FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387125424> ?p ?o ?g. }

• W4387125424 endingPage "121755" @default.
• W4387125424 startingPage "121755" @default.
• W4387125424 abstract "Automated Essay Scoring (AES) is a challenging topic in Natural Language Processing. Recently, deep learning models have achieved remarkable performance for the AES task. However, applying deep learning models to the AES system in practice is expensive when both data collection and model training are taken into consideration. This paper aims to tackle this problem by proposing the Crowdsourcing-based Automated Essay Scoring (CAES) framework. The proposed framework gradually collects data through crowdsourcing and incrementally trains the AES models. In particular, we propose the Incremental Learning with Dynamic Exemplar Herding (ILDEH) approach to simultaneously tackle catastrophic forgetting and concept drift. The proposed approach dynamically updates the exemplar set by the Dynamic Exemplar Herding algorithm to obtain the best approximation of the overall data distribution and selectively apply knowledge distillation on the model outputs by Linear Outlier Suppression loss to retain the learned knowledge. Moreover, we use a lightweight AES model for effective and efficient essay scoring. The experimental results show that our proposed ILDEH approach outperforms other strong baseline approaches for the AES task. Moreover, the CAES framework is able to steadily improve the AES performance in the crowdsourcing environment with only 10.6% training time of the conventional approach. Further analysis shows that one single CPU server can support daily updates of more than 300 AES models, which is sufficient for most practical AES systems." @default.
• W4387125424 created "2023-09-29" @default.
• W4387125424 creator A5077249934 @default.
• W4387125424 creator A5088547086 @default.
• W4387125424 date "2024-03-01" @default.
• W4387125424 modified "2023-10-16" @default.
• W4387125424 title "A crowdsourcing-based incremental learning framework for automated essays scoring" @default.
• W4387125424 cites W1997865285 @default.
• W4387125424 cites W2017257315 @default.
• W4387125424 cites W2037789405 @default.
• W4387125424 cites W2037979274 @default.
• W4387125424 cites W2099419573 @default.
• W4387125424 cites W2103753221 @default.
• W4387125424 cites W2295056205 @default.
• W4387125424 cites W2473930607 @default.
• W4387125424 cites W2554616628 @default.
• W4387125424 cites W2560647685 @default.
• W4387125424 cites W2884282566 @default.
• W4387125424 cites W2948734064 @default.
• W4387125424 cites W2954929116 @default.
• W4387125424 cites W2963072899 @default.
• W4387125424 cites W2963588172 @default.
• W4387125424 cites W2964189064 @default.
• W4387125424 cites W2974859516 @default.
• W4387125424 cites W3013325675 @default.
• W4387125424 cites W3024202154 @default.
• W4387125424 cites W3034451759 @default.
• W4387125424 cites W3034560444 @default.
• W4387125424 cites W3034856281 @default.
• W4387125424 cites W3035342403 @default.
• W4387125424 cites W3080136191 @default.
• W4387125424 cites W3112858938 @default.
• W4387125424 cites W3176679714 @default.
• W4387125424 cites W4226479598 @default.
• W4387125424 cites W4293070648 @default.
• W4387125424 cites W4313028293 @default.
• W4387125424 doi "https://doi.org/10.1016/j.eswa.2023.121755" @default.
• W4387125424 hasPublicationYear "2024" @default.
• W4387125424 type Work @default.
• W4387125424 citedByCount "0" @default.
• W4387125424 crossrefType "journal-article" @default.
• W4387125424 hasAuthorship W4387125424A5077249934 @default.
• W4387125424 hasAuthorship W4387125424A5088547086 @default.
• W4387125424 hasConcept C111368507 @default.
• W4387125424 hasConcept C119857082 @default.
• W4387125424 hasConcept C12725497 @default.
• W4387125424 hasConcept C127313418 @default.
• W4387125424 hasConcept C136764020 @default.
• W4387125424 hasConcept C138885662 @default.
• W4387125424 hasConcept C154945302 @default.
• W4387125424 hasConcept C162324750 @default.
• W4387125424 hasConcept C177264268 @default.
• W4387125424 hasConcept C177605951 @default.
• W4387125424 hasConcept C187736073 @default.
• W4387125424 hasConcept C199360897 @default.
• W4387125424 hasConcept C205649164 @default.
• W4387125424 hasConcept C2780451532 @default.
• W4387125424 hasConcept C41008148 @default.
• W4387125424 hasConcept C41895202 @default.
• W4387125424 hasConcept C62230096 @default.
• W4387125424 hasConcept C7149132 @default.
• W4387125424 hasConcept C79337645 @default.
• W4387125424 hasConcept C97137747 @default.
• W4387125424 hasConceptScore W4387125424C111368507 @default.
• W4387125424 hasConceptScore W4387125424C119857082 @default.
• W4387125424 hasConceptScore W4387125424C12725497 @default.
• W4387125424 hasConceptScore W4387125424C127313418 @default.
• W4387125424 hasConceptScore W4387125424C136764020 @default.
• W4387125424 hasConceptScore W4387125424C138885662 @default.
• W4387125424 hasConceptScore W4387125424C154945302 @default.
• W4387125424 hasConceptScore W4387125424C162324750 @default.
• W4387125424 hasConceptScore W4387125424C177264268 @default.
• W4387125424 hasConceptScore W4387125424C177605951 @default.
• W4387125424 hasConceptScore W4387125424C187736073 @default.
• W4387125424 hasConceptScore W4387125424C199360897 @default.
• W4387125424 hasConceptScore W4387125424C205649164 @default.
• W4387125424 hasConceptScore W4387125424C2780451532 @default.
• W4387125424 hasConceptScore W4387125424C41008148 @default.
• W4387125424 hasConceptScore W4387125424C41895202 @default.
• W4387125424 hasConceptScore W4387125424C62230096 @default.
• W4387125424 hasConceptScore W4387125424C7149132 @default.
• W4387125424 hasConceptScore W4387125424C79337645 @default.
• W4387125424 hasConceptScore W4387125424C97137747 @default.
• W4387125424 hasLocation W43871254241 @default.
• W4387125424 hasOpenAccess W4387125424 @default.
• W4387125424 hasPrimaryLocation W43871254241 @default.
• W4387125424 hasRelatedWork W135177976 @default.
• W4387125424 hasRelatedWork W1503094549 @default.
• W4387125424 hasRelatedWork W2025875869 @default.
• W4387125424 hasRelatedWork W2337920774 @default.
• W4387125424 hasRelatedWork W2886410948 @default.
• W4387125424 hasRelatedWork W3032998312 @default.
• W4387125424 hasRelatedWork W3207526114 @default.
• W4387125424 hasRelatedWork W4286908577 @default.
• W4387125424 hasRelatedWork W4318823662 @default.
• W4387125424 hasRelatedWork W4384486036 @default.
• W4387125424 hasVolume "238" @default.
• W4387125424 isParatext "false" @default.

• next