 cites W2889326414 @default.
• W4380080770 cites W2979625610 @default.
• W4380080770 cites W3020436075 @default.
• W4380080770 cites W3021303243 @default.
• W4380080770 cites W3034596998 @default.
• W4380080770 cites W3042185737 @default.
• W4380080770 cites W3090306696 @default.
• W4380080770 cites W3122634626 @default.
• W4380080770 cites W3123759571 @default.
• W4380080770 cites W3123839549 @default.
• W4380080770 cites W3124574179 @default.
• W4380080770 cites W3130880317 @default.
• W4380080770 cites W3142952422 @default.
• W4380080770 cites W3173135198 @default.
• W4380080770 cites W3175170601 @default.
• W4380080770 cites W3208076782 @default.
• W4380080770 cites W4205631477 @default.
• W4380080770 cites W4214807058 @default.
• W4380080770 cites W4231472667 @default.
• W4380080770 cites W4239812583 @default.
• W4380080770 cites W593766555 @default.
• W4380080770 doi "https://doi.org/10.1080/14479338.2023.2215740" @default.
• W4380080770 hasPublicationYear "2023" @default.
• W4380080770 type Work @default.
• W4380080770 citedByCount "1" @default.
• W4380080770 crossrefType "journal-article" @default.
• W4380080770 hasAuthorship W4380080770A5018320806 @default.
• W4380080770 hasAuthorship W4380080770A5040742026 @default.
• W4380080770 hasAuthorship W4380080770A5044629693 @default.
• W4380080770 hasAuthorship W4380080770A5073316564 @default.
• W4380080770 hasBestOaLocation W43800807701 @default.
• W4380080770 hasConcept C103278499 @default.
• W4380080770 hasConcept C115961682 @default.
• W4380080770 hasConcept C119857082 @default.
• W4380080770 hasConcept C130318100 @default.
• W4380080770 hasConcept C136764020 @default.
• W4380080770 hasConcept C154945302 @default.
• W4380080770 hasConcept C15744967 @default.
• W4380080770 hasConcept C177264268 @default.
• W4380080770 hasConcept C199360897 @default.
• W4380080770 hasConcept C204321447 @default.
• W4380080770 hasConcept C23123220 @default.
• W4380080770 hasConcept C2524010 @default.
• W4380080770 hasConcept C2778738651 @default.
• W4380080770 hasConcept C2778924833 @default.
• W4380080770 hasConcept C33923547 @default.
• W4380080770 hasConcept C41008148 @default.
• W4380080770 hasConcept C62230096 @default.
• W4380080770 hasConcept C77805123 @default.
• W4380080770 hasConcept C90805587 @default.
• W4380080770 hasConceptScore W4380080770C103278499 @default.
• W4380080770 hasConceptScore W4380080770C115961682 @default.
• W4380080770 hasConceptScore W4380080770C119857082 @default.
• W4380080770 hasConceptScore W4380080770C130318100 @default.
• W4380080770 hasConceptScore W4380080770C136764020 @default.
• W4380080770 hasConceptScore W4380080770C154945302 @default.
• W4380080770 hasConceptScore W4380080770C15744967 @default.
• W4380080770 hasConceptScore W4380080770C177264268 @default.
• W4380080770 hasConceptScore W4380080770C199360897 @default.
• W4380080770 hasConceptScore W4380080770C204321447 @default.
• W4380080770 hasConceptScore W4380080770C23123220 @default.
• W4380080770 hasConceptScore W4380080770C2524010 @default.
• W4380080770 hasConceptScore W4380080770C2778738651 @default.
• W4380080770 hasConceptScore W4380080770C2778924833 @default.
• W4380080770 hasConceptScore W4380080770C33923547 @default.
• W4380080770 hasConceptScore W4380080770C41008148 @default.
• W4380080770 hasConceptScore W4380080770C62230096 @default.
• W4380080770 hasConceptScore W4380080770C77805123 @default.
• W4380080770 hasConceptScore W4380080770C90805587 @default.
• W4380080770 hasLocation W43800807701 @default.

• next