Matches in SemOpenAlex for { <https://semopenalex.org/work/W4321767681> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4321767681 endingPage "103324" @default.
- W4321767681 startingPage "103324" @default.
- W4321767681 abstract "Most existing state-of-the-art neural network models for math word problems use the Goal-driven Tree-Structured decoder (GTS) to generate expression trees. However, we found that GTS does not provide good predictions for longer expressions, mainly because it does not capture the relationships among the goal vectors of each node in the expression tree and ignores the position order of the nodes before and after the operator. In this paper, we propose a novel Recursive tree-structured neural network with Goal Forgetting and information aggregation (RGFNet) to address these limits. The goal forgetting and information aggregation module is based on ordinary differential equations (ODEs) and we use it to build a sub-goal information feedback neural network (SGIFNet). Unlike GTS, which uses two-layer gated-feedforward networks to generate goal vectors, we introduce a novel sub-goal generation module. The sub-goal generation module could capture the relationship among the related nodes (e.g. parent nodes, sibling nodes) using attention mechanism. Experimental results on two large public datasets i.e. Math23K and Ape-clean show that our tree-structured model outperforms the state-of-the-art models and obtains answer accuracy over 86%. Furthermore, the performance on long-expression problems is promising.1" @default.
- W4321767681 created "2023-02-25" @default.
- W4321767681 creator A5042853216 @default.
- W4321767681 creator A5050883917 @default.
- W4321767681 creator A5070173803 @default.
- W4321767681 creator A5083417267 @default.
- W4321767681 date "2023-05-01" @default.
- W4321767681 modified "2023-09-24" @default.
- W4321767681 title "A Recursive tree-structured neural network with goal forgetting and information aggregation for solving math word problems" @default.
- W4321767681 cites W2157331557 @default.
- W4321767681 cites W2194775991 @default.
- W4321767681 cites W2252202991 @default.
- W4321767681 cites W2510828927 @default.
- W4321767681 cites W2905122540 @default.
- W4321767681 cites W2963359731 @default.
- W4321767681 cites W2963446712 @default.
- W4321767681 cites W3115686121 @default.
- W4321767681 cites W3174105824 @default.
- W4321767681 doi "https://doi.org/10.1016/j.ipm.2023.103324" @default.
- W4321767681 hasPublicationYear "2023" @default.
- W4321767681 type Work @default.
- W4321767681 citedByCount "0" @default.
- W4321767681 crossrefType "journal-article" @default.
- W4321767681 hasAuthorship W4321767681A5042853216 @default.
- W4321767681 hasAuthorship W4321767681A5050883917 @default.
- W4321767681 hasAuthorship W4321767681A5070173803 @default.
- W4321767681 hasAuthorship W4321767681A5083417267 @default.
- W4321767681 hasConcept C113174947 @default.
- W4321767681 hasConcept C11413529 @default.
- W4321767681 hasConcept C119857082 @default.
- W4321767681 hasConcept C127413603 @default.
- W4321767681 hasConcept C134306372 @default.
- W4321767681 hasConcept C138885662 @default.
- W4321767681 hasConcept C154945302 @default.
- W4321767681 hasConcept C163797641 @default.
- W4321767681 hasConcept C178790620 @default.
- W4321767681 hasConcept C185592680 @default.
- W4321767681 hasConcept C197855036 @default.
- W4321767681 hasConcept C199360897 @default.
- W4321767681 hasConcept C2524010 @default.
- W4321767681 hasConcept C2779227376 @default.
- W4321767681 hasConcept C33923547 @default.
- W4321767681 hasConcept C41008148 @default.
- W4321767681 hasConcept C41895202 @default.
- W4321767681 hasConcept C47702885 @default.
- W4321767681 hasConcept C50644808 @default.
- W4321767681 hasConcept C62611344 @default.
- W4321767681 hasConcept C66938386 @default.
- W4321767681 hasConcept C7149132 @default.
- W4321767681 hasConcept C80444323 @default.
- W4321767681 hasConcept C90559484 @default.
- W4321767681 hasConcept C90805587 @default.
- W4321767681 hasConceptScore W4321767681C113174947 @default.
- W4321767681 hasConceptScore W4321767681C11413529 @default.
- W4321767681 hasConceptScore W4321767681C119857082 @default.
- W4321767681 hasConceptScore W4321767681C127413603 @default.
- W4321767681 hasConceptScore W4321767681C134306372 @default.
- W4321767681 hasConceptScore W4321767681C138885662 @default.
- W4321767681 hasConceptScore W4321767681C154945302 @default.
- W4321767681 hasConceptScore W4321767681C163797641 @default.
- W4321767681 hasConceptScore W4321767681C178790620 @default.
- W4321767681 hasConceptScore W4321767681C185592680 @default.
- W4321767681 hasConceptScore W4321767681C197855036 @default.
- W4321767681 hasConceptScore W4321767681C199360897 @default.
- W4321767681 hasConceptScore W4321767681C2524010 @default.
- W4321767681 hasConceptScore W4321767681C2779227376 @default.
- W4321767681 hasConceptScore W4321767681C33923547 @default.
- W4321767681 hasConceptScore W4321767681C41008148 @default.
- W4321767681 hasConceptScore W4321767681C41895202 @default.
- W4321767681 hasConceptScore W4321767681C47702885 @default.
- W4321767681 hasConceptScore W4321767681C50644808 @default.
- W4321767681 hasConceptScore W4321767681C62611344 @default.
- W4321767681 hasConceptScore W4321767681C66938386 @default.
- W4321767681 hasConceptScore W4321767681C7149132 @default.
- W4321767681 hasConceptScore W4321767681C80444323 @default.
- W4321767681 hasConceptScore W4321767681C90559484 @default.
- W4321767681 hasConceptScore W4321767681C90805587 @default.
- W4321767681 hasFunder F4320321001 @default.
- W4321767681 hasIssue "3" @default.
- W4321767681 hasLocation W43217676811 @default.
- W4321767681 hasOpenAccess W4321767681 @default.
- W4321767681 hasPrimaryLocation W43217676811 @default.
- W4321767681 hasRelatedWork W1514946722 @default.
- W4321767681 hasRelatedWork W2018225658 @default.
- W4321767681 hasRelatedWork W2355247546 @default.
- W4321767681 hasRelatedWork W2360005589 @default.
- W4321767681 hasRelatedWork W2371888483 @default.
- W4321767681 hasRelatedWork W2376211578 @default.
- W4321767681 hasRelatedWork W2379421815 @default.
- W4321767681 hasRelatedWork W2379488605 @default.
- W4321767681 hasRelatedWork W3037224427 @default.
- W4321767681 hasRelatedWork W4283803766 @default.
- W4321767681 hasVolume "60" @default.
- W4321767681 isParatext "false" @default.
- W4321767681 isRetracted "false" @default.
- W4321767681 workType "article" @default.