A brief overview of universal sentence representation methods: A linguistic view

R Li, X Zhao, MF Moens - ACM Computing Surveys (CSUR), 2022 - dl.acm.org
How to transfer the semantic information in a sentence to a computable numerical
embedding form is a fundamental problem in natural language processing. An informative …

[PDF][PDF] Parsing with compositional vector grammars

R Socher, J Bauer, CD Manning… - Proceedings of the 51st …, 2013 - aclanthology.org
Natural language parsing has typically been done with small sets of discrete categories
such as NP and VP, but this representation does not capture the full syntactic nor semantic …

Grounded compositional semantics for finding and describing images with sentences

R Socher, A Karpathy, QV Le, CD Manning… - Transactions of the …, 2014 - direct.mit.edu
Abstract Previous work on Recursive Neural Networks (RNNs) shows that these models can
produce compositional feature vectors for accurately representing and classifying sentences …

Syntactic priming of relative clause attachments: Persistence of structural configuration in sentence production

C Scheepers - Cognition, 2003 - Elsevier
Three sentence completion experiments will be reported in which participants had to
generate German equivalents of “the servant of the actress who…”(NP-of-NP-RC) …

The plausibility of sampling as an algorithmic theory of sentence processing

JL Hoover, M Sonderegger, ST Piantadosi… - Open Mind, 2023 - direct.mit.edu
Abstract Words that are more surprising given context take longer to process. However, no
incremental parsing algorithm has been shown to directly predict this phenomenon. In this …

[BOOK][B] Recursive deep learning for natural language processing and computer vision

R Socher - 2014 - search.proquest.com
As the amount of unstructured text data that humanity produces overall and on the Internet
grows, so does the need to intelligently process it and extract different types of knowledge …

Computational psycholinguistics

MW Crocker - The handbook of computational linguistics and …, 2010 - Wiley Online Library
Computational psycholinguistics is concerned with the development of computational
models of the cognitive mechanisms and representations that underlie language processing …

A self-organizing map for adaptive processing of structured data

M Hagenbuchner, A Sperduti… - IEEE transactions on …, 2003 - ieeexplore.ieee.org
Recent developments in the area of neural networks produced models capable of dealing
with structured data. Here, we propose the first fully unsupervised model, namely an …

Strongly incremental constituency parsing with graph neural networks

K Yang, J Deng - Advances in neural information …, 2020 - proceedings.neurips.cc
Parsing sentences into syntax trees can benefit downstream applications in NLP. Transition-
based parsers build trees by executing actions in a state transition system. They are …

Trends of multimodal neural engineering study: a bibliometric review

J Wang, R Cheng, PC Liao - Archives of Computational Methods in …, 2021 - Springer
N eural engineering, an emerging interdisciplinary subject, is aimed at using engineering
techniques to investigate the function and manipulate the behavior of the nervous system …