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• W3208690607 abstract "Temporal and causal relations play an important role in determining the dependencies between events. Classifying the temporal and causal relations between events has many applications, such as generating event timelines, event summarization, textual entailment and question answering. Temporal and causal relations are closely related and influence each other. So we propose a joint model that incorporates both temporal and causal features to perform causal relation classification. We use the syntactic structure of the text for identifying temporal and causal relations between two events from the text. We extract parts-of-speech tag sequence, dependency tag sequence and word sequence from the text. We propose an LSTM based model for temporal and causal relation classification that captures the interrelations between the three encoded features. Evaluation of our model on four popular datasets yields promising results for temporal and causal relation classification." @default.
• W3208690607 created "2021-11-08" @default.
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• W3208690607 date "2021-11-01" @default.
• W3208690607 modified "2023-09-27" @default.
• W3208690607 title "SERC: Syntactic and Semantic Sequence based Event Relation Classification" @default.
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• W3208690607 doi "https://doi.org/10.1109/ictai52525.2021.00208" @default.
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