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A Unified Framework to Identify and Extract Uncertainty Cues, Holders, and Scopes in One Fell-Swoop [chapter]

Rania Al-Sabbagh, Roxana Girju, Jana Diesner
2015 Lecture Notes in Computer Science  
Table Semantic Features (SemFs) describe the gender, number, and person features for each token, if applicable. SemFs are especially informative for uncertainty a ribution.  ...  0.699 0.669 0.650 0.659 6 CFs+SynFs+UCFs+UHFs+SemFs+TFs * 0.702 0.678 0.653 0.665 7 CFs+SynFs+UCFs+UHFs+SemFs+TFs+PFs 0.705 0.677 0.661 0.669 value = 0.3079).  ... 
doi:10.1007/978-3-319-18111-0_24 fatcat:a6l5ebmhnvdcvitnhiuxe6o6ju

Big Data Workflows: Locality-Aware Orchestration Using Software Containers

Andrei-Alin Corodescu, Nikolay Nikolov, Akif Quddus Khan, Ahmet Soylu, Mihhail Matskin, Amir H. Payberah, Dumitru Roman
2021 Sensors  
We compare the proposed solution with Argo workflows and demonstrate a significant performance improvement in the execution speed for processing the same data units.  ...  Finally, we carry out experiments with the proposed solution under different configurations and analyze individual aspects affecting the performance of the overall solution.  ...  SemFE: Facilitating ML Pipeline Development with Semantics.  ... 
doi:10.3390/s21248212 pmid:34960302 pmcid:PMC8706844 fatcat:3nc2j4pvdfdynn573zzq7ympca