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Translation, Brains and the Computer

✍ Scribed by Bernard Scott


Publisher
Springer International Publishing
Year
2018
Tongue
English
Leaves
249
Series
Machine Translation: Technologies and Applications 2
Edition
1st ed.
Category
Library

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✦ Synopsis


This book is about machine translation (MT) and the classic problems associated with this language technology. It examines the causes of these problems and, for linguistic, rule-based systems, attributes the cause to language’s ambiguity and complexity and their interplay in logic-driven processes. For non-linguistic, data-driven systems, the book attributes translation shortcomings to the very lack of linguistics. It then proposes a demonstrable way to relieve these drawbacks in the shape of a working translation model (Logos Model) that has taken its inspiration from key assumptions about psycholinguistic and neurolinguistic function. The book suggests that this brain-based mechanism is effective precisely because it bridges both linguistically driven and data-driven methodologies. It shows how simulation of this cerebral mechanism has freed this one MT model from the all-important, classic problem of complexity when coping with the ambiguities of language. Logos Model accomplishes this by a data-driven process that does not sacrifice linguistic knowledge, but that, like the brain, integrates linguistics within a data-driven process. As a consequence, the book suggests that the brain-like mechanism embedded in this model has the potential to contribute to further advances in machine translation in all its technological instantiations.

✦ Table of Contents


Front Matter ....Pages i-xvi
Front Matter ....Pages 1-1
Introduction (Bernard Scott)....Pages 3-11
Background (Bernard Scott)....Pages 13-39
Language and Ambiguity: Psycholinguistic Perspectives (Bernard Scott)....Pages 41-63
Language and Complexity: Neurolinguistic Perspectives (Bernard Scott)....Pages 65-98
Syntax and Semantics: Dichotomy Versus Integration (Bernard Scott)....Pages 99-125
Logos Model: Design and Performance (Bernard Scott)....Pages 127-162
Some Limits on Translation Quality (Bernard Scott)....Pages 163-171
Deep Learning MT and Logos Model (Bernard Scott)....Pages 173-202
Front Matter ....Pages 203-203
The SAL Representation Language (Bernard Scott)....Pages 205-241

✦ Subjects


Computer Science; Language Translation and Linguistics; Computational Linguistics; Psycholinguistics


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