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1
Directed Acyclic Graph Network for Conversational Emotion Recognition ...
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2
Psycholinguistic Tripartite Graph Network for Personality Detection ...
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Psycholinguistic Tripartite Graph Network for Personality Detection ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.326 Abstract: Most of the recent work on personality detection from online posts adopts multifarious deep neural networks to represent the posts and builds predictive models in a data-driven manner, without the exploitation of psycholinguistic knowledge that may unveil the connections between one's language use and his psychological traits. In this paper, we propose a psycholinguistic knowledge-based tripartite graph network, TrigNet, which consists of a tripartite graph network and a BERT-based graph initializer. The graph network injects structural psycholinguistic knowledge in LIWC, a computerized instrument for psycholinguistic analysis, by constructing a heterogeneous tripartite graph. The initializer is employed to provide initial embeddings for the graph nodes. To reduce the computational cost in graph learning, we further propose a novel flow graph attention network (GAT) that only transmits messages between neighboring parties in the tripartite ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Psycholinguistics; Semantics
URL: https://underline.io/lecture/26031-psycholinguistic-tripartite-graph-network-for-personality-detection
https://dx.doi.org/10.48448/6mpz-7y28
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4
Embedding Dynamic Attributed Networks by Modeling the Evolution Processes ...
Xu, Zenan; Ou, Zijing; Su, Qinliang. - : arXiv, 2020
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5
Multi-choice Relational Reasoning for Machine Reading Comprehension ...
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6
Constituency Lattice Encoding for Aspect Term Extraction ...
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7
Syntax-Enhanced Pre-trained Model ...
Xu, Zenan; Guo, Daya; Tang, Duyu. - : arXiv, 2020
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8
BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization ...
Wang, Kai; Quan, Xiaojun; Wang, Rui. - : arXiv, 2019
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