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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 ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.296 Abstract: Exploiting syntactic graphs (SyGs) as a word's context has been shown to be beneficial for distributional semantic models (DSMs), both at the level of individual word representations and in deriving phrasal representations via composition. However, notwithstanding the potential performance benefit, the syntactically-aware DSMs proposed to date have huge numbers of parameters (compared to convention DSMs) and suffer from data sparsity. Furthermore, the encoding of the SyG links (i.e., the syntactic relations) has been largely limited to linear maps. The knowledge graphs literature, on the other hand, has proposed light-weight models employing different geometric transformations (GTs) to encode edges in a knowledge graph (KG). Our work explores the possibility of adopting this family of models to encode SyGs. Furthermore, we investigate which GT better encode relations' representations, so that these can be used to enhance phrase-level ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics; Syntax
URL: https://dx.doi.org/10.48448/z4dh-5q36
https://underline.io/lecture/26387-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 ...
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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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