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1241
Dynamic and Multi-Channel Graph Convolutional Networks for Aspect-Based Sentiment Analysis ...
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1242
Structured Sentiment Analysis as Dependency Graph Parsing ...
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1243
Jointly Identifying Rhetoric and Implicit Emotions via Multi-Task Learning ...
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1244
Recursive prosody is not finite-state ...
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1245
Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing ...
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1246
Representing Syntax and Composition with Geometric Transformations ...
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1247
Lower Perplexity is Not Always Human-Like ...
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1248
Surprisal Estimators for Human Reading Times Need Character Models ...
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1249
A Case Study of Analysis of Construals in Language on Social Media Surrounding a Crisis Event ...
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1250
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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1251
Can Transformer Langauge Models Predict Psychometric Properties? ...
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1252
11B: Linguistic Theories, Cognitive Modeling and Psycholinguistics #1 ...
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1253
How is BERT surprised? Layerwise detection of linguistic anomalies ...
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1254
Catchphrase: Automatic Detection of Cultural References ...
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1255
Exploiting Language Relatedness for Low Web-Resource Language Model Adaptation: An Indic Languages Study ...
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